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awesome-mcp-servers

A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works
https://github.com/ever-works/awesome-mcp-servers

Last synced: 14 days ago
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  • Ai Integration Mcp Servers

    • Docs MCP Server - Docs MCP Server is a free, open‑source Model Context Protocol (MCP) server that indexes and serves version‑aware software documentation to AI tools. It can scrape docs from websites, GitHub repositories, package registries (npm, PyPI), and local directories, then semantically chunk content, generate embeddings, and expose powerful search over that corpus. The server runs locally or self‑hosted, supports multiple embedding providers (OpenAI‑compatible, Google Gemini/Vertex, Azure OpenAI, AWS Bedrock), offers optional enterprise OAuth2/OIDC authentication, and includes a web UI. It integrates seamlessly with MCP‑compatible clients such as Claude, Cline, and Roo to reduce hallucinations and provide accurate, version‑specific answers from documentation. ([Read more](/details/docs-mcp-server.md)) `documentation` `rag` `open-source`
    • Roboflow MCP Server - Model Context Protocol server for Roboflow, an end-to-end computer vision platform. Enables AI assistants to build and deploy object detection, segmentation, classification, and keypoint models with dataset management, annotation, and inference capabilities. ([Read more](/details/roboflow-mcp-server.md)) `Computer Vision` `Object Detection` `Image Analysis`
    • server-memory - An official MCP server providing a knowledge graph–based persistent memory system for AI agents, part of the modelcontextprotocol servers collection. ([Read more](/details/server-memory.md)) `memory` `knowledge-graph` `ai-integration`
    • MemoryMesh - MemoryMesh is an MCP-compatible server offering enhanced graph-based memory tailored for AI role-play and story generation, enabling structured long-term memory for conversational agents. ([Read more](/details/memorymesh.md)) `memory` `ai-agents` `storytelling`
    • LangChain MCP Adapters - Official LangChain adapters to convert Model Context Protocol tools into LangChain tools for use with LangGraph agents, providing client implementation for connecting to multiple MCP servers simultaneously. ([Read more](/details/langchain-mcp-adapters.md)) `Langchain` `Framework` `Integration`
    • Basic Memory - Basic Memory is a local-first knowledge management MCP server that builds a semantic graph from Markdown files to provide persistent memory across LLM conversations. It integrates with the Model Context Protocol to expose your local notes and documents as a structured, queryable memory layer for AI tools and agents. ([Read more](/details/basic-memory.md)) `memory` `knowledge-management` `local-files`
    • Sequential Thinking MCP Server - Official Anthropic MCP server enabling dynamic and reflective problem-solving through structured thinking sequences. Provides external scratchpad for AI to break down complex problems, maintain context, and create transparent reasoning trails. ([Read more](/details/sequential-thinking-mcp-server.md)) `Reasoning` `Problem Solving` `Ai Enhancement`
    • qgis_mcp - An MCP server that links QGIS Desktop with Claude AI via the Model Context Protocol, enabling prompt-assisted project creation, layer management, and other GIS workflows. ([Read more](/details/qgis_mcp.md)) `qgis` `gis` `ai-integration`
    • deepseek-thinker-mcp - An MCP provider that exposes DeepSeek’s reasoning content to MCP-enabled AI clients, supporting access to DeepSeek’s thought processes via the DeepSeek API or a local Ollama server. ([Read more](/details/deepseek-thinker-mcp.md)) `reasoning` `llm` `ai-integration`
    • Dappier MCP Server - A RAG-as-a-service MCP server from Dappier that lets AI tools perform retrieval-augmented generation over APIs and data sources. ([Read more](/details/dappier-mcp-server.md)) `rag` `api-integration` `ai-integration`
    • Inkeep MCP Server - A Python-based MCP server that provides RAG search over your content using Inkeep, enabling AI assistants to retrieve and ground answers in proprietary documentation and data. ([Read more](/details/inkeep-mcp-server.md)) `rag` `documentation` `search`
    • Image Generation MCP Server - An MCP server that offers image generation capabilities using the Replicate Flux model, enabling AI assistants to generate images programmatically via MCP. ([Read more](/details/image-generation-mcp-server.md)) `image-generation` `replicate` `generative-ai`
    • multi-ai-advisor-mcp - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses to provide aggregated AI advice and analysis. ([Read more](/details/multi-ai-advisor-mcp.md)) `ollama` `llm` `aggregation`
    • Map Traveler MCP - An MCP server that integrates Google Maps, Google Street View, PixAI, Stability.ai, ComfyUI API, and Bluesky to provide virtual location simulations and related tools within LLMs. ([Read more](/details/map-traveler-mcp.md)) `google-maps` `location-intelligence` `simulation`
    • Ragie MCP Server - An MCP server for retrieving context from a Ragie RAG knowledge base, integrating data sources like Google Drive, Notion, and JIRA so MCP-compatible AI agents can access and ground responses in enterprise content. ([Read more](/details/ragie-mcp-server.md)) `rag` `knowledge-base` `data-integration`
    • Vectara RAG MCP Server - Vectara-MCP provides agentic applications with fast, reliable RAG through the Model Context Protocol. Leverages Vectara's Trusted RAG platform with semantic search, hallucination detection, and grounded generation capabilities. ([Read more](/details/vectara-rag-mcp-server.md)) `Rag` `Semantic Search` `Vector Database`
    • Strands Agents MCP Server - Model Context Protocol server providing documentation about Strands Agents SDK for building long-running AI agents. Enables GenAI tools to implement persistent state management and cross-session task execution with context messaging and async task management. ([Read more](/details/strands-agents-mcp-server.md)) `Ai Agents` `Long Running Tasks` `Aws`
    • DeepWiki MCP Server - RAG-as-a-Service MCP server at `https://mcp.deepwiki.com/sse` providing open retrieval-augmented generation and knowledge access for MCP agents. ([Read more](/details/deepwiki-mcp-server.md)) `rag` `knowledge-base` `ai-integration`
    • bazi-mcp - An MCP server providing comprehensive Bazi (Chinese astrology) chart generation and analysis, exposing traditional metaphysics calculations to LLMs. ([Read more](/details/bazi-mcp.md)) `analysis` `specialized` `epistemology`
    • optuna-mcp - The official Optuna MCP server that lets AI assistants orchestrate hyperparameter optimization and other search tasks through the Model Context Protocol. ([Read more](/details/optuna-mcp.md)) `optimization` `machine-learning` `models`
    • isaac-sim-mcp - An MCP server and NVIDIA Omniverse extension that enables natural-language control of Isaac Sim, Isaac Lab, and OpenUSD-based simulations. ([Read more](/details/isaac-sim-mcp.md)) `simulation` `robotics` `3d-modeling`
    • Neurolink - Neurolink is an edge-first AI infrastructure platform that unifies multiple providers and models, exposing them via an MCP server so agents can access enterprise AI capabilities in a standardized way. ([Read more](/details/neurolink.md)) `ai-platform` `multi-provider` `infrastructure`
    • AI/ML API MCP Server - MCP server that connects to a unified AI/ML API, giving access to over 200 AI models through a single interface within the Model Context Protocol ecosystem. ([Read more](/details/aiml-api-mcp-server.md)) `ai-integration` `multi-model`
    • AirOps MCP Server - MCP server for AirOps Studio that lets LLMs build and orchestrate LLM-powered workflows and chat assistants via the Model Context Protocol. ([Read more](/details/airops-mcp-server.md)) `ai-workflows` `chatbots` `orchestration`
    • Albus MCP Server - An MCP server that integrates Albus, providing AI-powered Slack search and web assistant capabilities to LLM agents via the Model Context Protocol. ([Read more](/details/albus-mcp-server.md)) `ai-assistant` `search` `slack`
    • Aleph Alpha MCP Server - MCP server for Aleph Alpha’s Luminous models, enabling access to Europe-based large language model capabilities through the Model Context Protocol. ([Read more](/details/aleph-alpha-mcp-server.md)) `language-models` `generative-ai` `ai-integration`
    • Algorithmia MCP Server - An MCP server for Algorithmia that exposes community-developed algorithms and AI services to LLM agents via the Model Context Protocol. ([Read more](/details/algorithmia-mcp-server.md)) `ai-platform` `models` `api-integration`
    • AltText.ai MCP Server - MCP server for AltText.ai, enabling automatic multilingual image alt-text generation and accessibility improvements through the Model Context Protocol. ([Read more](/details/alttextai-mcp-server.md)) `accessibility` `image-processing` `multilingual`
    • Anthropic MCP Server - MCP server integration for Anthropic’s Claude models, giving Model Context Protocol clients access to Claude-based AI assistants focused on safety and capability at scale. ([Read more](/details/anthropic-mcp-server.md)) `ai-integration` `language-models` `claude`
    • API Labz MCP Server - An MCP server that exposes API Labz’s suite of AI tools and APIs, enabling workflow automation and application building via the Model Context Protocol. ([Read more](/details/api-labz-mcp-server.md)) `ai-platform` `api` `workflow-automation`
    • APIpie.ai MCP Server - An MCP server that connects to APIpie.ai, offering fast and cost-effective access to a range of global AI capabilities through the Model Context Protocol. ([Read more](/details/apipieai-mcp-server.md)) `ai-integration` `api-integration`
    • astica.ai MCP Server - An MCP Server for astica.ai that lets MCP-compatible tools integrate astica’s AI capabilities without managing ML infrastructure. ([Read more](/details/asticaai-mcp-server.md)) `ai-platform` `machine-learning` `api`
    • Azure AI Vision MCP Server - An MCP Server for Azure AI Vision, exposing Microsoft’s image analysis, OCR, and face detection capabilities to MCP clients. ([Read more](/details/azure-ai-vision-mcp-server.md)) `computer-vision` `ocr` `azure`
    • Azure Speech Service MCP Server - An MCP Server that integrates Azure Speech Service (speech-to-text, text-to-speech, translation, and speaker recognition) with the Model Context Protocol. ([Read more](/details/azure-speech-service-mcp-server.md)) `speech-to-text` `text-to-speech` `azure`
    • bot9 MCP Server - An MCP Server for bot9, enabling MCP tools to leverage bot9’s AI chatbot builder for customer support. ([Read more](/details/bot9-mcp-server.md)) `chatbots` `customer-support` `ai-assistant`
    • BrainShop MCP Server - An MCP Server integration for BrainShop, enabling conversational AI experiences via the Model Context Protocol. ([Read more](/details/brainshop-mcp-server.md)) `chatbots` `conversational` `ai-integration`
    • Chaindesk MCP Server - An MCP Server for Chaindesk that allows building and using ChatGPT agents trained on custom data within MCP ecosystems. ([Read more](/details/chaindesk-mcp-server.md)) `agents` `knowledge-base` `ai-integration`
    • Chatbot Builder MCP Server - MCP server that connects to Chatbot Builder so you can build custom chatbots and GPTs for websites, social media, texting, phone calls, and more. ([Read more](/details/chatbot-builder-mcp-server.md)) `chatbots` `ai-assistant` `multi-channel`
    • ChatBotKit MCP Server - MCP server for ChatBotKit, enabling creation of conversational AI chatbots using your own data across web, Slack, Discord, and WhatsApp. ([Read more](/details/chatbotkit-mcp-server.md)) `chatbots` `ai-integration` `multichannel`
    • Chatlayer MCP Server - MCP server integration for Chatlayer to build AI-powered voice and chatbots in 100+ languages without coding skills. ([Read more](/details/chatlayer-mcp-server.md)) `chatbots` `voice` `no-code`
    • Cody MCP Server - MCP server for Cody, providing a custom AI assistant powered by ChatGPT and trained on your specific business data. ([Read more](/details/cody-mcp-server.md)) `ai-assistant` `business` `knowledge-base`
    • CustomGPT MCP Server - MCP server integration for CustomGPT, allowing you to build your own chatbot from your own data sources. ([Read more](/details/customgpt-mcp-server.md)) `chatbots` `rag` `custom-knowledge-base`
    • Datarobot MCP Server - MCP server for DataRobot, connecting to its enterprise AI platform and automation capabilities. ([Read more](/details/datarobot-mcp-server.md)) `machine-learning` `automation` `enterprise`
    • Datumbox MCP Server - MCP server for Datumbox, a machine learning platform specialized in natural language processing. ([Read more](/details/datumbox-mcp-server.md)) `nlp` `machine-learning` `api`
    • DopplerAI MCP Server - An MCP Server for DopplerAI, providing AI agents unified access to memory, data processing, and scalable vector database operations through the Model Context Protocol. ([Read more](/details/dopplerai-mcp-server.md)) `memory` `vector-database` `data-processing`
    • Droxy MCP Server - An MCP Server for Droxy, enabling AI chatbot-building capabilities to be accessed programmatically via the Model Context Protocol. ([Read more](/details/droxy-mcp-server.md)) `chatbots` `ai-integration` `automation`
    • Dust MCP Server - An MCP Server that connects to Dust so AI assistants can be created and orchestrated through the Model Context Protocol to speed up workflows. ([Read more](/details/dust-mcp-server.md)) `ai-assistant` `workflow-automation` `orchestration`
    • Easy-Peasy.AI MCP Server - An MCP Server integration for Easy-Peasy.AI, allowing AI writing, content generation, and copywriting features to be used via the Model Context Protocol. ([Read more](/details/easy-peasyai-mcp-server.md)) `writing-assistant` `content-generation` `ai`
    • EyePop.ai MCP Server - An MCP Server integrating EyePop.ai’s computer vision platform so AI agents can perform visual data analysis and build tailored vision applications via MCP. ([Read more](/details/eyepopai-mcp-server.md)) `computer-vision` `ai-platform` `image-recognition`
    • FlowiseAI MCP Server - An MCP Server for FlowiseAI, enabling open‑source visual LLM app building tools to be orchestrated via the Model Context Protocol. ([Read more](/details/flowiseai-mcp-server.md)) `llm` `orchestration` `workflow`
    • Genderize MCP Server - An MCP Server for the Genderize API, enabling gender classification from names via the Model Context Protocol. ([Read more](/details/genderize-mcp-server.md)) `classification` `nlp` `api-integration`
    • Google Gemini MCP Server - An MCP Server for Google Gemini, offering multimodal AI capabilities (text, audio, images, and more) through the Model Context Protocol. ([Read more](/details/google-gemini-mcp-server.md)) `generative-ai` `multimodal` `language-models`
    • Google Vertex AI MCP Server - An MCP server that connects the Model Context Protocol to Google Vertex AI, exposing Vertex’s generative AI solutions, foundation models, and unified AI platform via MCP tools. ([Read more](/details/google-vertex-ai-mcp-server.md)) `generative-ai` `models` `ai-platform`
    • gpt-trainer MCP Server - An MCP server for gpt-trainer that lets you create and interact with personalized AI chatbots based on your own data via the Model Context Protocol. ([Read more](/details/gpt-trainer-mcp-server.md)) `chatbots` `ai-assistant` `training`
    • Griptape MCP Server - An MCP server for the Griptape AI agent framework and development platform, enabling MCP-based agents to leverage Griptape’s tooling and workflows. ([Read more](/details/griptape-mcp-server.md)) `agent-framework` `workflow-automation`
    • Groq Cloud MCP Server - An MCP server integrating Groq Cloud’s ultra-fast LLM inference platform, allowing MCP clients to call Groq-hosted models with low latency. ([Read more](/details/groq-cloud-mcp-server.md)) `language-models` `llm` `ai-platform`
    • Hansei MCP Server - An MCP server for Hansei that enables chatting with your own data using AI-powered assistants via the Model Context Protocol. ([Read more](/details/hansei-mcp-server.md)) `rag` `knowledge-base` `ai-assistant`
    • Hathr AI MCP Server - An MCP server for Hathr AI, providing HIPAA-compliant AI tools for healthcare and access to HIPAA-compliant Claude models through MCP. ([Read more](/details/hathr-ai-mcp-server.md)) `health` `ai-integration` `compliance`
    • HumanLayer MCP Server - An MCP server for HumanLayer, providing tools for AI agents to contact humans for feedback, input, and approvals through an API and SDK exposed via MCP. ([Read more](/details/humanlayer-mcp-server.md)) `ai-agents` `feedback` `approvals`
    • HumanLoop MCP Server - An MCP server that integrates HumanLoop’s platform for building and aligning LLM-based applications, allowing MCP agents to leverage HumanLoop workflows and feedback integration. ([Read more](/details/humanloop-mcp-server.md)) `llm` `evaluation` `feedback`
    • IBM Cloud - Natural Language Understanding MCP Server - An MCP server that connects to IBM Cloud Natural Language Understanding, providing advanced text analytics features such as sentiment and entity analysis via MCP. ([Read more](/details/ibm-cloud-natural-language-understanding-mcp-server.md)) `nlp` `text-analysis` `sentiment-analysis`
    • InsertChat MCP Server - MCP Server for InsertChat, enabling AI chatbot creation powered by your own data and brand inside MCP-based workflows. ([Read more](/details/insertchat-mcp-server.md)) `chatbots` `branding` `rag`
    • Insighto.ai MCP Server - MCP Server for Insighto.ai, allowing users to build, customize, and deploy AI agents via the MCP protocol. ([Read more](/details/insightoai-mcp-server.md)) `ai-platform` `ai-agents` `workflow-automation`
    • JigsawStack MCP Server - MCP Server for JigsawStack, providing access to its AI SDK capabilities from any MCP-compatible stack. ([Read more](/details/jigsawstack-mcp-server.md)) `ai-sdk` `ai-integration` `developer-tools`
    • Langbase MCP Server - MCP Server for Langbase, enabling deployment of serverless, composable AI agents in minutes through the MCP protocol. ([Read more](/details/langbase-mcp-server.md)) `ai-agent` `serverless` `llm-integration`
    • Llama AI MCP Server - MCP Server providing an API for Llama and other open-source models, making them accessible through the MCP ecosystem. ([Read more](/details/llama-ai-mcp-server.md)) `language-models` `open-source` `llm`
    • Mem MCP Server - An MCP Server that connects MCP clients to Mem, enabling AI knowledge assistant features such as recall and knowledge management via the MCP protocol. ([Read more](/details/mem-mcp-server.md)) `knowledge-base` `ai-assistant` `memory`
    • Metatext.AI Inference API MCP Server - An MCP Server for Metatext.AI’s Inference API, providing MCP-compatible access to custom AI models for reading and writing tasks. ([Read more](/details/metatextai-inference-api-mcp-server.md)) `generative-ai` `language-models` `api-integration`
    • Metatext.AI Pre-build AI models API MCP Server - An MCP Server exposing Metatext.AI’s pre-built AI models through MCP, enabling quick integration of common inference tasks. ([Read more](/details/metatextai-pre-build-ai-models-api-mcp-server.md)) `ai` `models` `inference`
    • Azure AI Translator MCP Server - An MCP Server for Microsoft Azure AI Translator that allows MCP-based agents to perform instant or batch text translation across 100+ languages. ([Read more](/details/azure-ai-translator-mcp-server.md)) `translation` `azure` `nlp`
    • MindStudio MCP Server - An MCP Server integration for MindStudio, enabling MCP clients to interact with MindStudio’s environment for creating and orchestrating AI solutions. ([Read more](/details/mindstudio-mcp-server.md)) `ai-platform` `orchestration` `ai-workflows`
    • Nyckel MCP Server - An MCP Server for Nyckel that provides MCP-based access to fast image and text classification models that users can train with custom labels. ([Read more](/details/nyckel-mcp-server.md)) `classification` `image-processing` `ml`
    • Ollama MCP Server - An MCP Server for Ollama that lets MCP-compatible clients run and interact with local large language models managed by Ollama. ([Read more](/details/ollama-mcp-server.md)) `llm` `local-models` `ai-platform`
    • OpenAI MCP Server - An MCP Server providing access to OpenAI’s models such as ChatGPT, DALL·E, and Whisper through the MCP protocol for chat, generation, and speech tasks. ([Read more](/details/openai-mcp-server.md)) `ai-integration` `language-models` `generative-ai`
    • OpenRouter MCP Server - An MCP Server for OpenRouter that offers a unified MCP interface to multiple LLM providers and models via OpenRouter’s routing layer. ([Read more](/details/openrouter-mcp-server.md)) `llm` `multi-model` `routing`
    • Plate Recognizer MCP Server - An MCP server integration for Plate Recognizer, exposing automatic license plate recognition (ALPR) capabilities to MCP-compatible tools. ([Read more](/details/plate-recognizer-mcp-server.md)) `computer-vision` `transportation` `license-plate-recognition`
    • promptmate.io MCP Server - An MCP server for Promptmate.io that lets MCP tools leverage prompt management and optimization features to improve ChatGPT-style interactions. ([Read more](/details/promptmateio-mcp-server.md)) `prompt-management` `ai-integration`
    • Qualetics MCP Server - An MCP server integration for Qualetics AIMS, providing access to Qualetics’ AI management and analytics capabilities through the MCP protocol. ([Read more](/details/qualetics-mcp-server.md)) `analytics` `ai-management` `ai-integration`
    • Relevance AI MCP Server - An MCP server for Relevance AI, connecting MCP tools to Relevance AI’s platform for building and deploying AI apps, agents, and AI workforce solutions. ([Read more](/details/relevance-ai-mcp-server.md)) `ai-platform` `ai-agents` `automation`
    • Sapling.ai MCP Server - An MCP server for Sapling.ai that connects MCP environments to Sapling’s enterprise-grade language models for writing assistance and communication. ([Read more](/details/saplingai-mcp-server.md)) `ai-integration` `nlp` `writing-assistant`
    • SiteSpeakAI MCP Server - An MCP server integration for SiteSpeakAI, exposing custom-trained AI support chatbots for websites and businesses to MCP clients. ([Read more](/details/sitespeakai-mcp-server.md)) `ai-assistant` `customer-support` `chatbots`
    • Stammer.ai MCP Server - An MCP server connecting to Stammer.ai’s white-label AI platform for agencies, making its AI services available within MCP-based tools. ([Read more](/details/stammerai-mcp-server.md)) `white-label` `ai-platform` `agency`
    • StealthGPT MCP Server - An MCP server for StealthGPT, exposing undetectable AI text generation and AI detection tools via the MCP protocol. ([Read more](/details/stealthgpt-mcp-server.md)) `generative-ai` `writing-assistant` `detection`
    • Studio MCP Server - An MCP server that integrates AI21 Labs’ Studio APIs, providing access to Jurassic-1 LLMs for text generation and comprehension within MCP-compatible environments. ([Read more](/details/studio-mcp-server.md)) `generative-ai` `language-models` `text-generation`
    • Symbl.ai MCP Server - An MCP server for Symbl.ai, enabling AI-powered analysis of open-domain human-to-human conversations through MCP clients and agents. ([Read more](/details/symblai-mcp-server.md)) `conversation-intelligence` `analytics` `speech-to-text`
    • Tess AI MCP Server - An MCP server for Tess AI by Pareto, exposing its generative AI capabilities for companies via the MCP interface. ([Read more](/details/tess-ai-mcp-server.md)) `generative-ai` `ai-platform` `enterprise`
    • Textgain MCP Server - An MCP server integration for Textgain, providing predictive text analytics and language technology services through MCP. ([Read more](/details/textgain-mcp-server.md)) `nlp` `text-analysis` `prediction`
    • V7 Darwin MCP Server - An MCP Server that connects to V7 Darwin, allowing MCP-compatible clients to access its AI data labeling and ML training data platform capabilities. ([Read more](/details/v7-darwin-mcp-server.md)) `data-labeling` `machine-learning` `ai-platform`
    • V7 Go MCP Server - An MCP Server for V7 Go, exposing its auto-annotation and computer vision tooling to MCP-based workflows. ([Read more](/details/v7-go-mcp-server.md)) `computer-vision` `annotation` `ai-integration`
    • VectorShift MCP Server - An MCP Server integration with VectorShift, providing access to its end-to-end AI automations platform through the MCP interface. ([Read more](/details/vectorshift-mcp-server.md)) `ai-workflows` `automation` `llm-integration`
    • Vext MCP Server - An MCP Server for Vext, exposing its out-of-the-box RAG and LLM platform features for building custom AI over your own data within MCP ecosystems. ([Read more](/details/vext-mcp-server.md)) `rag` `llm` `ai-integration`
    • Vida MCP Server - An MCP Server that connects to Vida, enabling AI phone agent functionality for business workflows from MCP-based tools. ([Read more](/details/vida-mcp-server.md)) `phone` `ai-agent` `customer-support`
    • Voiceflow MCP Server - An MCP Server for Voiceflow that lets you design and run chat or voice assistants using Voiceflow’s collaborative platform within MCP-based agents. ([Read more](/details/voiceflow-mcp-server.md)) `chatbots` `voice` `design`
    • Watsonx AI MCP Server - An MCP Server that connects to IBM watsonx.ai, exposing its enterprise AI and data platform capabilities within MCP tools and workflows. ([Read more](/details/watsonx-ai-mcp-server.md)) `enterprise` `ai-platform` `language-models`
    • What Are Those MCP Server - An MCP Server for the “What Are Those” sneaker and fashion recognition service, letting agents identify over 1M sneakers and fashion products with high accuracy via MCP. ([Read more](/details/what-are-those-mcp-server.md)) `image-recognition` `retail` `fashion`
    • wit.ai MCP Server - An MCP Server exposing wit.ai’s natural language understanding APIs to MCP-compatible tools, enabling intent detection and entity extraction in conversational agents. ([Read more](/details/witai-mcp-server.md)) `nlp` `chatbots` `ai-integration`
    • Wonderchat MCP Server - An MCP Server for Wonderchat, allowing instant creation and use of AI chatbots grounded in your own knowledge base within MCP workflows. ([Read more](/details/wonderchat-mcp-server.md)) `chatbots` `knowledge-base` `ai-agents`
    • Writer MCP Server - Writer MCP Server integrates Writer’s generative AI platform with the Model Context Protocol, allowing MCP tools and agents to create and manage on-brand business content at scale. ([Read more](/details/writer-mcp-server.md)) `generative-ai` `writing-assistant` `content-management`
    • Writesonic MCP Server - Writesonic MCP Server connects the Writesonic AI writing platform to MCP-based clients so they can generate blog posts, emails, landing pages, and other marketing content programmatically. ([Read more](/details/writesonic-mcp-server.md)) `writing-assistant` `content-generation` `marketing`
    • xAI MCP Server - xAI MCP Server exposes xAI capabilities through the Model Context Protocol, enabling MCP agents to access xAI models and tools for advanced AI-assisted tasks. ([Read more](/details/xai-mcp-server.md)) `language-models` `ai-integration` `generative-ai`
    • Zep MCP Server - Zep MCP Server integrates Zep’s AI memory layer with the Model Context Protocol so agents can leverage persistent memory and knowledge to complete complex tasks. ([Read more](/details/zep-mcp-server.md)) `memory` `rag` `ai-assistant`
    • BusinessLogic MCP Server - An MCP Server that connects BusinessLogic Excel-based models and spreadsheets into AI-driven workflows, enabling use of existing spreadsheet logic via the Model Context Protocol. ([Read more](/details/businesslogic-mcp-server.md)) `spreadsheets` `excel` `ai-integration`
    • Amentum Aerospace MCP Server - Amentum Aerospace MCP Server exposes Amentum Aerospace’s predictive scientific models for aviation, space, defense, and navigation through the Model Context Protocol, enabling AI agents and tools to query and use these models via an MCP server. ([Read more](/details/amentum-aerospace-mcp-server.md)) `models` `prediction` `aviation`
    • Botsonic MCP Server - An MCP server that connects to Botsonic, providing custom ChatGPT-based AI chatbots trained on your own data. ([Read more](/details/botsonic-mcp-server.md)) `chatbots` `ai-agents` `customer-support`
    • Sendbird AI chabot MCP Server - An MCP Server that connects to Sendbird’s AI chatbot solution, enabling MCP clients to create and manage custom AI chatbots for websites. ([Read more](/details/sendbird-ai-chabot-mcp-server.md)) `chatbots` `ai-agents` `customer-engagement`
    • Leap MCP Server - Leap MCP Server provides MCP-based access to Leap’s AI APIs for image generation, fine-tuning, and other model operations, making it easy to add AI features in MCP-driven applications. ([Read more](/details/leap-mcp-server.md)) `ai-integration` `image-generation` `models`
    • Dandelion MCP Server - An MCP Server that integrates the Dandelion semantic text analytics API with MCP, enabling NLP and entity extraction capabilities for MCP clients. ([Read more](/details/dandelion-mcp-server.md)) `nlp` `text-analysis` `entity-extraction`
    • MonkeyLearn MCP Server - An MCP Server that exposes MonkeyLearn’s text analysis (classification, sentiment, extraction, etc.) capabilities to MCP-based tools and agents. ([Read more](/details/monkeylearn-mcp-server.md)) `text-analysis` `classification` `sentiment-analysis`
    • BigML MCP Server - An MCP Server that integrates with BigML’s machine learning platform, allowing MCP clients to build, train, and operationalize ML models via standardized MCP calls. ([Read more](/details/bigml-mcp-server.md)) `machine-learning` `models` `ai-integration`
    • Chatsonic MCP Server - An MCP Server for Chatsonic that gives MCP agents access to Chatsonic’s ChatGPT-like capabilities with real-time data, image generation, and voice search. ([Read more](/details/chatsonic-mcp-server.md)) `generative-ai` `chat` `image-generation`
    • Levity MCP Server - An MCP Server for Levity that lets MCP-compatible clients access Levity’s custom AI workflows for classifying documents, images, and text, enabling automation of repetitive tasks from within AI tooling. ([Read more](/details/levity-mcp-server.md)) `ai-integration` `automation` `classification`
    • ChatFAI MCP Server - An MCP Server that connects to ChatFAI, enabling AI-powered character chat experiences from movies, TV shows, books, and history via standardized MCP tools. ([Read more](/details/chatfai-mcp-server.md)) `chatbots` `entertainment` `ai-integration`
    • Google Dialogflow MCP Server - An MCP Server for Google Dialogflow, enabling MCP clients to create and manage conversational experiences and agents across devices and platforms. ([Read more](/details/google-dialogflow-mcp-server.md)) `ai-integration` `chat` `nlp`
    • Codeq Natural Language Processing API MCP Server - MCP server integration for the Codeq NLP API, providing advanced text understanding and language processing operations through the MCP protocol. ([Read more](/details/codeq-natural-language-processing-api-mcp-server.md)) `nlp` `text-analysis` `api-integration`
    • DeepL MCP Server - MCP server for DeepL that allows MCP-compatible applications to access DeepL’s high-quality machine translation services. ([Read more](/details/deepl-mcp-server.md)) `translation` `nlp` `ai-integration`
    • Google Cloud Translate MCP Server - MCP server for Google Cloud Translate, providing dynamic machine translation between languages via the MCP ecosystem. ([Read more](/details/google-cloud-translate-mcp-server.md)) `translation` `google-cloud` `nlp`
    • Lettria MCP Server - MCP server integration for Lettria, exposing its end-to-end NLP capabilities for turning text data into structured insights. ([Read more](/details/lettria-mcp-server.md)) `nlp` `text-analysis` `ai-integration`
    • TextRazor MCP Server - MCP server exposing the TextRazor NLP API, enabling entity extraction, classification, and other advanced language analysis via MCP. ([Read more](/details/textrazor-mcp-server.md)) `nlp` `entity-extraction` `text-analysis`
    • Instabot MCP Server - An MCP Server for Instabot that exposes the chatbot platform’s conversation, integration, and deployment features to MCP-compatible agents and workflows. ([Read more](/details/instabot-mcp-server.md)) `chatbots` `customer-engagement` `automation`
    • Cohere MCP Server - Cohere MCP Server connects MCP-compatible clients to Cohere’s NLP platform, enabling text generation, classification, and other language understanding tasks within MCP-based workflows. ([Read more](/details/cohere-mcp-server.md)) `nlp` `generative-ai` `language-models`
    • TypeflowAI MCP Server - MCP server for TypeflowAI, a no-code platform for building AI tools, exposed as an MCP service for integrating custom AI workflows. ([Read more](/details/typeflowai-mcp-server.md)) `no-code` `ai-workflows` `ai-platform`
    • Govee MCP Server - An MCP server for the Govee smart home ecosystem, allowing MCP agents to control and interact with Govee ambient lighting, home appliances, and IoT systems. ([Read more](/details/govee-mcp-server.md)) `smart-home` `iot` `device-control`
    • Botpress MCP Server - An MCP Server for Botpress that exposes Botpress’s conversational automation and workflow capabilities to MCP agents to build and manage complex chat experiences. ([Read more](/details/botpress-mcp-server.md)) `chatbots` `conversational` `workflow-automation`
    • BuildChatbot MCP Server - An MCP Server for BuildChatbot that lets MCP-compatible agents create and manage no-code chatbots using private data sources. ([Read more](/details/buildchatbot-mcp-server.md)) `chatbots` `no-code` `ai-agents`
    • Ikigai MCP Server - An MCP Server for Ikigai, exposing generative AI capabilities over enterprise data to Pipedream workflows via MCP endpoints. ([Read more](/details/ikigai-mcp-server.md)) `generative-ai` `enterprise` `ai-integration`
    • PixieBrix MCP Server - An MCP Server for PixieBrix, enabling AI agents to leverage the PixieBrix AI engagement and browser augmentation platform within MCP workflows. ([Read more](/details/pixiebrix-mcp-server.md)) `browser-automation` `ai-engagement` `workflow-automation`
    • Thoughtly MCP Server - MCP Server for Thoughtly, allowing MCP clients to build, manage, and interact with AI voice agents through Thoughtly’s platform capabilities. ([Read more](/details/thoughtly-mcp-server.md)) `voice` `ai-agents` `conversational`
    • AssemblyAI MCP Server - MCP Server for AssemblyAI, exposing speech-to-text and speech understanding AI models to MCP clients through a simple API interface. ([Read more](/details/assemblyai-mcp-server.md)) `speech-to-text` `audio-processing` `ai`
    • Azure OpenAI Service MCP Server - An MCP Server that exposes Azure OpenAI Service LLM and generative AI capabilities to Model Context Protocol compatible clients. ([Read more](/details/azure-openai-service-mcp-server.md)) `generative-ai` `llm` `azure`
    • DocsBot AI MCP Server - An MCP Server for DocsBot AI that exposes AI-powered documentation chatbots to MCP clients, allowing them to query and interact with knowledge bases and documentation through the Model Context Protocol. ([Read more](/details/docsbot-ai-mcp-server.md)) `knowledge-base` `chatbots` `documentation`
    • Eden AI MCP Server - An MCP Server that exposes Eden AI’s unified multi-provider AI APIs (vision, NLP, speech, etc.) to MCP clients, simplifying access to many AI engines through the Model Context Protocol. ([Read more](/details/eden-ai-mcp-server.md)) `multi-provider` `ai-platform` `api-integration`
    • Google PaLM MCP Server - An MCP Server exposing Google’s PaLM 2 generative AI APIs, allowing MCP-compatible clients to invoke text and code generation and other PaLM capabilities. ([Read more](/details/google-palm-mcp-server.md)) `generative-ai` `text-generation` `google`
    • Libraria MCP Server - An MCP Server integration for Libraria that lets you create and embed custom ChatGPT-style assistants on top of your own data within seconds, exposing Libraria’s assistant and knowledge-base capabilities via the MCP protocol. ([Read more](/details/libraria-mcp-server.md)) `knowledge-base` `ai-assistant` `rag`
    • One AI MCP Server - An MCP server for One AI that exposes language understanding APIs—such as summarization and categorization—to MCP-based agents and tools. ([Read more](/details/one-ai-mcp-server.md)) `nlp` `summarization` `ai-integration`
    • Roboflow MCP Server - Roboflow MCP Server connects MCP-compatible agents to Roboflow’s computer vision platform, allowing building, deploying, and using vision models via standardized MCP tools. ([Read more](/details/roboflow-mcp-server.md)) `computer-vision` `machine-learning` `models`
    • Scale AI MCP Server - Scale AI MCP Server connects MCP clients to Scale AI’s data and generative AI platform, enabling operations like dataset management and model-related workflows through MCP. ([Read more](/details/scale-ai-mcp-server.md)) `data-labeling` `generative-ai` `ai-platform`
    • TextCortex MCP Server - TextCortex MCP Server integrates the TextCortex AI assistant platform into MCP, enabling AI tools to leverage TextCortex’s content generation and productivity features via an MCP server. ([Read more](/details/textcortex-mcp-server.md)) `content-generation` `ai-assistant` `productivity`
    • Translate.com MCP Server - An MCP server wrapping Translate.com’s machine and human translation services, enabling translation tools within MCP-compatible agents. ([Read more](/details/translatecom-mcp-server.md)) `translation` `nlp` `language`
    • ApeRAG - ApeRAG is a production-ready RAG platform that combines Graph RAG, vector search, and full-text search, and is usable as an MCP server for building retrieval-augmented generation systems over heterogeneous knowledge sources. ([Read more](/details/aperag.md)) `rag` `vector-database` `semantic-search`
    • Agent-MCP - Agent-MCP is a framework and MCP server for building multi-agent systems that collaborate via the Model Context Protocol. It includes task management and coordination features, enabling complex AI workflows across multiple MCP tools and agents. ([Read more](/details/agent-mcp.md)) `agent-framework` `workflow` `ai-agents`
    • Time MCP Server - An MCP server that offers time and timezone conversion capabilities, exposing temporal utilities as tools in the Model Context Protocol. ([Read more](/details/time-mcp-server.md)) `datetime` `utilities` `toolbox`
    • claude-skills-mcp - claude-skills-mcp is an MCP server that exposes Claude Agent Skills as searchable, intelligent tools so any MCP-enabled model or client can use them natively. ([Read more](/details/claude-skills-mcp.md)) `ai-integration` `agent-framework` `skills`
    • Jina AI MCP Server - Official Jina AI remote Model Context Protocol server providing access to Jina Reader, Embeddings, and Reranker APIs with tools for URL-to-markdown conversion, web search, image search, and semantic deduplication. ([Read more](/details/jina-ai-mcp-server.md)) `Embeddings` `Search` `Ai Assistant`
    • @modelcontextprotocol/server-memory - @modelcontextprotocol/server-memory is an MCP (Model Context Protocol) server that runs locally via stdio. It can be started with tools like npx and configured in an mcp.json file as a "stdio" server, making it easy to add memory-style capabilities to MCP-compatible clients such as editors or agents. ([Read more](/details/modelcontextprotocolserver-memory.md)) `memory` `capabilities` `ai-assistant`
    • Amazon Bedrock AgentCore MCP Server - An MCP server that integrates with Amazon Bedrock AgentCore, allowing you to build, deploy, and manage intelligent agents with features like memory, OAuth authentication, and gateway integrations for conversational AI workflows. ([Read more](/details/amazon-bedrock-agentcore-mcp-server.md)) `aws` `ai-agents` `generative-ai`
    • Amazon Bedrock Custom Model Import MCP Server - An MCP server that manages custom model import and on-demand inference in Amazon Bedrock, enabling MCP clients to register, update, and invoke custom foundation models. ([Read more](/details/amazon-bedrock-custom-model-import-mcp-server.md)) `aws` `models` `generative-ai`
    • Amazon Bedrock Knowledge Bases Retrieval MCP Server - An MCP server that enables retrieval-augmented generation workflows over Amazon Bedrock Knowledge Bases, allowing AI agents to query enterprise knowledge with citation support. ([Read more](/details/amazon-bedrock-knowledge-bases-retrieval-mcp-server.md)) `rag` `knowledge-base` `aws`
    • Amazon Q Business Anonymous MCP Server - An MCP server that connects to Amazon Q Business with anonymous access, allowing AI assistants to query a knowledge base without user-level authentication details. ([Read more](/details/amazon-q-business-anonymous-mcp-server.md)) `knowledge-base` `rag` `aws`
    • Amazon SageMaker AI MCP Server - MCP server that manages Amazon SageMaker AI resources and supports model development workflows, allowing AI assistants and tools to interact with SageMaker via MCP. ([Read more](/details/amazon-sagemaker-ai-mcp-server.md)) `machine-learning` `aws` `models`
    • Audioscrape MCP Server - A RAG-as-a-Service MCP server provided by Audioscrape at https://mcp.audioscrape.com, allowing MCP-compatible clients to access Audioscrape’s retrieval-augmented generation and audio-driven data services via OAuth2.1. ([Read more](/details/audioscrape-mcp-server.md)) `rag` `audio` `ai-integration`
    • Carbon Voice MCP Server - The Carbon Voice MCP server at https://mcp.carbonvoice.app exposes Carbon Voice productivity and voice tooling to MCP clients using OAuth2.1. ([Read more](/details/carbon-voice-mcp-server.md)) `voice` `productivity` `ai-assistant`
    • CustomGPT.ai MCP Server - An MCP server by CustomGPT.ai that provides RAG-as-a-service capabilities, enabling MCP clients to query custom knowledge bases and retrieval-augmented generation workflows via the MCP protocol. ([Read more](/details/customgptai-mcp-server.md)) `rag` `knowledge-base` `ai-integration`
    • EverArt MCP Server - An MCP server for AI image generation using various models, allowing LLMs to request and generate images through the Model Context Protocol. ([Read more](/details/everart-mcp-server.md)) `image-generation` `generative-ai` `ai-integration`
    • Hugging Face MCP Server - Software development MCP server at `https://hf.co/mcp` allowing MCP agents to interact with Hugging Face models and resources via an open endpoint. ([Read more](/details/hugging-face-mcp-server.md)) `ai-integration` `machine-learning` `models`
    • Kollektiv MCP Server - The Kollektiv MCP server that connects AI clients to documentation-related functionality via the SSE endpoint https://mcp.thekollektiv.ai/sse, using OAuth2.1. ([Read more](/details/kollektiv-mcp-server.md)) `ai-integration` `documentation` `sse`
    • Scorecard MCP Server - An MCP server for Scorecard that offers AI evaluation capabilities using the OAuth2.1 SSE endpoint https://scorecard-mcp.dare-d5b.workers.dev/sse. ([Read more](/details/scorecard-mcp-server.md)) `evaluation` `ai-integration` `metrics`
    • Sequential Thinking MCP Server - An MCP server designed for dynamic, reflective problem-solving via explicit thought sequences, demonstrating advanced reasoning workflows with MCP. ([Read more](/details/sequential-thinking-mcp-server.md)) `reasoning` `examples` `workflow`
    • Zine MCP Server - Memory-focused MCP server at `https://www.zine.ai/mcp` exposing Zine’s long-term memory and knowledge capabilities to MCP agents via OAuth 2.1. ([Read more](/details/zine-mcp-server.md)) `memory` `knowledge-base` `ai-integration`
    • Jina AI Embeddings MCP Server - Remote Model Context Protocol server providing access to Jina's multimodal embeddings, Reader API, and reranker capabilities. Features jina-embeddings-v4, a 3.8B parameter model that embeds text and images through a unified pathway for search and RAG applications. ([Read more](/details/jina-ai-embeddings-mcp-server.md)) `Embeddings` `Multimodal` `Search`
    • Composio MCP Gateway - Universal MCP gateway providing instant connection to 500+ apps including Slack, GitHub, Notion, Google Workspace with built-in authentication, eliminating the need to install and maintain multiple individual MCP servers. ([Read more](/details/composio-mcp-gateway.md)) `Integration` `Workflow` `Automation`
    • Hugging Face MCP Server - Official Model Context Protocol server connecting AI assistants directly to the Hugging Face Hub. Enables searching models, datasets, Spaces, papers, and running community tools via MCP-compatible Gradio apps from within editors and chat interfaces. ([Read more](/details/hugging-face-mcp-server.md)) `Machine Learning` `Models` `Transformers`
    • LlamaIndex MCP Server - LlamaIndex MCP integration enabling AI agents to query managed vector indexes for knowledge retrieval, with hybrid tools combining pre-indexed data and native MCP interfaces for optimal performance. ([Read more](/details/llamaindex-mcp-server.md)) `Rag` `Vector Search` `Knowledge Retrieval`
    • Pinecone MCP Server - Official Pinecone MCP servers for vector database operations and embeddings. Includes Pinecone Assistant MCP (remote and local) and Pinecone Developer MCP enabling semantic search, RAG implementations, and in-IDE documentation search with integrated embedding support. ([Read more](/details/pinecone-mcp-server.md)) `Vector Database` `Embeddings` `Semantic Search`
    • Replicate MCP Server - Official remote Model Context Protocol server for Replicate's AI models API. Enables creating, tracking, and canceling model predictions, searching models and collections, with automatic API deployment on GPU clusters and production-grade control. ([Read more](/details/replicate-mcp-server.md)) `Model Deployment` `Inference` `Gpu`
    • Cohere MCP Integration - Unified's Model Context Protocol server connecting Cohere's Command R+, Embed v3, and Rerank 3.5 models to customer integrations through tool-calling. Provides enterprise-grade embeddings and reranking for RAG pipelines and semantic search applications. ([Read more](/details/cohere-mcp-integration.md)) `Embeddings` `Rerank` `Llm`
    • Auto-MCP - A tool for building MCP servers tailored for AI agents such as CrewAI and LangGraph. It streamlines the process of deploying and connecting MCP servers to platforms like Cursor and Claude. ([Read more](/details/auto-mcp.md)) `mcp` `ai-integration` `agent-framework` `Deployment`
    • CustomGPT.ai MCP Server - An MCP server by CustomGPT.ai that provides RAG-as-a-service capabilities, enabling MCP clients to query custom knowledge bases and retrieval-augmented generation workflows via the MCP protocol. ([Read more](/details/customgptai-mcp-server.md)) `Rag` `Knowledge Base` `ai-integration`

  • Workflow & Automation MCP Servers

    • Zapier MCP - An MCP server integration that allows AI agents to connect instantly to over 8,000 apps, facilitating workflow automation and data exchange through the Model Context Protocol. ([Read more](/details/zapier-mcp.md)) `mcp` `zapier` `workflow` `automation`
    • n8n MCP - Community node for n8n that integrates with MCP servers, allowing users to automate workflows by interacting with MCP servers within n8n workflows. ([Read more](/details/n8n-mcp.md)) `workflow` `automation` `integration` `open-source`
    • difyworkflow-mcp-server - An MCP server providing tools to query and execute Dify workflows via MCP protocol. ([Read more](/details/difyworkflow-mcp-server.md)) `mcp` `workflow` `dify` `automation`
    • Rootly MCP server - MCP server for the Rootly incident management platform, enabling integration with AI agents for incident response workflows. ([Read more](/details/rootly-mcp-server.md)) `incident-management` `workflow` `automation` `mcp` `open-source`
    • mac-apps-launcher-mcp-server - An MCP server to list and launch applications on MacOS, allowing automation via MCP-compatible clients. ([Read more](/details/mac-apps-launcher-mcp-server.md)) `macos` `automation` `mcp` `app-management`
    • Lingo MCP - An MCP server connecting the Lingo AI localization toolkit to AI tools, automating software translation workflows for web and mobile applications via MCP. ([Read more](/details/lingo-mcp.md)) `localization` `translation` `automation` `mcp` `ai-integration`
    • Blog publisher MCP server - Enables AI assistants to publish blog content to external platforms through a Python-based MCP server, supporting automated content publishing workflows. ([Read more](/details/blog-publisher-mcp-server.md)) `mcp` `ai-integration` `automation` `python`
    • Ical - An MCP server for interacting with MacOS Calendar using natural language, supporting event management and scheduling. Example of MCP server for personal productivity workflows. ([Read more](/details/ical.md)) `calendar` `macos` `productivity` `mcp` `natural-language`
    • MCPify.ai - MCPify.ai enables users to build custom MCP servers from descriptions, offering secure, no-code integration for agents like Claude and Cursor. It's designed to simplify the creation and deployment of MCP servers. ([Read more](/details/mcpifyai.md)) `no-code` `automation` `ai-integration` `secure`
    • Supermachine.ai - Supermachine.ai hosts MCP servers and allows instant connection to AI agents and services like Gmail and GitHub. It provides one-click deployment of MCP servers for streamlined access and integration. ([Read more](/details/supermachineai.md)) `hosting` `ai-integration` `automation` `integration`
    • Zapier MCP Integration - Zapier MCP integration connects AI agents to over 8,000 apps for workflow automation across platforms using the Model Context Protocol. ([Read more](/details/zapier-mcp-integration.md)) `mcp` `zapier` `workflow` `integration`

  • MCP Middleware & Orchestration

    • Pipedream - An aggregator MCP server that connects with over 2,500 APIs and thousands of prebuilt tools, enabling integration and management of servers and workflows within your own app through the MCP protocol. Includes official repositories and integrations for large-scale MCP server solutions. ([Read more](/details/pipedream.md)) `integration` `api-integration` `workflow` `mcp`
    • Quarkus MCP - Java-based tools for building MCP servers with Quarkus, including SDKs and extensions for annotation-driven development and enterprise integration. (Merged 'Quarkus MCP Server SDK Java' and 'Quarkus MCP Extension') ([Read more](/details/quarkus-mcp.md)) `quarkus` `java` `sdk` `enterprise`
    • Composio - Platform enabling seamless connection of agents, LLMs, and IDEs to over 250 managed and federated MCP server implementations, expanding integration options. `integration` `orchestration` `ai-integration` `managed`
    • oatpp-mcp - oatpp-mcp implements Anthropic's Model Context Protocol for the Oat++ C++ framework, enabling comprehensive server integration. ([Read more](/details/oatpp-mcp.md)) `mcp` `c++` `framework` `integration`
    • MCP Gateway - A gateway demo for MCP SSE servers, facilitating standardized access and communication for MCP server deployments. ([Read more](/details/mcp-gateway.md)) `gateway` `sse` `middleware` `integration`
    • FastMCP - A high-level framework for building MCP servers, available in both Python and TypeScript, designed to streamline the creation, management, and deployment of custom MCP server implementations. `mcp` `framework` `fastmcp` `typescript` `python`
    • MCPAdapt - MCPAdapt is a framework that enables seamless integration with over 1000+ MCP servers, making it easy to use MCP server tools across various agentic frameworks such as Smolagents, CrewAI, Langchain, and Google GenAI. It provides adapters and core components to manage MCP server lifecycles and tool compatibility, directly supporting the 'Awesome MCP Servers' ecosystem. ([Read more](/details/mcpadapt.md)) `integration` `middleware` `agent-framework` `compatibility`
    • gateway - An MCP and MCP SSE server that auto-generates APIs based on database schema and data. Supports multiple databases including PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, and Supabase. ([Read more](/details/gateway.md)) `mcp` `gateway` `sse` `database` `auto-generation`
    • CopilotKit Open MCP Client - A self-hosted, open-source client for the Model Context Protocol (MCP), enabling users to chat with any MCP server within their own app. It serves as a bridge for integrating and testing various MCP servers, making it highly relevant for exploring and managing MCP server capabilities. ([Read more](/details/copilotkit-open-mcp-client.md)) `client` `open-source` `chat` `integration`
    • lamemind/mcp-server-multiverse - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations. ([Read more](/details/lamemindmcp-server-multiverse.md)) `middleware` `namespaces` `mcp` `multi-instance`
    • ws-mcp - A wrapper that exposes MCP servers over WebSockets, enhancing compatibility and integration with websocket-based clients. ([Read more](/details/ws-mcp.md)) `mcp` `middleware` `websocket` `integration` `wrapper`
    • mcp-agent - mcp-agent allows building effective AI agents with MCP servers using simple, composable patterns for enhanced agent functionality. ([Read more](/details/mcp-agent.md)) `ai-agent` `middleware` `mcp` `open-source`
    • Agent - Aggregates multiple MCP servers into a single unified interface, reducing system resource usage and simplifying configuration management with dynamic reloading and tag-based filtering capabilities. Highly relevant as a tool for managing and orchestrating MCP servers. ([Read more](/details/agent.md)) `mcp` `middleware` `orchestration` `multi-instance`
    • wanaku - A SSE-based MCP router providing an extensible routing engine for integrating enterprise systems with AI agents using MCP. ([Read more](/details/wanaku.md)) `sse` `middleware` `routing` `enterprise` `mcp`
    • cursor-installer - A Model Context Protocol (MCP) server for Cursor IDE that simplifies the installation and configuration of other MCP servers, streamlining MCP ecosystem expansion and management. ([Read more](/details/cursor-installer.md)) `mcp` `installer` `deployment` `cursor`
    • Atrax - Proxy service that aggregates multiple MCP servers into a unified endpoint with configurable conflict resolution, transparent proxying, and enhanced error handling. ([Read more](/details/atrax.md)) `proxy` `orchestration` `scaling` `open-source`
    • wegotdocs/open-mcp - A tool to rapidly turn any web API into an MCP server in 10 seconds, with integration to an open-source MCP server registry. Essential for quickly expanding the MCP server network. ([Read more](/details/wegotdocsopen-mcp.md)) `mcp` `api-integration` `open-source` `automation` `registry`
    • guMCP - An open-source Model Context Protocol (MCP) server with a Python/Node.js hybrid architecture. Features include automatic API documentation parsing, self-healing connection pools, and GDPR-compliant audit trails, making it a robust solution for secure and scalable AI integration. ([Read more](/details/gumcp.md)) `open-source` `mcp` `python` `nodejs` `gdpr`
    • metatool-app - A unified middleware MCP server with a GUI, designed to manage multiple MCP connections in one place. Works locally and in the cloud and supports multiple operating systems. Directly relevant as a robust MCP server solution. ([Read more](/details/metatool-app.md)) `mcp` `middleware` `gui` `cloud` `multi-instance`
    • VeriTeknik/pluggedin-mcp-proxy - A proxy MCP server that combines multiple MCP servers into a single interface, providing discovery, management, and debugging tools. ([Read more](/details/veriteknikpluggedin-mcp-proxy.md)) `proxy` `orchestration` `discovery` `debugging`
    • Heimdall - Tool to manage agent tools and MCP server configurations, helping orchestrate and configure multiple MCP servers. Directly relevant as an MCP server management tool. ([Read more](/details/heimdall.md)) `orchestration` `server-management` `mcp` `configuration` `agent-framework`
    • tigranbs/mcgravity - A proxy tool for composing and load balancing across multiple MCP servers, offering a unified endpoint. Useful for scaling AI tools via multiple MCP servers. ([Read more](/details/tigranbsmcgravity.md)) `proxy` `load-balancing` `scaling` `ai-integration`
    • sxhxliang/mcp-access-point - A tool that instantly turns any web service into an MCP server with no coding required, supporting multiple operating systems. ([Read more](/details/sxhxliangmcp-access-point.md)) `web` `integration` `no-code` `multi-platform`
    • Agentcraft Mcp - Provides a flexible agent framework with pre-configured MCP agents for tasks such as marketing, code review, and scheduling. Uses YAML configuration for dynamic agent creation, showcasing MCP server versatility. ([Read more](/details/agentcraft-mcp.md)) `mcp` `agent-framework` `automation` `workflow`
    • Ib Cache Server - A Model Context Protocol server focused on efficient data caching between language model interactions, optimizing token usage and reducing redundant calls. ([Read more](/details/ib-cache-server.md)) `caching` `performance` `context-management` `ai-integration`
    • dify-workflow-mcp - A Model Context Protocol (MCP) server that exposes Dify workflows as tools for AI systems, enabling dynamic tool discovery and execution across multiple Dify AI applications. ([Read more](/details/dify-workflow-mcp.md)) `mcp` `dify` `workflow` `tool-discovery` `ai-integration`
    • gateway-mcp-timandes - A server that translates Model Context Protocol (MCP) tool calls to traditional HTTP API requests, allowing for the integration of existing HTTP APIs into MCP environments via configurable mappings. ([Read more](/details/gateway-mcp-timandes.md)) `mcp` `api-integration` `gateway` `tool-discovery`
    • Agent Ts - A TypeScript implementation of the MCP Agent framework, providing essential tools for building context-aware MCP servers with workflow management and execution capabilities. ([Read more](/details/agent-ts.md)) `mcp` `typescript` `framework` `workflow`
    • Eunomia MCP Server - An MCP server extension for the Eunomia framework, connecting Eunomia instruments with MCP servers to orchestrate data governance and access policies. ([Read more](/details/eunomia-mcp-server.md)) `data-governance` `orchestration` `mcp` `open-source`
    • http-4-mcp - A configuration tool and middleware server for quickly setting up MCP servers that bridge HTTP APIs, making it easy to convert HTTP endpoints into MCP-compatible tools. Highly relevant as an MCP server toolkit. ([Read more](/details/http-4-mcp.md)) `mcp` `middleware` `api-integration` `toolkit`
    • gateway-mcp - A unified gateway MCP server that connects AI assistants to multiple specialized services, enabling seamless interaction and dynamic tool discovery across various MCP servers and HTTP APIs within a conversational context. ([Read more](/details/gateway-mcp.md)) `mcp` `gateway` `tool-discovery` `ai-integration` `integration`
    • Expose - A proxy server that enables communication between clients and MCP-compatible services via JSON-RPC, forwarding requests to backend URLs while ensuring correct error handling and response formatting. Directly facilitates integration and interoperability for MCP servers. ([Read more](/details/expose.md)) `proxy` `json-rpc` `mcp` `integration`
    • All-in-One MCP Server - A comprehensive MCP server offering unified AI search across platforms (GitLab, Jira, Confluence, YouTube), a built-in RAG pipeline, and real-time collaboration API—ideal for enterprise AI development and cross-platform integration. ([Read more](/details/all-in-one-mcp-server.md)) `ai-integration` `search` `enterprise` `mcp`
    • Batchit - Server enabling the batching of multiple MCP tool calls into a single request, reducing token usage and network overhead for AI agents. ([Read more](/details/batchit.md)) `batching` `orchestration` `ai-agent` `open-source`
    • Bos - A modular server framework for building and managing extensible MCP services, simplifying module loading and registration for MCP server development. ([Read more](/details/bos.md)) `mcp` `framework` `extensible` `server-management`
    • Client Configuration Server - A specialized MCP server for managing and synchronizing MCP server configurations across different AI assistant clients, automating configuration tasks. ([Read more](/details/client-configuration-server.md)) `configuration` `synchronization` `automation` `ai-assistant`
    • Create - Enables dynamic creation and management of MCP servers on-demand, providing a TypeScript-based controller for secure and flexible server lifecycle control. Highly relevant as a foundational tool for building and orchestrating Awesome MCP Servers. (Merged with 'Create Server') ([Read more](/details/create.md)) `typescript` `server-management` `automation` `controller`
    • Darp engine - Facilitates discovery and intelligent routing of user requests to the most appropriate MCP servers using metadata-based search—crucial for scalable MCP server infrastructures. ([Read more](/details/darp-engine.md)) `mcp` `orchestration` `resource-discovery` `scaling`
    • dify-plugin-mcp-server - A Dify endpoint plugin that transforms a Dify application into a Model Control Protocol (MCP) server, allowing tools like Cursor to connect to and utilize custom Dify workflows. Directly focused on MCP server functionality. ([Read more](/details/dify-plugin-mcp-server.md)) `mcp` `dify` `plugin` `workflow`
    • difyapp-mcp-server - Integrates Dify's AI application development platform with MCP-compatible tools and services, enabling seamless extension of Dify applications while maintaining MCP server compatibility. ([Read more](/details/difyapp-mcp-server.md)) `mcp` `dify` `ai-integration` `middleware`
    • EasyMCP - EasyMCP streamlines the creation of TypeScript MCP servers by providing elegant declarations and eliminating boilerplate code, making it highly efficient for implementing the Model Context Protocol. ([Read more](/details/easymcp.md)) `mcp` `typescript` `framework` `developer-tools`
    • Foxy Contexts - Foxy Contexts enables declarative MCP server development in Golang, with built-in functional testing to ensure reliable Model Context Protocol implementation. ([Read more](/details/foxy-contexts.md)) `mcp` `golang` `middleware` `testing`
    • hub-mcp - Centralizes multiple MCP servers into one hub, simplifying tool discovery and routing for complex workflows. A core utility for managing and orchestrating multiple MCP servers. ([Read more](/details/hub-mcp.md)) `mcp` `middleware` `orchestration` `tool-discovery`
    • langchain-mcp-server - LangChain MCP server provides an agent-ready framework for building MCP servers, allowing AI agents to dynamically access knowledge bases and structured data via composable chains and adapters. It is highly extensible for autonomous workflows. ([Read more](/details/langchain-mcp-server.md)) `mcp` `langchain` `framework` `ai-agent`
    • MCP Bridge - Middleware providing an OpenAI-compatible endpoint capable of calling MCP tools, acting as a bridge between OpenAI APIs and MCP servers. ([Read more](/details/mcp-bridge.md)) `middleware` `openai` `proxy` `integration`
    • MCP Connect - Enables cloud-based AI services to access local Stdio-based MCP servers, making it easier to bridge between cloud and local MCP deployments. ([Read more](/details/mcp-connect.md)) `middleware` `cloud` `integration` `stdio`
    • MCP Server and Gateway - An MCP stdio-to-HTTP SSE transport gateway with example server and MCP client, showcasing how to connect and operate MCP servers over various protocols. ([Read more](/details/mcp-server-and-gateway.md)) `gateway` `stdio` `sse` `integration`
    • Model Context Protocol (MCP) Server - A feature-rich server implementation for the Model Context Protocol (MCP), supporting configurable capabilities such as resource management, tool and prompt registration, structured logging, and robust error handling. Directly relevant for building and running MCP Servers. ([Read more](/details/model-context-protocol-mcp-server.md)) `mcp` `reference-implementation` `server` `capabilities`
    • ModelContextProtocol.NET - A C# SDK for building high-performance MCP servers on .NET 9 with NativeAOT compatibility, designed for optimal performance and seamless MCP server implementation. ([Read more](/details/modelcontextprotocolnet.md)) `mcp` `sdk` `dotnet` `development`
    • Portkey Aggregator - A unified API gateway for managing multiple MCP servers, with load-balanced queries and a cost monitoring dashboard for optimized multi-server operations. ([Read more](/details/portkey-aggregator.md)) `gateway` `load-balancing` `orchestration` `dashboard`
    • Supergateway - A service to run MCP stdio servers over Server-Sent Events (SSE), enabling scalable and real-time connectivity between clients and MCP servers. ([Read more](/details/supergateway.md)) `gateway` `stdio` `sse` `real-time`
    • Portkey Aggregator - A unified API gateway for managing multiple MCP servers, with load-balanced queries and a cost monitoring dashboard for optimized multi-server operations. ([Read more](/details/portkey-aggregator.md)) `gateway` `load-balancing` `orchestration` `dashboard`
    • Portkey Aggregator - A unified API gateway for managing multiple MCP servers, with load-balanced queries and a cost monitoring dashboard for optimized multi-server operations. ([Read more](/details/portkey-aggregator.md)) `gateway` `load-balancing` `orchestration` `dashboard`
    • GitMCP - GitMCP is a free MCP server solution leveraging Next.js and Vercel technology. It provides an accessible platform for deploying and managing MCP servers, making it highly relevant for those seeking robust MCP server solutions. ([Read more](/details/gitmcp.md)) `mcp` `deployment` `nextjs` `server`

  • Data Access & Integration MCP Servers

    • fred-server - A Model Context Protocol (MCP) server that provides tools to search and retrieve economic data series from the Federal Reserve Economic Data (FRED) API. Directly exemplifies a data-focused MCP server. ([Read more](/details/fred-server.md)) `mcp` `open-data` `datasets` `finance` `api-integration`
    • mindsdb/mindsdb - An advanced MCP server that connects and unifies data across platforms and databases. Offers a single MCP server interface for managing diverse data sources. ([Read more](/details/mindsdbmindsdb.md)) `database` `integration` `data-virtualization` `open-source`
    • julien040/anyquery - A unified MCP server that enables querying over 40 apps with one binary using SQL. It supports integration with PostgreSQL, MySQL, and SQLite databases, and is designed for privacy and local-first workflows. ([Read more](/details/julien040anyquery.md)) `sql` `database` `integration` `privacy`
    • modelcontextprotocol/server-brave-search - MCP server for web search using Brave's Search API, part of the official Model Context Protocol servers. ([Read more](/details/modelcontextprotocolserver-brave-search.md)) `mcp` `web-search` `brave` `integration`
    • ac3xx/mcp-servers-kagi - MCP server integrating the Kagi search API, providing Kagi-powered search capabilities within the MCP ecosystem. ([Read more](/details/ac3xxmcp-servers-kagi.md)) `search` `api-integration` `kagi` `open-source`
    • modelcontextprotocol/server-fetch - Efficient web content fetching and processing MCP server, designed for AI consumption and integration with the MCP framework. ([Read more](/details/modelcontextprotocolserver-fetch.md)) `mcp` `web` `fetch` `ai-integration`
    • exa-mcp-server - Model Context Protocol (MCP) server that connects to Exa AI Search API, enabling real-time web search access for AI models within the MCP framework. ([Read more](/details/exa-mcp-server.md)) `mcp` `web-search` `ai-integration` `real-time` `api-integration`
    • Search1API MCP - An MCP server providing web search via the search1api (requires paid API key), for integration with the MCP server ecosystem, offering anti-bot crawling and enriching search indices. ([Read more](/details/search1api-mcp.md)) `web-search` `api-integration` `data-access` `mcp`
    • mcp-server-tavily - MCP server for accessing Tavily AI search API, offering advanced search within the MCP framework. ([Read more](/details/mcp-server-tavily.md)) `mcp` `search` `ai-integration` `api-integration` `data-access`
    • apple-notes-mcp - An MCP server enabling access and search functionality for local Apple Notes databases, fitting into the MCP server ecosystem. Also supports semantic search and AI-assisted Retrieval Augmented Generation (RAG) over Apple Notes, supporting secure, local interaction through Claude Desktop. ([Read more](/details/apple-notes-mcp.md)) `mcp` `apple-notes` `semantic-search` `rag`
    • ancestry-mcp - An MCP server for reading .ged files and genetic data, integrating ancestry information into AI workflows via MCP. ([Read more](/details/ancestry-mcp.md)) `ancestry` `genealogy` `data-access` `mcp` `open-source`
    • mcp-server-data-exploration - An MCP server for autonomous data exploration of CSV datasets, delivering AI-driven insights and analysis through the Model Context Protocol. ([Read more](/details/mcp-server-data-exploration.md)) `data-exploration` `csv` `ai-insights` `mcp`
    • mcp-webresearch - MCP server for searching Google and conducting deep web research, providing broad research capabilities in the MCP ecosystem. ([Read more](/details/mcp-webresearch.md)) `mcp` `google` `web-search` `research`
    • mcp-simple-arxiv - An MCP server that allows LLMs and AI tools to search and read academic papers from arXiv, following the MCP server pattern. ([Read more](/details/mcp-simple-arxiv.md)) `mcp` `arxiv` `research` `data-access` `llm`
    • ns-mcp-server - MCP Server for accessing Dutch Railways (NS) travel information, including schedules and real-time updates. An example of an MCP Server for transportation. ([Read more](/details/ns-mcp-server.md)) `mcp` `transportation` `real-time` `open-data`
    • Wikimedia Enterprise MCP - An MCP server for accessing Wikipedia article lookup API, allowing data retrieval from Wikimedia via MCP. ([Read more](/details/wikimedia-enterprise-mcp.md)) `mcp` `wikipedia` `data-access` `open-data`
    • google-news-mcp-server - Google News MCP server with automatic topic categorization, multi-language support, and comprehensive search capabilities via SerpAPI, built as an MCP server. ([Read more](/details/google-news-mcp-server.md)) `mcp` `news` `search` `integration`
    • fetch-mcp - Fetches and transforms web content into various formats as an MCP server, enabling structured access to web data. ([Read more](/details/fetch-mcp.md)) `mcp` `web-crawling` `data-extraction` `integration`
    • Figma-Context-MCP - Provides coding agents direct access to Figma data for one-shot design implementation via MCP server. ([Read more](/details/figma-context-mcp.md)) `mcp` `figma` `design` `integration`
    • oura-mcp-server - An MCP server for interacting with Oura's health and sleep tracking app, enabling wellness data integration via MCP. ([Read more](/details/oura-mcp-server.md)) `health` `oura` `wellness` `api-integration`
    • duckduckgo-mcp-server - MCP server for web search using DuckDuckGo, enabling privacy-focused search within the MCP protocol. Includes both TypeScript and Python implementations. ([Read more](/details/duckduckgo-mcp-server.md)) `mcp` `duckduckgo` `web-search` `privacy`
    • web-search - An MCP server that enables free web searching using Google results, with no API keys required. ([Read more](/details/web-search.md)) `mcp` `web-search` `google` `open-source`
    • Anilist MCP - An MCP server that integrates with Anilist's anime/manga database through GraphQL queries, enabling search, retrieval, and analysis of Japanese media information. Directly relevant as an example of an Awesome MCP Server with a specialized function. ([Read more](/details/anilist-mcp.md)) `anilist` `graphql` `media` `data-access`
    • Open Data MCP Server - An open-source MCP (Model Context Protocol) server implementation that enables connecting open data sources to LLMs. Provides tools to access, publish, and serve public datasets as MCP servers, making it directly relevant to the 'Awesome MCP Servers' topic. ([Read more](/details/open-data-mcp-server.md)) `open-data` `datasets` `mcp` `ai-integration`
    • mcp-google-sheets - MCP server for Google Sheets, providing tools to create, read, update, and manage spreadsheets via the Google Sheets API. ([Read more](/details/mcp-google-sheets.md)) `mcp` `google-sheets` `spreadsheet` `google-workspace` `data-integration`
    • mcp-simple-pubmed - An MCP server to search and access medical and life sciences papers from PubMed, designed for integration in the MCP ecosystem. ([Read more](/details/mcp-simple-pubmed.md)) `mcp` `pubmed` `research` `data-access` `llm`
    • devflowinc/trieve - An MCP server client for Trieve, allowing for crawling, embedding, chunking, searching, and retrieving information from datasets. ([Read more](/details/devflowinctrieve.md)) `mcp` `search` `data-access` `embedding`
    • duckduckgo-server - TypeScript-based DuckDuckGo search server that enables developers to retrieve search results programmatically using the duck-duck-scrape library. Relevant as a concrete MCP server project. ([Read more](/details/duckduckgo-server.md)) `mcp` `duckduckgo` `web-search` `typescript`
    • Fetcher Mcp - Fetches and extracts web content using Playwright's headless browser capabilities, delivering clean, readable content from JavaScript-heavy websites in HTML or Markdown format. Operates as an MCP server. ([Read more](/details/fetcher-mcp.md)) `mcp` `web-crawling` `content-extraction` `playwright`
    • hn-server - An MCP server that fetches and parses Hacker News stories for news aggregation and trend analysis, exemplifying Model Context Protocol server applications. ([Read more](/details/hn-server.md)) `hacker-news` `news` `data-access` `mcp`
    • mcp-flowcore-platform - An MCP server enabling interaction with Flowcore for data ingestion, analysis, and cross-referencing, utilizing human language to manage data across public and private data cores. ([Read more](/details/mcp-flowcore-platform.md)) `mcp` `flowcore` `data-integration` `natural-language` `data-analysis`
    • chroma-mcp - A server providing data retrieval capabilities powered by the Chroma embedding database, enabling AI models to create and retrieve data collections using vector search, full text search, and metadata filtering. ([Read more](/details/chroma-mcp.md)) `mcp` `vector-database` `semantic-search` `data-access` `chroma`
    • Agentql Mcp - Extracts structured data from web pages using natural language input, converting content into JSON format without custom scraping code. A practical MCP server for web data extraction. ([Read more](/details/agentql-mcp.md)) `mcp` `data-extraction` `web` `natural-language`
    • Aiven-Open/mcp-aiven - MCP server for managing and interacting with Aiven projects, supporting PostgreSQL, Apache Kafka, ClickHouse, and OpenSearch services. Enables navigation and operations across multiple data services within the Aiven platform. ([Read more](/details/aiven-openmcp-aiven.md)) `mcp` `aiven` `database` `cloud`
    • Google Calendar MCP - A collection of MCP servers that integrate with Google Calendar, enabling AI agents to access, manage, and automate calendar events via the Model Context Protocol (MCP). These servers support scheduling, event creation, meeting retrieval, reminders, and natural language querying, often leveraging the Google Calendar API and OAuth 2.0 authentication. ([Read more](/details/google-calendar-mcp.md)) `mcp` `google-calendar` `calendar` `automation`
    • mcp-nixos - MCP server providing accurate information about NixOS packages, options, Home Manager, and nix-darwin macOS settings, helping prevent AI hallucinations. Example of a domain-specific MCP Server. ([Read more](/details/mcp-nixos.md)) `nixos` `linux` `configuration` `open-source` `ai-integration`
    • Dumpling-AI/mcp-server-dumplingai - MCP server enabling access to Dumpling AI's data, web scraping, and document conversion APIs in an MCP-compliant manner. ([Read more](/details/dumpling-aimcp-server-dumplingai.md)) `mcp` `web-scraping` `document-conversion` `api-integration`
    • tripadvisor-mcp - An MCP server enabling LLMs to interact with the Tripadvisor API, supporting location data, reviews, and photos with standardized MCP interfaces. ([Read more](/details/tripadvisor-mcp.md)) `mcp` `tripadvisor` `api-integration` `travel` `data-access`
    • Yuque-MCP-Server - A Model-Context-Protocol (MCP) server tailored for integration with the Yuque API, enabling AI-driven document management, knowledge base interaction, and analytics on the Yuque platform. ([Read more](/details/yuque-mcp-server.md)) `knowledge-base` `document-management` `analytics` `api-integration`
    • g-search-mcp - A powerful MCP server enabling parallel Google searching with structured results and CAPTCHAs handling, showcasing an information retrieval MCP server implementation. ([Read more](/details/g-search-mcp.md)) `mcp` `google` `web-search` `search` `data-access`
    • keboola-mcp-server - An MCP server that interfaces with the Keboola Connection Data Platform, offering tools to list and access data via the Keboola Storage API. ([Read more](/details/keboola-mcp-server.md)) `mcp` `data-access` `integration` `keboola`
    • mcp-server-apple-reminders - An MCP server for interacting with Apple Reminders on macOS. `mcp` `apple-reminders` `macos` `integration`
    • getrupt/ashra-mcp - An MCP server for extracting structured data from any website, returning the results as JSON. ([Read more](/details/getruptashra-mcp.md)) `data-extraction` `web-scraping` `json` `content-extraction`
    • mcp-databricks-server - An MCP server connecting to Databricks API, allowing large language models (LLMs) to run SQL queries, list jobs, and retrieve job status from Databricks environments. ([Read more](/details/mcp-databricks-server.md)) `mcp` `databricks` `data-access` `sql` `llm`
    • firstcycling-mcp - MCP server granting access to cycling race data, results, and statistics from firstcycling.com through natural language queries. ([Read more](/details/firstcycling-mcp.md)) `mcp` `sports` `cycling` `data-access` `natural-language`
    • climatiq-mcp-server - An MCP server for accessing the Climatiq API, enabling real-time carbon calculations and climate impact insights via MCP. ([Read more](/details/climatiq-mcp-server.md)) `mcp` `climate` `real-time` `api-integration`
    • strava-mcp - An MCP server for accessing Strava exercise tracking data, integrating fitness data with AI agents via MCP. ([Read more](/details/strava-mcp.md)) `strava` `fitness` `data-access` `mcp` `open-source`
    • apple-books-mcp - An MCP server that augments Apple Books by enabling transformation of book collections into interactive knowledge repositories, making it a notable MCP server. ([Read more](/details/apple-books-mcp.md)) `mcp` `apple-books` `knowledge-base` `macos`
    • Scrapeless MCP Server - A Scrapeless Model Context Protocol (MCP) server connector for the Google SERP API, facilitating web search within the MCP ecosystem. ([Read more](/details/scrapeless-mcp-server.md)) `web-search` `google` `data-access` `mcp`
    • naver-search-mcp - MCP server for Naver Search API integration, supporting blog, news, shopping search, and DataLab analytics within the MCP framework. ([Read more](/details/naver-search-mcp.md)) `mcp` `search` `api-integration` `news` `analytics`
    • ms-365-mcp-server - An MCP server that connects to Microsoft 365 via Graph API, supporting mail, files, Excel, and calendar—showcasing broad enterprise MCP server integration. ([Read more](/details/ms-365-mcp-server.md)) `mcp` `microsoft-365` `enterprise` `api-integration`
    • qlik-mcp - An MCP Server for Qlik Cloud API, providing authenticated querying of apps, sheets, and visualizations with robust rate limiting. ([Read more](/details/qlik-mcp.md)) `mcp` `qlik` `data-visualization` `cloud` `api-integration`
    • baseline-mcp-server - MCP server for searching Baseline status with the Web Platform API, fitting into the MCP server directory. ([Read more](/details/baseline-mcp-server.md)) `mcp` `web` `api-integration` `reference-implementation`
    • WebScraping.ai MCP Server - MCP server to interact with WebScraping.ai for web data extraction and scraping, compliant with the MCP protocol. ([Read more](/details/webscrapingai-mcp-server.md)) `scraping` `data-extraction` `web` `mcp`
    • opgginc/opgg-mcp - An MCP server delivering real-time gaming data, analytics, esports schedules, and statistics for popular titles like League of Legends, TFT, and Valorant, accessible via MCP-compatible AI tools. ([Read more](/details/opggincopgg-mcp.md)) `gaming` `analytics` `real-time` `ai-integration`
    • dbt-mcp - The official MCP server for dbt (data build tool), providing integration with dbt Core/Cloud, metadata discovery, model info, and semantic layer querying. ([Read more](/details/dbt-mcp.md)) `mcp` `dbt` `data-integration` `metadata` `data-analysis`
    • RSS Aggregator MCP - RSS Aggregator MCP is an MCP server that enables LLMs to consume, process, and analyze RSS feed content for real-time information aggregation and trend analysis. ([Read more](/details/rss-aggregator-mcp.md)) `rss` `real-time` `data-extraction` `trend-analysis`
    • kaggle-mcp - Enables MCP server capabilities for Kaggle, supporting dataset download and analysis through the Model Context Protocol. ([Read more](/details/kaggle-mcp.md)) `mcp` `data-access` `datasets` `kaggle` `analysis`
    • mcp-vector-search - An MCP server providing semantic data search using embeddings and similarity matching. Facilitates AI-powered, context-aware data retrieval for development teams. ([Read more](/details/mcp-vector-search.md)) `mcp` `semantic-search` `vector-database` `ai-integration` `data-access`
    • brave-search-mcp - An MCP server offering web, image, news, video, and local POI search using Brave's Search API, integrated into the MCP protocol. ([Read more](/details/brave-search-mcp.md)) `mcp` `brave` `web-search` `open-source`
    • NASA-MCP - NASA-MCP is an MCP server that allows LLMs to interact with diverse NASA APIs, granting access to astronomical data, space weather, Earth imagery, and more, making it highly relevant for AI-driven science and space exploration applications. ([Read more](/details/nasa-mcp.md)) `mcp` `nasa` `open-data` `api-integration`
    • hn-mcp - An MCP server for Hacker News integration with LLM clients, providing access to stories, comments, and user profiles via the Model Context Protocol. ([Read more](/details/hn-mcp.md)) `mcp` `hacker-news` `ai-integration` `open-source`
    • arxiv-mcp - An MCP server that enables AI assistants to search and access arXiv research papers through a simple Message Control Protocol interface, allowing for paper search, download, listing, and reading capabilities. Highly relevant as a specialized MCP server. ([Read more](/details/arxiv-mcp.md)) `mcp` `arxiv` `research` `data-access` `ai-assistant`
    • opentk-mcp - MCP server to access Dutch Parliament information (documents, debates, activities) with structured search, following MCP standards. ([Read more](/details/opentk-mcp.md)) `mcp` `government` `data-access` `search` `parliament`
    • Forest Fire MCP - A Python-based MCP server for collecting, analyzing, and visualizing forest fire occurrence data, offering users access to regional fire information, risk analysis, and map visualizations. Directly relevant as a specialized MCP server implementation. ([Read more](/details/forest-fire-mcp.md)) `python` `data-exploration` `analytics` `mcp`
    • Aviation MCP - Provides aviation weather information through a Model Context Protocol (MCP) server, enabling access to METARs, TAFs, PIREPs, and route weather data. ([Read more](/details/aviation-mcp.md)) `mcp` `weather` `open-data` `aviation` `api-integration`
    • Google Workspace MCP - An MCP server integrating with Gmail and Google Calendar to enable email operations, calendar management, and multi-account support for Google Workspace automation. It is purpose-built for use with MCP-compatible AI agents or tools. ([Read more](/details/google-workspace-mcp.md)) `mcp` `google-workspace` `email` `calendar` `automation`
    • Google Meet MCP - An MCP (Model Context Protocol) server that enables AI agents to create, manage, and retrieve Google Meet meetings. Built on the MCP, it facilitates scheduling, updating, and deleting meetings, offering seamless integration of Google Meet functionalities for AI-driven workflows. ([Read more](/details/google-meet-mcp.md)) `mcp` `google-meet` `meetings` `integration`
    • twitter-username-changes-mcp - An MCP server that tracks the historical changes of Twitter usernames. `mcp` `twitter` `social-media` `data-access` `history`
    • Google Sheets MCP - A Model Context Protocol (MCP) connector that allows AI agents to directly interact with Google Sheets. It enables creation, reading, and modification of spreadsheets through natural language and MCP, making it a valuable MCP server for spreadsheet automation. ([Read more](/details/google-sheets-mcp.md)) `mcp` `google-sheets` `spreadsheet` `automation`
    • agent-twitter-client-mcp - A Model Context Protocol server for AI agents to interact with Twitter, supporting tweet operations and user interactions. Demonstrates MCP server utility for social media integration. ([Read more](/details/agent-twitter-client-mcp.md)) `mcp` `twitter` `social-media` `ai-integration`
    • apple-reminders-mcp - An MCP server for AI assistants to manage Apple Reminders on macOS, with a TypeScript API to create, complete, and delete reminders. ([Read more](/details/apple-reminders-mcp.md)) `mcp` `apple-reminders` `macos` `typescript`
    • apple-calendar-mcp - A Model Context Protocol (MCP) server allowing AI models to access and manipulate Apple Calendar data on macOS, directly relevant as an MCP server. ([Read more](/details/apple-calendar-mcp.md)) `mcp` `apple-calendar` `macos` `integration`
    • Figma MCP Server - The Figma MCP server allows design and development teams to sync assets, components, and version history across systems, supporting automated design handoffs and single-source-of-truth workflows. ([Read more](/details/figma-mcp-server.md)) `figma` `design` `automation` `integration`
    • databricks-server - A Model Context Protocol (MCP) server for executing SQL queries against Databricks using the Statement Execution API. Enables AI assistants to directly query Databricks data warehouses, analyze schemas, and retrieve structured results. ([Read more](/details/databricks-server.md)) `mcp` `databricks` `sql` `data-exploration` `ai-assistant`
    • graphrag-mcp - Combines Neo4j and Qdrant databases for document search with semantic relevance and context, serving as a powerful MCP server for structured and vector search. ([Read more](/details/graphrag-mcp.md)) `mcp` `semantic-search` `vector-database` `neo4j` `qdrant`
    • AWS KB - An MCP server that enables users to retrieve information from AWS Knowledge Bases using Retrieval-Augmented Generation (RAG) via Bedrock Agent Runtime. (Merged 'Aws Kb' and 'Aws Kb Retrieval Server') ([Read more](/details/aws-kb.md)) `aws` `rag` `knowledge-base` `bedrock`
    • Datagov Mcp - An MCP server for accessing Israeli Government Data from Data.gov.il, allowing structured data retrieval and interaction via the MCP protocol. It is a direct example of a domain-specific Awesome MCP Server. ([Read more](/details/datagov-mcp.md)) `mcp` `open-data` `government` `data-access`
    • finData-mcp-server - MCP server for accessing professional financial data from multiple providers such as Tushare. ([Read more](/details/findata-mcp-server.md)) `finance` `data-access` `integration` `mcp`
    • modbus-mcp - An MCP server for standardizing and contextualizing industrial Modbus data through the Model Context Protocol. ([Read more](/details/modbus-mcp.md)) `mcp` `modbus` `industrial` `data-integration` `standardization`
    • opcua-mcp - An MCP server that connects to OPC UA-enabled industrial systems, providing contextual data access using the Model Context Protocol. `opcua` `industrial` `data-access` `open-source`
    • Bluesky Mcp - Facilitates interaction with the BlueSky social network via its official API, enabling user, profile, and network data retrieval through an MCP server architecture. ([Read more](/details/bluesky-mcp.md)) `mcp` `bluesky` `social-media` `api-integration`
    • fledge-mcp - An MCP server bridging the Fledge IoT platform with natural language interfaces, allowing sensor data access, system management, and real-time visualization through WebSocket streaming and containerized deployment. Directly implements the MCP protocol for Fledge. ([Read more](/details/fledge-mcp.md)) `mcp` `iot` `data-visualization` `websocket` `container`
    • dicom-mcp - An MCP server enabling interaction with medical imaging systems using DICOM networking protocols for querying, retrieving, and parsing medical images and encapsulated documents. Clearly branded as an MCP server. ([Read more](/details/dicom-mcp.md)) `dicom` `medical-imaging` `data-access` `mcp`
    • Algolia MCP Server - The official MCP Server for Algolia, providing neural ranking and automatic synchronization of search results with other MCP-connected platforms. ([Read more](/details/algolia-mcp-server.md)) `algolia` `search` `integration` `mcp`
    • Bart MCP - An MCP server that integrates with BART's API to deliver real-time train departure information in San Francisco. ([Read more](/details/bart-mcp.md)) `bart` `real-time` `transportation` `api-integration`
    • Bluesky MCP Server - Integrates Claude with Bluesky social media, allowing automated posting, feed fetching, and social trend analysis via MCP Servers. Useful for creators and marketers automating social workflows. ([Read more](/details/bluesky-mcp-server.md)) `bluesky` `social-media` `automation` `ai-integration`
    • Bonsai MCP - Connects Claude to Blender for analyzing and interacting with IFC building models via MCP, featuring specialized tools for querying and exploring BIM data. A practical BIM-focused MCP server. ([Read more](/details/bonsai-mcp.md)) `mcp` `blender` `bim` `ai-integration`
    • books-mcp-server - An MCP server designed for querying books, compatible with common MCP clients such as Cherry Studio, providing book data access via the MCP protocol. ([Read more](/details/books-mcp-server.md)) `mcp` `data-access` `books` `integration`
    • Climate Triage MCP - An MCP server integrating with the ClimateTriage API, enabling users to search and filter open source issues related to climate change and sustainability projects. ([Read more](/details/climate-triage-mcp.md)) `mcp` `climate` `api-integration` `issues`
    • Clojars MCP Server - A Model Context Protocol (MCP) server that provides tools for fetching dependency version information from Clojars, the Clojure artifact repository. ([Read more](/details/clojars-mcp-server.md)) `clojure` `dependency-management` `mcp` `open-source`
    • cointelegraph-mcp - An MCP server offering real-time access to the latest news from Cointelegraph for AI-driven applications. ([Read more](/details/cointelegraph-mcp.md)) `mcp` `news` `real-time` `ai-integration`
    • databricks-genie-mcp - A server implementing the MCP protocol to connect with Databricks Genie API, enabling LLMs to ask questions, execute SQL, and interact with Databricks conversational agents. ([Read more](/details/databricks-genie-mcp.md)) `mcp` `databricks` `llm-integration` `sql` `data-analysis`
    • deepresearchmcp - A research-focused MCP server that conducts intelligent, iterative research through web searches, analysis, and comprehensive report generation, offering citation-rich research automation. ([Read more](/details/deepresearchmcp.md)) `mcp` `research` `web-search` `automation`
    • Directus MCP - Integrates with Directus CMS to enable CRUD operations on collections via the REST API, providing seamless interaction with headless CMS data through MCP servers. ([Read more](/details/directus-mcp.md)) `directus` `cms` `rest-api` `integration`
    • directus-server - Bridges AI tools with Directus headless CMS, enabling content operations through automatically generated MCP-compatible tools based on the instance schema. ([Read more](/details/directus-server.md)) `directus` `cms` `data-access` `ai-integration` `mcp`
    • Excel MCP Server - Transforms Excel into a dynamic tool by enabling live data feeds, auto-updates, and spreadsheet-to-dashboard synchronization for automated reporting. ([Read more](/details/excel-mcp-server.md)) `excel` `automation` `reporting` `live-data`
    • Excel Reader Mcp - An MCP server for integrating with Excel files, enabling efficient processing and analysis of large spreadsheets by automatic chunking and pagination. ([Read more](/details/excel-reader-mcp.md)) `mcp` `excel` `spreadsheet` `data-processing`
    • Excel Reader Server - A Model Context Protocol (MCP) server for reading Excel (xlsx) files, allowing extraction of data from workbooks or sheets and returning structured JSON results. ([Read more](/details/excel-reader-server.md)) `mcp` `excel` `spreadsheet` `data-extraction`
    • Excel Server - An MCP server that bridges AI with Excel files, enabling standardized reading and writing operations for data analysis and reporting. ([Read more](/details/excel-server.md)) `mcp` `excel` `spreadsheet` `ai-integration`
    • familysearch-mcp - A Model Context Protocol server that enables AI tools to directly access FamilySearch's family history data, supporting record searches and ancestor exploration through MCP. ([Read more](/details/familysearch-mcp.md)) `mcp` `familysearch` `data-access` `open-data`
    • Firecrawl MCP - An MCP server providing LLMs with advanced web crawling, scraping, and search capabilities, enabling complex web research and data extraction tasks. Includes implementations by @vrknetha and @mendableai. ([Read more](/details/firecrawl-mcp.md)) `mcp` `web-crawling` `data-extraction` `llm`
    • Fiware Server - An MCP server that bridges AI assistants with FIWARE Context Brokers, enabling natural language interaction with IoT data for querying, publishing, and updating information in NGSI-LD format. ([Read more](/details/fiware-server.md)) `fiware` `iot` `ngsi-ld` `ai-integration`
    • formula1-mcp - An MCP server that integrates with Formula 1 APIs to provide real-time racing data, historical results, driver information, team radio messages, weather, and telemetry—demonstrating a domain-specific implementation of an MCP server. ([Read more](/details/formula1-mcp.md)) `mcp` `real-time` `api-integration` `sports` `data-access`
    • Gkmcp - A Rust-based MCP server providing a fetch tool for retrieving web content and documentation, showcasing MCP server extensibility for web resource access. ([Read more](/details/gkmcp.md)) `rust` `resource-access` `web` `documentation` `mcp`
    • Gmail AutoAuth MCP Server - Automates Gmail authentication and triggers workflow actions based on inbox activity, such as converting emails into tasks, tickets, or CRM records for workflow automation. ([Read more](/details/gmail-autoauth-mcp-server.md)) `mcp` `gmail` `workflow` `automation` `email`
    • google-calendar-mcp-server - This experimental MCP server exposes Google Calendar data as structured context for LLMs, enabling assistants to reason about events, schedules, and availability via MCP. ([Read more](/details/google-calendar-mcp-server.md)) `mcp` `google-calendar` `calendar` `ai-integration`
    • Google Maps MCP - An official MCP Server for Google Maps, enabling AI-driven traffic pattern analytics and integration for real-time ETAs within MCP-powered apps. ([Read more](/details/google-maps-mcp.md)) `mcp` `google-maps` `location-intelligence` `real-time`
    • Google Maps MCP Server - The Google Maps MCP Server empowers AI models with location-based capabilities, such as geocoding, place search, and route optimization. It extends the MCP ecosystem with spatial awareness, making it invaluable for workflows that require location intelligence and mapping. ([Read more](/details/google-maps-mcp-server.md)) `google-maps` `location-intelligence` `geocoding` `ai-integration`
    • graphlit-server - A Model Context Protocol (MCP) Server that integrates MCP clients with the Graphlit service, allowing ingestion and retrieval of diverse data sources. Demonstrates a robust MCP server implementation for data integration and search. ([Read more](/details/graphlit-server.md)) `mcp` `data-integration` `search` `ai-integration`
    • hdw-server - An MCP server bridging AI systems with LinkedIn's API for user search, profile retrieval, and messaging, supporting sales and networking workflows. ([Read more](/details/hdw-server.md)) `mcp` `linkedin` `social-media` `ai-integration`
    • LlamaIndex MCP server - LlamaIndex MCP server enables users to create MCP-compatible context servers that unify retrieval from files, APIs, and databases using modular loaders. It supports advanced RAG pipelines and custom agent orchestration. ([Read more](/details/llamaindex-mcp-server.md)) `mcp` `rag` `data-access` `api-integration`
    • Notion MCP Server - Empowers teams to use Notion changes as actionable triggers across their tool ecosystem, supporting automation for knowledge management and project tracking. ([Read more](/details/notion-mcp-server.md)) `notion` `automation` `project-management` `integration`
    • SG-LTA MCP - SG-LTA MCP provides LLMs access to Singapore's Land Transport Authority data, supporting transportation information retrieval and smart city applications. ([Read more](/details/sg-lta-mcp.md)) `transportation` `llm` `open-data` `smart-city`
    • Web Search MCP Server - A Model Context Protocol server that allows free web searching using Google results, no API keys required. Functions as an MCP server for web search tasks. ([Read more](/details/web-search-mcp-server.md)) `web-search` `google` `open-data` `ai-integration`
    • websearch-mcp - A self-hosted Websearch API that operates as an MCP server, allowing integration of search capabilities into the Model Context Protocol environment. ([Read more](/details/websearch-mcp.md)) `mcp` `web-search` `search` `api-integration`
    • Whois MCP - MCP server for performing whois lookups on domains, IPs, ASNs, and TLDs via the Model Context Protocol. ([Read more](/details/whois-mcp.md)) `mcp` `whois` `domain` `data-access`
    • stefan-xyz/mcp-server-runescape - An MCP server that provides tools for interacting with RuneScape and Old School RuneScape data, including item prices, player hiscores, and more, via the Model Context Protocol. ([Read more](/details/stefan-xyzmcp-server-runescape.md)) `runescape` `game-data` `analytics` `open-source`
    • Tavily MCP Server - An MCP server for accessing Tavily AI's search API, enabling advanced search features within the MCP protocol. ([Read more](/details/tavily-mcp-server.md)) `web-search` `search` `api-integration` `mcp`
    • Bluesky MCP Server - Integrates Claude with Bluesky social media, allowing automated posting, feed fetching, and social trend analysis via MCP Servers. Useful for creators and marketers automating social workflows. ([Read more](/details/bluesky-mcp-server.md)) `bluesky` `social-media` `automation` `ai-integration`
    • Google Maps MCP Server - The Google Maps MCP Server empowers AI models with location-based capabilities, such as geocoding, place search, and route optimization. It extends the MCP ecosystem with spatial awareness, making it invaluable for workflows that require location intelligence and mapping. ([Read more](/details/google-maps-mcp-server.md)) `google-maps` `location-intelligence` `geocoding` `ai-integration`
    • apify/actors-mcp-server - An MCP server that provides access to 3,000+ pre-built cloud tools (Actors) for data extraction from websites, e-commerce, social media, and more. ([Read more](/details/apifyactors-mcp-server.md)) `data-extraction` `cloud` `integration` `open-source`
    • stefan-xyz/mcp-server-runescape - An MCP server that provides tools for interacting with RuneScape and Old School RuneScape data, including item prices, player hiscores, and more, via the Model Context Protocol. ([Read more](/details/stefan-xyzmcp-server-runescape.md)) `runescape` `game-data` `analytics` `open-source`
    • exa-search-mcp - A combined system pairing Claude agents with Exa Search, using MCP protocols for real-time retrieval-augmented generation (RAG) workflows in coding and research contexts. ([Read more](/details/exa-search-mcp.md)) `mcp` `exa` `rag` `real-time`

  • Database & Messaging MCP Servers

    • Vector Search MCP Server - A purpose-built MCP server that enables semantic data retrieval via vector embeddings, allowing AI systems to perform meaning-based searches in large datasets. Qdrant is a leading example, offering standard protocols for vector operations. ([Read more](/details/vector-search-mcp-server.md)) `mcp` `vector-database` `semantic-search` `qdrant` `ai-integration`
    • prisma - Prisma MCP integration that gives LLMs the ability to manage Prisma Postgres databases, including spinning up new instances and running schema migrations. ([Read more](/details/prisma.md)) `mcp` `prisma` `postgresql` `database` `llm-integration`
    • Elasticsearch - Elasticsearch provides MCP server capabilities enabling LLMs and other clients to interact with Elasticsearch clusters for managing indices and executing search queries using natural language, demonstrating a powerful MCP server integration. Several MCP server implementations exist to facilitate semantic and natural language search with Elasticsearch, including cr7258/elasticsearch-mcp-server, elastic-semantic-search-server, Elasticsearch Mcp, Elasticsearch Server, and Elasticsearch7 Server. ([Read more](/details/elasticsearch.md)) `mcp` `elasticsearch` `search` `natural-language` `semantic-search`
    • modelcontextprotocol/server-postgres - A PostgreSQL MCP server providing database integration with schema inspection and query capabilities for MCP workflows. ([Read more](/details/modelcontextprotocolserver-postgres.md)) `postgresql` `database` `integration` `mcp`
    • modelcontextprotocol/server-slack - Slack workspace MCP server for channel management and messaging, showing robust Slack integration through MCP servers. ([Read more](/details/modelcontextprotocolserver-slack.md)) `slack` `messaging` `integration` `mcp`
    • modelcontextprotocol/server-sqlite - An SQLite MCP server which supports database operations with built-in analysis features, ideal for MCP-based automation. ([Read more](/details/modelcontextprotocolserver-sqlite.md)) `mcp` `database` `sqlite` `open-source`
    • mcp-server-duckdb - DuckDB MCP server for schema inspection and query capabilities via Model Context Protocol. ([Read more](/details/mcp-server-duckdb.md)) `mcp` `database` `duckdb` `open-source`
    • MCP BigQuery Server - A Model Context Protocol (MCP) server implementation for Google BigQuery, enabling direct database access, schema inspection, and SQL query execution. ([Read more](/details/mcp-bigquery-server.md)) `mcp` `bigquery` `database` `cloud`
    • mcp-server-qdrant - A Qdrant MCP server that enables MCP protocol support for Qdrant vector databases. ([Read more](/details/mcp-server-qdrant.md)) `qdrant` `vector-database` `database` `mcp`
    • mcp-mongo-server - Model Context Protocol server for MongoDB, enabling database operations through MCP. ([Read more](/details/mcp-mongo-server.md)) `mcp` `mongodb` `database` `integration`
    • designcomputer/mysql_mcp_server - MySQL MCP Server with configurable access controls, schema inspection, and security guidelines, supporting Model Context Protocol. ([Read more](/details/designcomputermysql_mcp_server.md)) `mcp` `mysql` `database` `security`
    • mongo-mcp - MongoDB MCP server integration for allowing LLMs to interact directly with MongoDB databases via MCP. ([Read more](/details/mongo-mcp.md)) `mcp` `mongodb` `database` `integration`
    • domdomegg/airtable-mcp-server - MCP server for Airtable database integration, providing schema inspection and read/write capabilities via MCP protocol. ([Read more](/details/domdomeggairtable-mcp-server.md)) `airtable` `database` `mcp` `integration`
    • mcp-snowflake-server - Snowflake MCP server with read/write operations and insight tracking via the MCP protocol. ([Read more](/details/mcp-snowflake-server.md)) `snowflake` `database` `mcp` `data-access`
    • vikingdb-mcp-server - VikingDB MCP server with collection/index introduction, vector store, and vector search capabilities. ([Read more](/details/vikingdb-mcp-server.md)) `mcp` `vector-database` `search` `database`
    • sqlite-explorer-fastmcp-mcp-server - Read-only MCP server for SQLite databases, built with FastMCP framework, providing safe exploration and query validation for LLMs. ([Read more](/details/sqlite-explorer-fastmcp-mcp-server.md)) `mcp` `sqlite` `database` `read-only`
    • mcp-alchemy - A universal SQLAlchemy-based MCP server supporting multiple databases (Postgres, MySQL, MariaDB, etc.) with schema and relationship inspection. ([Read more](/details/mcp-alchemy.md)) `mcp` `sqlalchemy` `database` `multi-database` `schema-inspection`
    • Dbutils - An all-in-one MCP service that allows AI-powered data analysis by connecting to multiple types of databases (sqlite, mysql, postgres, etc.) within a single, unified configuration, making it a comprehensive MCP server solution. ([Read more](/details/dbutils.md)) `mcp` `database` `data-analysis` `multi-database`
    • supabase-mcp-server - Supabase MCP Server offering SQL query execution and database exploration tools. Provides MCP protocol support for managing data within Supabase environments. ([Read more](/details/supabase-mcp-server.md)) `mcp` `supabase` `database` `sql`
    • iMessage Query MCP Server - An MCP server that provides secure, read-only access to iMessage databases using the Model Context Protocol. Built with FastMCP and imessagedb, it enables LLMs to query and analyze iMessage conversations, offering features like phone number validation, safe attachment handling, and date filtering. It is directly relevant as a robust MCP server implementation. ([Read more](/details/imessage-query-mcp-server.md)) `imessage` `database` `mcp` `read-only`
    • mcp-clickhouse - MCP server for ClickHouse database, providing integration with schema inspection and query capabilities using the MCP protocol. ([Read more](/details/mcp-clickhouse.md)) `mcp` `clickhouse` `database` `integration`
    • mcp-server-tidb - MCP server for TiDB that enables schema inspection and query capabilities, integrating TiDB with the MCP ecosystem. ([Read more](/details/mcp-server-tidb.md)) `mcp` `tidb` `database` `integration`
    • mcp-memgraph - Memgraph MCP Server includes tools to run queries and access schema resources on Memgraph, making it relevant for MCP-based graph database integration. ([Read more](/details/mcp-memgraph.md)) `mcp` `database` `graph-database` `memgraph`
    • nile-mcp-server - An MCP server for Nile's Postgres platform, enabling management and querying of Postgres databases, tenants, users, and authentication using LLMs. ([Read more](/details/nile-mcp-server.md)) `mcp` `postgresql` `database` `ai-integration`
    • Database - A universal MCP server supporting multiple database types, such as PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite. ([Read more](/details/database.md)) `mcp` `database` `postgresql` `mysql` `cloud`
    • alibabacloud-tablestore-mcp-server - MCP server implementation for Alibaba Cloud Tablestore, supporting document management, semantic and vector search, RAG-friendly, and serverless capabilities. ([Read more](/details/alibabacloud-tablestore-mcp-server.md)) `mcp` `alibaba-cloud` `database` `semantic-search`
    • greptimedb-mcp-server - MCP server for querying GreptimeDB through the Model Context Protocol. `mcp` `database` `greptimedb` `open-source`
    • airtable-mcp - An MCP server integrating with Airtable to enable CRUD operations on records within code editors, showcasing a practical database MCP server implementation. ([Read more](/details/airtable-mcp.md)) `airtable` `database` `integration` `mcp`
    • convex-mcp-server - Convex MCP server for database integration, providing introspection, table exploration, and query execution. ([Read more](/details/convex-mcp-server.md)) `mcp` `convex` `database` `query`
    • mcp-timeplus - MCP server for Apache Kafka and Timeplus, supporting topic listing, message polling, local data storage, and streaming SQL queries. ([Read more](/details/mcp-timeplus.md)) `mcp` `kafka` `streaming` `data-integration`
    • fireproof-storage-mcp-database-server - Fireproof ledger database MCP server with multi-user synchronization support. ([Read more](/details/fireproof-storage-mcp-database-server.md)) `mcp` `database` `ledger` `synchronization` `multi-user`
    • mcp-mysql-server - Node.js-based MCP server for secure MySQL database operations via the Model Context Protocol. `mcp` `mysql` `database` `nodejs`
    • mcp-server-trino - Trino MCP server allowing data querying and access from Trino clusters using the MCP protocol. ([Read more](/details/mcp-server-trino.md)) `mcp` `trino` `database` `data-access`
    • mcp-neo4j - A Model Context Protocol server for Neo4j enabling query execution, knowledge graph memory, and management of Neo4j Aura instances via MCP. ([Read more](/details/mcp-neo4j.md)) `mcp` `neo4j` `graph-database` `knowledge-graph`
    • Pinecone MCP Server - The official MCP Server for Pinecone, enabling multi-tenant vector search and privacy-safe personalization within the MCP ecosystem. ([Read more](/details/pinecone-mcp-server.md)) `pinecone` `vector-database` `semantic-search` `privacy`
    • quarkiverse/mcp-server-jdbc - MCP server enabling connection and operations on any JDBC-compatible database, supporting query, insert, update, and delete. ([Read more](/details/quarkiversemcp-server-jdbc.md)) `jdbc` `database` `mcp` `java`
    • adx-mcp-server - An MCP server designed for querying and analyzing Azure Data Explorer databases, supporting time-series and analytics MCP use cases. ([Read more](/details/adx-mcp-server.md)) `mcp` `database` `azure` `analytics` `time-series`
    • xiyan-mcp-server - An MCP server powered by XiyanSQL, enabling natural language queries over databases through the MCP interface. ([Read more](/details/xiyan-mcp-server.md)) `mcp` `xiyansql` `natural-language` `database` `ai-integration`
    • influxdb-mcp-server - MCP server for InfluxDB, enabling query execution against InfluxDB OSS API v2. ([Read more](/details/influxdb-mcp-server.md)) `mcp` `database` `influxdb` `open-source`
    • mcp-server-rabbitmq - An MCP server to enable admin operations and message queue management (enqueue/dequeue) with RabbitMQ. ([Read more](/details/mcp-server-rabbitmq.md)) `mcp` `messaging` `rabbitmq` `admin`
    • mcp-server-milvus - MCP server for Milvus/Zilliz vector databases, enabling direct interaction with your database through the MCP protocol. ([Read more](/details/mcp-server-milvus.md)) `mcp` `milvus` `vector-database` `database` `ai-integration`
    • db-mcp-server - High-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL, with tools for query execution, transaction management, and performance analysis. ([Read more](/details/db-mcp-server.md)) `mcp` `database` `golang` `mysql` `postgresql`
    • legion-mcp - Universal database MCP server supporting multiple database types (PostgreSQL, MySQL, Oracle, etc.), ideal for heterogeneous MCP environments. ([Read more](/details/legion-mcp.md)) `mcp` `database` `multi-database` `universal` `integration`
    • dolphindb-mcp-server - MCP server for DolphinDB, supporting schema inspection and query capabilities for time-series data. ([Read more](/details/dolphindb-mcp-server.md)) `mcp` `dolphindb` `database` `time-series`
    • mcp-server-sqlalchemy - An MCP server for DBMS connectivity via SQLAlchemy using Python ODBC (pyodbc), facilitating integration with multiple databases in MCP environments. ([Read more](/details/mcp-server-sqlalchemy.md)) `mcp` `database` `sqlalchemy` `python`
    • weaviate/mcp-server-weaviate - An MCP server for Weaviate, providing knowledge base access and chat memory store functionality via the MCP protocol. `weaviate` `vector-database` `knowledge-base` `mcp`
    • mcp-server-odbc - An MCP server for enabling generic Database Management System (DBMS) connectivity via the ODBC protocol, supporting broad MCP integration use cases. ([Read more](/details/mcp-server-odbc.md)) `mcp` `database` `odbc` `integration`
    • Datomic Mcp - Provides a JSON-RPC interface to Datomic databases through the MCP protocol, enabling schema exploration and Datalog query execution. This makes it a specialized MCP server for interacting with Datomic. ([Read more](/details/datomic-mcp.md)) `mcp` `database` `datomic` `json-rpc`
    • redis/mcp-redis-cloud - MCP server for managing Redis Cloud resources using natural language, supporting database creation, subscription monitoring, and deployment configuration. ([Read more](/details/redismcp-redis-cloud.md)) `mcp` `redis` `cloud` `database` `natural-language`
    • genai-toolbox - Open source MCP server for secure, fast, and easy database tools, specializing in database access and management. ([Read more](/details/genai-toolbox.md)) `mcp` `database` `open-source` `management`
    • supabase-mcp - Official Supabase MCP server allowing AI assistants to manage tables, fetch config, and query data within Supabase projects. ([Read more](/details/supabase-mcp.md)) `supabase` `database` `mcp` `ai-integration`
    • dicedb-mcp - An MCP server that enables AI applications to interact with DiceDB database servers for key-value operations without requiring direct database credentials or connection management. ([Read more](/details/dicedb-mcp.md)) `mcp` `database` `key-value` `ai-integration`
    • nocodb-mcp-server - MCP server for Nocodb database integration, enabling read and write capabilities through MCP protocol. ([Read more](/details/nocodb-mcp-server.md)) `mcp` `nocodb` `database` `integration`
    • tuannvm/mcp-trino - Go implementation of an MCP server for Trino, enabling database access and queries via the Model Context Protocol. ([Read more](/details/tuannvmmcp-trino.md)) `mcp` `trino` `database` `golang`
    • mcp-confluent - MCP server for Confluent, enabling interaction with Confluent Kafka and Confluent Cloud REST APIs via the MCP protocol. ([Read more](/details/mcp-confluent.md)) `mcp` `kafka` `messaging` `confluent` `cloud`
    • go-mcp-mysql - A zero-dependency MySQL MCP server built in Go, offering configurable readonly mode and schema inspection. ([Read more](/details/go-mcp-mysql.md)) `mcp` `mysql` `golang` `database` `schema-inspection`
    • postgres-mcp - All-in-one MCP server for PostgreSQL, offering tools for development, performance analysis, tuning, and health checks. ([Read more](/details/postgres-mcp.md)) `mcp` `postgresql` `database` `performance`
    • database-server-executeautomation - A Model Context Protocol server enabling LLMs to interact with SQLite and SQL Server databases, supporting schema inspection and SQL query execution, as an exemplary database MCP server. ([Read more](/details/database-server-executeautomation.md)) `mcp` `database` `sql` `sqlite` `sql-server`
    • redis/mcp-redis - The official Redis MCP Server offering an interface to manage and search Redis data through the MCP protocol. ([Read more](/details/redismcp-redis.md)) `mcp` `redis` `database` `open-source`
    • mysql-mcp-server - A user-friendly, read-only MySQL MCP server supporting cursor and n8n automation workflows. ([Read more](/details/mysql-mcp-server.md)) `mcp` `mysql` `database` `read-only`
    • Couchbase-Ecosystem/mcp-server-couchbase - Couchbase MCP server for unified access to both Capella cloud and self-managed clusters, supporting document operations, SQL++ queries, and natural language analysis. ([Read more](/details/couchbase-ecosystemmcp-server-couchbase.md)) `mcp` `couchbase` `database` `cloud`
    • mcp-hydrolix - Hydrolix MCP server for time-series datalake integration, supporting schema exploration and query capabilities for LLM workflows. ([Read more](/details/mcp-hydrolix.md)) `mcp` `hydrolix` `time-series` `datalake` `llm-integration`
    • Df Mcp - An MCP server that enables AI to interact with databases through DreamFactory's REST API, providing secure, structured access to schemas, data, and stored procedures without direct credential exposure. Specifically designed as an MCP server. ([Read more](/details/df-mcp.md)) `database` `rest-api` `mcp` `integration`
    • mysql_mcp_server_pro - Advanced MySQL MCP Server supporting SSE, STDIO, role-based permissions, exception analysis, and extensible developer tools. ([Read more](/details/mysql_mcp_server_pro.md)) `mcp` `mysql` `database` `developer-tools`
    • database-server-manpreet2000 - A Model Context Protocol server for MongoDB, enabling LLMs to query, insert, delete, and aggregate documents via natural language—demonstrating MCP server database integration. ([Read more](/details/database-server-manpreet2000.md)) `mcp` `database` `mongodb` `natural-language`
    • Dbs - A Model Context Protocol (MCP) implementation for connecting to and working with various database systems, serving as a versatile MCP server. ([Read more](/details/dbs.md)) `mcp` `database` `multi-database` `integration`
    • Firestore Advanced Mcp - A Model Context Protocol server enabling LLMs like Claude to perform comprehensive interactions with Firebase Firestore databases, including CRUD operations and advanced features. ([Read more](/details/firestore-advanced-mcp.md)) `database` `firebase` `crud` `mcp`
    • victoriametrics-mcp-server - An MCP server for interacting with VictoriaMetrics time-series database via the Model Context Protocol. ([Read more](/details/victoriametrics-mcp-server.md)) `mcp` `victoriametrics` `time-series` `database` `metrics`
    • mcp-sqlite - A Model Context Protocol (MCP) server that enables comprehensive SQLite database interaction capabilities, tailored for MCP workloads. ([Read more](/details/mcp-sqlite.md)) `mcp` `sqlite` `database` `integration`
    • dbmcp - Enables direct SQL query execution against MSSQL databases through a FastMCP-powered server with Docker containerization, making it a relevant MCP server for database interaction and analysis. ([Read more](/details/dbmcp.md)) `mcp` `database` `sql-server` `docker` `fastmcp`
    • airtable-server - Provides read and write access to Airtable databases via an MCP server, offering a simple and effective database integration for MCP applications. ([Read more](/details/airtable-server.md)) `airtable` `database` `integration` `mcp`
    • azure-mcp-server - An MCP server that integrates with Azure Blob Storage and Cosmos DB for secure cloud data resource management, manipulation, and querying. A practical example of an MCP server. ([Read more](/details/azure-mcp-server.md)) `mcp` `azure` `cloud-storage` `database`
    • BigQuery MCP Bridge - The official MCP bridge for Google BigQuery, enabling petabyte-scale analytics and integration with other MCP servers for advanced querying and automation. ([Read more](/details/bigquery-mcp-bridge.md)) `mcp` `bigquery` `database` `integration`
    • clickhouse-mcp-server - An MCP server that integrates with ClickHouse databases, enabling data analysis, querying, and exploration for large-scale analytical workloads. Directly relevant as a specialized MCP server for ClickHouse. ([Read more](/details/clickhouse-mcp-server.md)) `mcp` `clickhouse` `database` `data-analysis`
    • Clickzetta Server - An MCP server bridging to ClickZetta databases for executing SQL queries, exploring schema information, and documenting insights via natural language interaction. ([Read more](/details/clickzetta-server.md)) `mcp` `database` `sql` `natural-language`
    • Database MCP Server - A unified MCP server interface for connecting to multiple databases (SQLite, PostgreSQL, MySQL/MariaDB, SQL Server), supporting connection management, query execution, and schema manipulation. ([Read more](/details/database-mcp-server.md)) `database` `integration` `mcp` `open-source`
    • Email MCP Server - Email MCP server supports integration with multiple email providers and enables AI-powered email operations via the Model Context Protocol. ([Read more](/details/email-mcp-server.md)) `email` `messaging` `ai-integration` `open-source`
    • Falkordb MCP Server - Allows AI models to query and interact with FalkorDB graph databases through the Model Context Protocol (MCP) specification. Enables natural language queries and analysis of knowledge graphs and recommendation systems via MCP. ([Read more](/details/falkordb-mcp-server.md)) `falkordb` `graph-database` `ai-integration` `mcp`
    • Gel Server - A TypeScript-based MCP server enabling LLM agents to interact with Gel databases through natural language, featuring tools for learning schemas, validating, and executing EdgeQL queries. Demonstrates the application of MCP server architecture for database interaction. `typescript` `database` `edgeql` `mcp` `ai-integration`
    • hana-server - An MCP server bridging SAP HANA Cloud databases with machine learning workflows, providing model management and standardized communication for AI. ([Read more](/details/hana-server.md)) `mcp` `hana` `database` `ai-integration`
    • Hasura MCP - An MCP server enabling AI interaction with Hasura GraphQL endpoints for schema discovery, data querying, and database operations. Directly relevant as an MCP server. ([Read more](/details/hasura-mcp.md)) `hasura` `graphql` `database` `ai-integration`
    • K2view MCP Server - A high-performance MCP server designed for real-time, secure delivery of multi-source enterprise data to LLMs, supporting granular data privacy, virtualization, and cloud/on-prem deployments. ([Read more](/details/k2view-mcp-server.md)) `enterprise` `real-time` `data-virtualization` `privacy`
    • MCP Klaudium - An enhanced MCP memory server with dynamic compression, context management, and thinking process integration, showcasing innovative MCP server features. ([Read more](/details/mcp-klaudium.md)) `memory` `compression` `context-management` `innovation`
    • mcp-mongo - A Model Context Protocol server that enables LLMs to interact directly with MongoDB databases via MCP. ([Read more](/details/mcp-mongo.md)) `mcp` `mongodb` `database` `ai-integration`
    • MCP-Pinecone Hybrid - An MCP server integrating Pinecone for advanced vector management, offering features like automatic namespace partitioning, metadata-aware chunking, and cost-optimized upserts for high-performance data recall. ([Read more](/details/mcp-pinecone-hybrid.md)) `pinecone` `vector-database` `mcp` `ai-integration`
    • mcp-postgresql - An MCP server enabling natural language querying, schema exploration, and data analysis for PostgreSQL databases. Useful for AI-driven database management and analytics within development projects. ([Read more](/details/mcp-postgresql.md)) `mcp` `postgresql` `database` `ai-integration`
    • mcp-server-jdbc - An MCP server for generic DBMS connectivity via the Java Database Connectivity (JDBC) protocol. ([Read more](/details/mcp-server-jdbc.md)) `mcp` `database` `jdbc` `java` `integration`
    • mcp-server-mysql - A NodeJS-based MCP server for MySQL database integration with configurable access controls and schema inspection. ([Read more](/details/mcp-server-mysql.md)) `mcp` `mysql` `database` `nodejs`
    • MongoDB - An MCP server implementation for MongoDB, facilitating direct interaction and management via Model Context Protocol. ([Read more](/details/mongodb.md)) `mongodb` `database` `mcp` `open-source`
    • MongoDB Atlas MCP Adapter - A community-supported MCP adapter for MongoDB Atlas that maps NoSQL data to the Model Context Protocol, supporting fast, no-code sync with other MCP-enabled tools. ([Read more](/details/mongodb-atlas-mcp-adapter.md)) `mongodb` `atlas` `database` `integration` `mcp`
    • MongoDB Lens - A full-featured MCP server for MongoDB databases, allowing advanced interaction through Model Context Protocol. ([Read more](/details/mongodb-lens.md)) `mongodb` `database` `mcp` `ai-integration`
    • PostgreSQL MCP Server - Provides AI models with access to PostgreSQL databases through an MCP server, automating data management and analysis. ([Read more](/details/postgresql-mcp-server.md)) `database` `postgresql` `ai-integration` `open-source`
    • Qdrant MCP Server - The Qdrant MCP Server integrates with the Qdrant vector search engine, allowing AI agents to store and retrieve semantic information using MCP, ideal for advanced AI memory and retrieval tasks. ([Read more](/details/qdrant-mcp-server.md)) `qdrant` `vector-database` `semantic-search` `ai-integration`
    • qdrant-mcp-vector-engine - An official MCP Server for Qdrant, providing GDPR-compliant vector search and integration of AI memory with chat platforms via the Model Context Protocol. ([Read more](/details/qdrant-mcp-vector-engine.md)) `qdrant` `vector-database` `gdpr` `ai-integration` `mcp`
    • Snowflake MCP - Allows LLMs to query and retrieve data from Snowflake data warehouses via the Model Context Protocol (MCP), enabling AI-powered data analysis, report generation, and insights extraction directly from Snowflake. ([Read more](/details/snowflake-mcp.md)) `snowflake` `database` `ai-integration` `mcp`
    • Vectara MCP Server - A commercial MCP server offering semantic search and retrieval-augmented generation (RAG) for LLMs, with support for relevance-ranked context delivery and open-source reference implementation. ([Read more](/details/vectara-mcp-server.md)) `semantic-search` `rag` `ai-integration` `open-source`
    • waha-api-mcp-server - waha-api-mcp-server integrates WhatsApp unofficial API capabilities with MCP server implementation, enabling AI assistants to interact with WhatsApp messaging through the protocol. ([Read more](/details/waha-api-mcp-server.md)) `whatsapp` `messaging` `api-integration` `open-source`
    • Vectorize MCP Server - Vectorize MCP Server enables semantic search and retrieval using natural language queries, optimized for performance on large-scale vector data sets. It supports customizable parameters like result counts and integrates Approximate Nearest Neighbors algorithms for efficient similarity matching. Highly relevant as a specialized MCP server for vector operations. ([Read more](/details/vectorize-mcp-server.md)) `vector-database` `semantic-search` `mcp` `open-source`

  • Testing & Debugging Tools

    • Apidog - Apidog is a collaborative API development platform that enables users to test, debug, mock, and document APIs. It is particularly relevant to MCP servers as it streamlines the process of testing API connections and managing automated workflows between MCP servers and other tools, making it easier to integrate and automate tasks across systems. ([Read more](/details/apidog.md)) `api` `testing` `debugging` `automation`
    • mcp-cli - A CLI tool for testing MCP servers, facilitating development and debugging of MCP-based integrations. ([Read more](/details/mcp-cli.md)) `cli` `testing` `debugging` `mcp` `open-source`
    • modelcontextprotocol/server-everything - A comprehensive MCP server that exercises all features of the Model Context Protocol, serving as a robust reference implementation. ([Read more](/details/modelcontextprotocolserver-everything.md)) `mcp` `reference-implementation` `testing` `examples`
    • claude-debugs-for-you - An MCP server and VS Code Extension that enables automatic debugging via breakpoints and expression evaluation across languages. It allows any LLM (e.g., Claude) to interactively debug any programming language via MCP and a VS Code Extension, providing debugging capabilities through the Model Context Protocol. ([Read more](/details/claude-debugs-for-you.md)) `mcp` `debugging` `vscode` `ai-integration`
    • Selenium MCP Server - Model Context Protocol server implementation for Selenium WebDriver enabling AI agents to control web browsers programmatically. Supports Chrome, Firefox, Edge, and Safari with natural language commands for automated testing and web scraping. ([Read more](/details/selenium-mcp-server.md)) `Browser Automation` `Testing` `Web Scraping`
    • droidmind - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation via a secure framework. ([Read more](/details/droidmind.md)) `mcp` `android` `automation` `ai-integration`
    • simulator-mcp-server - An MCP server to control iOS Simulators, allowing automation and testing workflows via MCP. ([Read more](/details/simulator-mcp-server.md)) `mcp` `ios` `simulator` `automation` `testing`
    • playwright-mcp - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages using structured accessibility snapshots. ([Read more](/details/playwright-mcp.md)) `mcp` `playwright` `browser` `automation`
    • GhidraMCP - GhidraMCP is an MCP server and plugin for Ghidra that connects the Ghidra reverse engineering suite to AI assistants via the Model Context Protocol, enabling automated binary analysis, decompilation assistance, and interactive code exploration. ([Read more](/details/ghidramcp.md)) `reverse-engineering` `debugging` `development`
    • lldb-mcp - An MCP server for LLDB that enables AI-powered binary and core file analysis, debugging, and disassembly through the Model Context Protocol. ([Read more](/details/lldb-mcp.md)) `debugging` `binary-analysis` `development`
    • octomind-mcp - An MCP Server that lets AI agents create and run fully managed Octomind end-to-end tests from your codebase or external sources. Illustrates advanced MCP Server usage for automated testing. ([Read more](/details/octomind-mcp.md)) `mcp` `octomind` `testing` `automation` `ai-agent`
    • currents-mcp - MCP server enabling AI agents to fix Playwright test failures reported to Currents, integrating CI/CD test management with MCP. ([Read more](/details/currents-mcp.md)) `mcp` `testing` `ci/cd` `ai-agent`
    • mcp-log-proxy - A proxy MCP server offering a web UI to visualize and monitor the entire message flow of the MCP protocol, aiding in debugging and development. ([Read more](/details/mcp-log-proxy.md)) `mcp` `proxy` `debugging` `monitoring`
    • Semgrep MCP Server - Code analysis MCP server at `https://mcp.semgrep.ai/sse` exposing Semgrep’s static analysis and security scanning capabilities as an open MCP service. ([Read more](/details/semgrep-mcp-server.md)) `code-analysis` `security` `testing`
    • Frida Mcp - Enables dynamic instrumentation of mobile and desktop applications through the Frida toolkit, providing process management and debugging via MCP. A technical example of extending MCP servers for application analysis. ([Read more](/details/frida-mcp.md)) `debugging` `instrumentation` `mcp` `frida`
    • mcp-server-simulator-ios-idb - MCP server enabling LLMs to interact with iOS simulators via natural language commands, supporting iPhone and iPad devices. ([Read more](/details/mcp-server-simulator-ios-idb.md)) `mcp` `ios` `simulator` `ai-integration`
    • A11y Mcp - An MCP server for performing automated accessibility audits on webpages using axe-core, facilitating AI-powered accessibility improvements through agentic loops, and exemplifying MCP servers for web auditing tasks. ([Read more](/details/a11y-mcp.md)) `mcp` `accessibility` `web` `testing`
    • Puppeteer Python MCP Server - Python-based Model Context Protocol server providing browser automation via Playwright, enabling LLMs to interact with web pages, capture screenshots, execute JavaScript, and monitor console logs in real browser environments. ([Read more](/details/puppeteer-python-mcp-server.md)) `Testing` `Browser Automation` `Python`
    • jmeter-mcp-server - JMeter MCP Server for performance testing, providing integration with JMeter for automated test execution via MCP. ([Read more](/details/jmeter-mcp-server.md)) `mcp` `testing` `performance` `jmeter`
    • locust-mcp-server - Locust MCP Server for performance testing. This MCP Server enables performance and load testing scenarios using Locust, making it a valuable tool in the context of managing and benchmarking MCP Servers. ([Read more](/details/locust-mcp-server.md)) `mcp` `testing` `performance` `locust`
    • qainsights/k6-mcp-server - Grafana k6 MCP Server for performance testing, enabling integration with k6 for automated test execution. ([Read more](/details/qainsightsk6-mcp-server.md)) `mcp` `testing` `performance` `k6` `grafana`
    • radare2-mcp - An MCP server for the Radare2 disassembler providing AI agents with tools to disassemble and inspect binaries for reverse engineering tasks. ([Read more](/details/radare2-mcp.md)) `reverse-engineering` `binary-analysis` `development`
    • Dafny Mcp - Integrates with Dafny for code correctness verification via formal specification analysis—a specialized MCP server for formal methods and verification. ([Read more](/details/dafny-mcp.md)) `mcp` `verification` `formal-methods` `code-analysis`
    • Cybermcp - An MCP server providing API security testing tools, including authentication and vulnerability scanning, with detailed severity ratings and remediation—illustrating security-focused MCP server capabilities. ([Read more](/details/cybermcp.md)) `mcp` `security` `testing` `vulnerability` `api`
    • dap-mcp - An MCP server bridging debugging tools with AI systems via the Debug Adapter Protocol, enabling debugger control and enhanced workflows—showcasing developer tool integration in MCP servers. ([Read more](/details/dap-mcp.md)) `mcp` `debugging` `developer-tools` `integration`
    • Delve Mcp - Provides a complete interface to the Delve debugger for Go programs via the Model Context Protocol, enabling advanced debugging sessions and program state inspection. Directly relevant as an MCP server for Go debugging. ([Read more](/details/delve-mcp.md)) `debugging` `golang` `mcp` `open-source`
    • gdb-mcp - A GDB/MI protocol server based on MCP, providing remote debugging capabilities with AI assistants. ([Read more](/details/gdb-mcp.md)) `mcp` `gdb` `debugging` `ai-integration`
    • MCP Inspector - A tool designed for testing and debugging MCP servers, allowing developers to validate their server implementations and ensure compatibility with the MCP standard. Essential for quality assurance of awesome MCP servers. ([Read more](/details/mcp-inspector.md)) `testing` `debugging` `mcp` `quality-assurance`
    • MailGenius MCP Server - MCP Server for MailGenius, giving MCP clients access to email spam checking and deliverability testing features for email quality workflows. ([Read more](/details/mailgenius-mcp-server.md)) `email` `deliverability` `testing`
    • Mailtrap MCP Server - Mailtrap MCP Server exposes Mailtrap’s email testing and delivery platform through the MCP protocol so tools and agents can send, capture, and inspect emails in sandboxed or production environments. ([Read more](/details/mailtrap-mcp-server.md)) `email` `testing` `sandbox`
    • Gleap MCP Server - MCP Server integration for Gleap, enabling bug reporting and customer feedback data access for mobile apps and websites via MCP. ([Read more](/details/gleap-mcp-server.md)) `bug-tracking` `customer-feedback` `analytics`
    • BrowserStack MCP Server - An MCP Server that connects MCP agents to BrowserStack’s cross-browser and mobile testing platform, enabling automated testing workflows via MCP. ([Read more](/details/browserstack-mcp-server.md)) `testing` `browser` `automation`
    • Code Climate MCP Server - MCP Server for Code Climate, providing access to code quality and analytics data through the MCP ecosystem. ([Read more](/details/code-climate-mcp-server.md)) `code-quality` `analytics` `development`
    • Error MCP Server - An MCP Server on Pipedream that lets you deliberately throw and surface errors within workflows, useful for testing error handling, debugging, and failure scenarios in MCP-integrated automations. ([Read more](/details/error-mcp-server.md)) `testing` `debugging` `workflow`
    • PractiTest MCP Server - An MCP Server integration for PractiTest, enabling AI agents or MCP-compatible clients to interact programmatically with PractiTest’s test management platform to help organizations create, deploy, and run software with confidence. ([Read more](/details/practitest-mcp-server.md)) `test-management` `qa` `workflow`
    • Testmo MCP Server - An MCP server for Testmo that connects AI agents with unified test management capabilities across manual, exploratory, and automated tests with integrations to common DevOps tools. ([Read more](/details/testmo-mcp-server.md)) `testing` `test-management` `devops`
    • TestMonitor MCP Server - An MCP server for TestMonitor enabling AI-driven interaction with functional, user, and acceptance test management workflows. ([Read more](/details/testmonitor-mcp-server.md)) `test-management` `quality-assurance` `testing`
    • Mx Toolbox MCP Server - An MCP Server that exposes MxToolbox’s DNS, email, and network diagnostic tools to AI agents, enabling automated checks like MX lookup, blacklist checks, and DNS troubleshooting. ([Read more](/details/mx-toolbox-mcp-server.md)) `dns` `email` `troubleshooting`
    • SauceLabs MCP Server - An MCP Server for Sauce Labs that connects Model Context Protocol clients to Sauce Labs’ continuous testing cloud services. ([Read more](/details/saucelabs-mcp-server.md)) `testing` `ci/cd` `automation`
    • ScopeMaster MCP Server - An MCP Server integrating ScopeMaster so AI agents can analyze and improve software requirements and user stories using ScopeMaster’s capabilities. ([Read more](/details/scopemaster-mcp-server.md)) `requirements` `analysis` `quality-assurance`
    • Blazemeter MCP Server - An MCP Server integration for Blazemeter, allowing MCP tools to run large-scale performance tests on websites, applications, and APIs using Blazemeter’s platform. ([Read more](/details/blazemeter-mcp-server.md)) `performance-testing` `load-testing` `quality-assurance`
    • BugBug MCP Server - An MCP Server for BugBug test automation, allowing MCP clients to trigger and manage browser testing workflows via the Model Context Protocol. ([Read more](/details/bugbug-mcp-server.md)) `testing` `browser` `automation`
    • Codacy MCP Server - An MCP Server for Codacy, providing MCP-compatible access to Codacy’s DevOps intelligence and code quality metrics for automation and analysis workflows. ([Read more](/details/codacy-mcp-server.md)) `code-quality` `devops` `analytics`
    • Diffy MCP Server - An MCP Server for Diffy, enabling screenshot-based visual regression testing and design consistency checks through MCP-compatible automation pipelines. ([Read more](/details/diffy-mcp-server.md)) `visual-regression` `testing` `screenshot`
    • Headless Testing MCP Server - An MCP Server supporting headless browser testing with Puppeteer and Playwright in the cloud, orchestrated via Pipedream workflows. ([Read more](/details/headless-testing-mcp-server.md)) `browser` `testing` `automation`
    • LambdaTest MCP Server - An MCP Server for LambdaTest, integrating its AI-augmented unified test orchestration and execution cloud into MCP workflows for automated cross-browser and cross-platform testing. ([Read more](/details/lambdatest-mcp-server.md)) `testing` `cross-browser` `automation`
    • Tricentis qTest MCP Server - MCP Server integration for Tricentis qTest, providing MCP tools with access to scalable test management, operations, and analytics across the software development lifecycle. ([Read more](/details/tricentis-qtest-mcp-server.md)) `test-management` `analytics` `quality-assurance`
    • GhidrAssistMCP - A native MCP server for Ghidra featuring GUI configuration, logging, and a large set of tools to let LLMs interact with and analyze binaries in Ghidra. ([Read more](/details/ghidrassistmcp.md)) `reverse-engineering` `binary-analysis` `ghidra`
    • mcp-rubber-duck - mcp-rubber-duck is an MCP server that connects to multiple OpenAI-compatible LLMs, providing an AI "rubber duck" debugging panel. It enables explanation, discussion, and reasoning about code through MCP for coding assistants. ([Read more](/details/mcp-rubber-duck.md)) `debugging` `openai` `ai-assistant`
    • storybookjs/mcp - An MCP server from the Storybook team that helps AI agents automatically write and test stories for your UI components, integrating Model Context Protocol with Storybook-driven UI development workflows. ([Read more](/details/storybookjsmcp.md)) `testing` `ui` `development`
    • web-eval-agent - An MCP server that autonomously debugs web applications using browser-use style agents, executing evaluation and diagnostic flows in a browser. ([Read more](/details/web-eval-agent.md)) `debugging` `browser` `automation`
    • Amazon SageMaker Unified Studio MCP for Spark Troubleshooting and Code Recommendation - MCP server that integrates with Amazon SageMaker Unified Studio to provide Apache Spark troubleshooting and real-time code recommendations for error and workload analysis on AWS Glue and EMR deployments. ([Read more](/details/amazon-sagemaker-unified-studio-mcp-for-spark-troubleshooting-and-code-recommendation.md)) `aws` `debugging` `spark`
    • mcp-server-playwright - An MCP server package that exposes Playwright browser automation and testing capabilities as MCP tools, allowing editors like VS Code to run Playwright commands via the Model Context Protocol within a development environment or dev container. ([Read more](/details/mcp-server-playwright.md)) `playwright` `browser-automation` `testing`
    • Synthetic Data MCP Server - An MCP server for generating realistic synthetic test data to support development and machine learning experimentation via MCP. ([Read more](/details/synthetic-data-mcp-server.md)) `synthetic-data` `testing` `ml`
    • dap-mcp - An MCP server bridging debugging tools with AI systems via the Debug Adapter Protocol, enabling debugger control and enhanced workflows—showcasing developer tool integration in MCP servers. ([Read more](/details/dap-mcp.md)) `mcp` `Debugging` `Developer Tools` `Integration`

  • Blockchain & Crypto MCP Servers

    • Akash Network - Akash Network is a decentralized MCP server solution for hosting open-source analytics tools, live demos, and contributor environments. It offers transparent pricing, blockchain auditability, and community-powered deployments, distinguishing itself in the MCP ecosystem. ([Read more](/details/akash-network.md)) `decentralized` `blockchain` `open-source` `community-powered`
    • coinmarket-mcp-server - An MCP server offering Coinmarket API integration, enabling AI agents to fetch cryptocurrency listings and real-time quotes via Model Context Protocol. ([Read more](/details/coinmarket-mcp-server.md)) `mcp` `api-integration` `market-data` `crypto`
    • coincap-mcp - Real-time cryptocurrency market data integration MCP server using CoinCap's public API. ([Read more](/details/coincap-mcp.md)) `mcp` `cryptocurrency` `market-data` `real-time` `api-integration`
    • evm-mcp-server - Comprehensive blockchain services MCP server supporting 30+ EVM networks, including native tokens, ERC20, NFTs, smart contracts, and ENS resolution. ([Read more](/details/evm-mcp-server.md)) `blockchain` `evm` `smart-contracts` `nft` `mcp`
    • flow-server - A Model Context Protocol server that enables AI assistants to access Flow blockchain data and perform blockchain operations through standardized MCP endpoints. ([Read more](/details/flow-server.md)) `mcp` `blockchain` `flow` `ai-assistant` `data-access`
    • heurist-mesh-mcp-server - Heurist Mesh MCP server provides specialized web3 AI agents for blockchain analysis, smart contract audit, DeFi analysis, NFT valuation, and transaction monitoring via Model Context Protocol. ([Read more](/details/heurist-mesh-mcp-server.md)) `blockchain` `web3` `ai-integration` `open-source`
    • nostr-mcp - A Nostr MCP server enabling interaction with the Nostr protocol, including posting notes and more, as part of the best MCP server solutions. ([Read more](/details/nostr-mcp.md)) `mcp` `nostr` `blockchain` `open-source` `messaging`
    • base-mcp - An MCP Server that allows Claude to interact with the Base blockchain and Coinbase API for cryptocurrency operations such as wallet management, fund transfers, and smart contract deployments. ([Read more](/details/base-mcp.md)) `mcp` `blockchain` `coinbase` `wallet-management` `smart-contracts`
    • cryptopanic-mcp-server - An MCP server providing the latest cryptocurrency news to AI agents, powered by CryptoPanic. ([Read more](/details/cryptopanic-mcp-server.md)) `mcp` `crypto` `news` `ai-integration`
    • whale-tracker-mcp - A MCP server for tracking cryptocurrency whale transactions. ([Read more](/details/whale-tracker-mcp.md)) `mcp` `crypto` `blockchain` `tracking` `real-time`
    • crypto-feargreed-mcp - An MCP server that provides real-time and historical Crypto Fear & Greed Index data, making it a valuable resource for MCP ecosystem users needing market sentiment insights via standardized server protocols. `mcp` `crypto` `market-data` `real-time` `open-source`
    • dune-analytics-mcp - A Model Context Protocol server bridging Dune Analytics data to AI agents for advanced blockchain analytics. ([Read more](/details/dune-analytics-mcp.md)) `dune-analytics` `blockchain` `analytics` `ai-integration`
    • pancakeswap-poolspy-mcp - An MCP server that monitors newly created pools on Pancake Swap for AI agents. `pancakeswap` `blockchain` `monitoring` `mcp`
    • uniswap-poolspy-mcp - An MCP server that tracks newly created liquidity pools on Uniswap across multiple blockchains. ([Read more](/details/uniswap-poolspy-mcp.md)) `uniswap` `blockchain` `monitoring` `mcp`
    • uniswap-trader-mcp - An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains. ([Read more](/details/uniswap-trader-mcp.md)) `mcp` `uniswap` `blockchain` `trading` `ai-agent`
    • token-minter-mcp - An MCP server that provides tools for AI agents to mint ERC-20 tokens across multiple blockchains. ([Read more](/details/token-minter-mcp.md)) `blockchain` `erc20` `token-minting` `mcp`
    • thegraph-mcp - An MCP server powering AI agents with indexed blockchain data from The Graph protocol. ([Read more](/details/thegraph-mcp.md)) `mcp` `blockchain` `thegraph` `data-access` `ai-integration`
    • bitcoin-mcp - Facilitates interaction with the Bitcoin network via the Model Context Protocol, enabling key generation, address validation, transaction decoding, and blockchain data retrieval. A strong example of an MCP server. ([Read more](/details/bitcoin-mcp.md)) `mcp` `bitcoin` `blockchain` `open-source`
    • starknet-mcp-server - MCP server for integrating with the Starknet blockchain, supporting native tokens, smart contracts, and StarknetID resolution. ([Read more](/details/starknet-mcp-server.md)) `blockchain` `starknet` `smart-contracts` `mcp`
    • mcp-server-ccxt - An MCP server built on the CCXT library, enabling access to real-time crypto market data and trading functions across 20+ exchanges for AI agents. ([Read more](/details/mcp-server-ccxt.md)) `ccxt` `crypto` `real-time` `mcp`
    • dexpaprika-mcp - A Model Context Protocol (MCP) server that provides real-time cryptocurrency market data across multiple blockchain networks, including DEX listings, liquidity pools, token details, and price analytics without requiring API keys. Directly relevant as an example of an MCP server. ([Read more](/details/dexpaprika-mcp.md)) `cryptocurrency` `market-data` `real-time` `multi-chain`
    • mcp (BitteProtocol) - Bitte Protocol's MCP server enables AI agents to run on several blockchains, facilitating multi-chain applications via Model Context Protocol. ([Read more](/details/mcp-bitteprotocol.md)) `blockchain` `multi-chain` `ai-integration` `mcp`
    • crypto-sentiment-mcp - Delivers real-time cryptocurrency sentiment analysis by leveraging Santiment's data, allowing traders and applications to access sentiment metrics and trending topics through an MCP server interface. ([Read more](/details/crypto-sentiment-mcp.md)) `mcp` `crypto` `sentiment-analysis` `real-time`
    • coin-mcp-server - An MCP server using Bitget API to fetch cryptocurrency prices. ([Read more](/details/coin-mcp-server.md)) `mcp` `crypto` `market-data` `api-integration`
    • crypto-indicators-mcp - An MCP server delivering real-time technical analysis indicators and trading signals for cryptocurrency markets, useful for MCP-based quantitative strategy development and trading automation. ([Read more](/details/crypto-indicators-mcp.md)) `mcp` `crypto` `market-data` `real-time` `trading`
    • freqtrade-mcp - An MCP server that integrates with the Freqtrade cryptocurrency trading bot, extending MCP with automated trading capabilities. Highly relevant as an example of an MCP server for crypto trading. ([Read more](/details/freqtrade-mcp.md)) `crypto` `trading` `automation` `mcp`
    • jupiter-mcp - An MCP server for executing token swaps on the Solana blockchain using Jupiter's Ultra API, empowering AI agent trading strategies. ([Read more](/details/jupiter-mcp.md)) `mcp` `solana` `blockchain` `trading` `ai-agent`
    • rug-check-mcp - An MCP server that detects potential risks in Solana meme tokens, assisting AI agents in risk assessment. `solana` `risk-analysis` `blockchain` `ai-integration`
    • nwc-mcp-server - An MCP server integrating Bitcoin Lightning wallets using Nostr Wallet Connect, supporting AI agent interactions with Lightning payments. ([Read more](/details/nwc-mcp-server.md)) `bitcoin` `lightning` `nostr` `mcp`
    • token-revoke-mcp - An MCP server for checking and revoking ERC-20 token allowances across multiple blockchains. ([Read more](/details/token-revoke-mcp.md)) `blockchain` `erc20` `token-management` `mcp`
    • bicscan-mcp - An MCP server that provides risk scoring and asset holding analysis for EVM blockchain addresses, including EOAs, contracts, ENS, and domains. ([Read more](/details/bicscan-mcp.md)) `evm` `blockchain` `risk-analysis` `open-source`
    • onchain-mcp - Bankless Onchain MCP server provides API access for interacting with smart contracts and querying blockchain transaction and token data via Model Context Protocol. ([Read more](/details/onchain-mcp.md)) `blockchain` `smart-contracts` `api-integration` `mcp`
    • crypto-trader-mcp-claudedesktop - An MCP tool providing cryptocurrency market data using the CoinGecko API. ([Read more](/details/crypto-trader-mcp-claudedesktop.md)) `cryptocurrency` `market-data` `api-integration` `mcp`
    • codex-mcp - Codex MCP server integrates Codex API to provide real-time, enriched blockchain and market data across 60+ networks for AI agents using Model Context Protocol. ([Read more](/details/codex-mcp.md)) `mcp` `blockchain` `market-data` `real-time`
    • beeper-mcp - An MCP server for interacting with Binance Smart Chain (BSC), supporting token transfers, swaps, and reward claims for AI agents. ([Read more](/details/beeper-mcp.md)) `mcp` `blockchain` `binance` `crypto`
    • janswist/mcp-dexscreener - MCP server for real-time on-chain market prices using the Dexscreener API. ([Read more](/details/janswistmcp-dexscreener.md)) `dexscreener` `market-data` `blockchain` `real-time`
    • crypto-portfolio-mcp - An MCP server for tracking and managing cryptocurrency portfolio allocations, designed for integration with AI agents. ([Read more](/details/crypto-portfolio-mcp.md)) `mcp` `crypto` `portfolio-management` `ai-integration`
    • wowinter13/solscan-mcp - An MCP tool for querying Solana transactions with natural language via the Solscan API. ([Read more](/details/wowinter13solscan-mcp.md)) `solana` `blockchain` `natural-language` `transactions`
    • web3-mcp - An MCP server implementation that wraps the Ankr Advanced API, providing access to blockchain data (NFTs, tokens) across multiple chains including Ethereum, BSC, Polygon, and Avalanche. ([Read more](/details/web3-mcp.md)) `blockchain` `web3` `nft` `multi-chain` `mcp`
    • armor-crypto-mcp - A comprehensive MCP interface for multiple blockchains, supporting staking, DeFi, swaps, bridging, wallet management, and more for AI agents. ([Read more](/details/armor-crypto-mcp.md)) `mcp` `blockchain` `crypto` `wallet-management` `open-source`
    • solana-mcp-kit - A specialized MCP SDK for integrating Solana blockchain with MCP servers, enabling AI assistants to interact with the Solana ecosystem through MCP protocol. ([Read more](/details/solana-mcp-kit.md)) `solana` `blockchain` `ai-integration` `sdk`
    • crypto-whitepapers-mcp - An MCP server serving as a structured knowledge base of crypto whitepapers for AI agents. ([Read more](/details/crypto-whitepapers-mcp.md)) `mcp` `crypto` `knowledge-base` `documentation`
    • metatrader-mcp-server - A Model Context Protocol server enabling AI LLMs to execute trades and interact with the MetaTrader 5 platform. ([Read more](/details/metatrader-mcp-server.md)) `trading` `metatrader` `mcp` `ai-integration`
    • Awesome Solana MCP - An MCP server enabling interaction with the Solana blockchain, allowing retrieval of validator info, fee estimations, transaction histories, and management of digital assets via Claude assistants. ([Read more](/details/awesome-solana-mcp.md)) `solana` `blockchain` `mcp` `open-source`
    • CCXT MCP - An MCP server that enables AI models to interact with over 100 cryptocurrency exchanges via the Model Context Protocol, providing trading capabilities and access to exchange APIs. ([Read more](/details/ccxt-mcp.md)) `ccxt` `crypto` `trading` `api-integration`
    • alchemy-mcp-server - An MCP server by Alchemy that enables AI agents to interact with Alchemy's blockchain APIs, directly supporting AI-driven blockchain operations via Model Context Protocol. ([Read more](/details/alchemy-mcp-server.md)) `blockchain` `alchemy` `api-integration` `mcp`
    • crypto-news-mcp - An MCP server supplying real-time cryptocurrency news sourced from NewsData, designed for seamless integration with AI agents and applications relying on MCP protocols. ([Read more](/details/crypto-news-mcp.md)) `mcp` `crypto` `news` `real-time` `open-source`
    • blockbeats-mcp - An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents. Demonstrates an MCP server implementation for media and news delivery. ([Read more](/details/blockbeats-mcp.md)) `blockchain` `news` `media` `ai-integration`
    • crypto-rss-mcp - An MCP server aggregating real-time cryptocurrency news from multiple RSS feeds for AI-driven workflows. ([Read more](/details/crypto-rss-mcp.md)) `mcp` `crypto` `news` `rss` `real-time`
    • etf-flow-mcp - An MCP server delivering crypto ETF flow data for enhanced decision-making by AI agents. `mcp` `crypto` `etf` `market-data` `ai-agent`
    • Algorand MCP - A comprehensive MCP server providing robust tools and resource accessibility for interacting with the Algorand blockchain. It enables account creation, asset management, smart contract deployment, and transaction execution through a TypeScript-based implementation, making it directly relevant as a top MCP server solution. ([Read more](/details/algorand-mcp.md)) `blockchain` `algorand` `typescript` `asset-management`
    • 100ms-spl-token-sniper-mcp - An MCP server enabling high-speed trading of Solana blockchain tokens by monitoring Raydium AMM pools and Serum markets with sub-second execution, demonstrating advanced MCP server capabilities for real-time blockchain applications. ([Read more](/details/100ms-spl-token-sniper-mcp.md)) `solana` `blockchain` `trading` `real-time` `mcp`
    • Agentipy Mcp - Enables interaction with the Solana blockchain using the AgentiPy framework, allowing MCP server-based blockchain operations like querying account data and sending transactions. ([Read more](/details/agentipy-mcp.md)) `mcp` `blockchain` `solana` `integration`
    • Algorand - Comprehensive MCP server for interacting with the Algorand blockchain, supporting over 40 tooling interactions and resource access. ([Read more](/details/algorand.md)) `algorand` `blockchain` `resource-access` `mcp` `open-source`
    • bridge-rates-mcp - An MCP server providing real-time cross-chain bridge rates and optimal transfer routes for onchain AI agents. ([Read more](/details/bridge-rates-mcp.md)) `mcp` `blockchain` `real-time` `crypto` `ai-agent`
    • Cg MCP - A real-time cryptocurrency data MCP server built on Node.js Express, interfacing with CoinGecko's API and managing API endpoint switching. Highlights MCP integration for financial data. ([Read more](/details/cg-mcp.md)) `mcp` `crypto` `market-data` `real-time`
    • chainlink-feeds-mcp - An MCP server granting real-time access to Chainlink's decentralized price feeds for AI agents. ([Read more](/details/chainlink-feeds-mcp.md)) `chainlink` `price-feeds` `real-time` `blockchain`
    • crypto-trending-mcp - An MCP server that tracks the latest trending tokens on CoinGecko for AI-powered analysis. ([Read more](/details/crypto-trending-mcp.md)) `mcp` `crypto` `market-data` `real-time`
    • defi-yields-mcp - An MCP server enabling AI agents to explore DeFi yield opportunities across multiple platforms. ([Read more](/details/defi-yields-mcp.md)) `defi` `yield-farming` `blockchain` `ai-integration`
    • evm-server - A Model Context Protocol server that enables AI agents to interact with over 30 Ethereum-compatible blockchain networks for token transfers, contract interactions, and ENS resolution. ([Read more](/details/evm-server.md)) `blockchain` `evm` `ethereum` `mcp`
    • funding-rates-mcp - An MCP server providing real-time funding rate data across major crypto exchanges to AI agents. ([Read more](/details/funding-rates-mcp.md)) `mcp` `crypto` `real-time` `market-data` `ai-agent`
    • Heurist Mesh Server - An MCP server that connects AI systems to Web3 and blockchain tools for cryptocurrency research and token verification, supporting a range of Web3 APIs. Directly relevant as a specialized MCP server. ([Read more](/details/heurist-mesh-server.md)) `blockchain` `web3` `cryptocurrency` `mcp` `api-integration`
    • okx-mcp-server - The OKX MCP server is an open-source demo that delivers crypto and market data through MCP, useful for LLMs providing real-time financial analytics and advice. ([Read more](/details/okx-mcp-server.md)) `mcp` `crypto` `market-data` `real-time`
    • xrpl-mcp-server - MCP server for the XRP Ledger, providing access to account information, transaction history, and network data. ([Read more](/details/xrpl-mcp-server.md)) `blockchain` `xrp` `ledger` `open-source`

  • Database & Messaging Mcp Servers

    • Turso MCP Server - Built-in Model Context Protocol server in Turso CLI for edge-hosted SQLite databases built on LibSQL. Enables AI assistants to interact with databases deployed everywhere—on servers, in browsers, on devices—with embedded replicas for ultra-low latency. ([Read more](/details/turso-mcp-server.md)) `Sqlite` `Edge Database` `Libsql`
    • Couchbase MCP Server - Model Context Protocol server for Couchbase, an award-winning distributed NoSQL cloud database offering vector search for GenAI-ready applications. Delivers hyperscale vector indexing at billion-scale with 350+ times faster performance than MongoDB. ([Read more](/details/couchbase-mcp-server.md)) `Nosql` `Vector Search` `Cloud Native`
    • MariaDB MCP Server - A Python-based MCP server that provides MariaDB database integration with configurable access controls, enabling secure querying and schema interaction via the Model Context Protocol. ([Read more](/details/mariadb-mcp-server.md)) `database` `sql` `mariadb`
    • MSSQL-MCP - An MSSQL MCP server adapted from the official SQLite MCP implementation to support Microsoft SQL Server, exposing database operations over the Model Context Protocol. ([Read more](/details/mssql-mcp.md)) `sql-server` `database` `query`
    • Hologres MCP Server - An MCP server that connects to Alibaba Cloud Hologres instances, enabling AI agents to access table metadata and run analytical queries. ([Read more](/details/hologres-mcp-server.md)) `analytics` `database` `alibaba-cloud`
    • StarRocks MCP Server - An MCP server for StarRocks that enables LLMs to query and interact with StarRocks analytical database instances via the Model Context Protocol. ([Read more](/details/starrocks-mcp-server.md)) `database` `analytics` `sql`
    • OceanBase MCP Server - An MCP server enabling secure interaction with OceanBase databases, exposing database operations safely to MCP-enabled clients. ([Read more](/details/oceanbase-mcp-server.md)) `database` `sql` `enterprise`
    • SQLite MCP Server - An MCP server for SQLite databases that enables database interaction and basic business intelligence-style querying via MCP tools. ([Read more](/details/sqlite-mcp-server.md)) `sqlite` `database` `sql`
    • MongoDB MCP Server - Official MongoDB MCP server connecting MongoDB deployments to AI-powered developer tools. Enables data exploration, database operations, and context-aware code generation via natural language for Atlas, Community, and Enterprise. ([Read more](/details/mongodb-mcp-server.md)) `Database` `Nosql` `Mongodb`
    • Neon MCP Server - Official Model Context Protocol server for Neon, a serverless Postgres platform that separates compute and storage to offer autoscaling, branching, instant restore, and scale-to-zero capabilities for modern database management. ([Read more](/details/neon-mcp-server.md)) `Postgresql` `Serverless` `Database Branching`
    • PostgreSQL MCP Server Pro - Powerful PostgreSQL Model Context Protocol server redesigned from 46 individual tools to 17 intelligent consolidated tools for comprehensive database management, fully Docker-compatible for production environments. ([Read more](/details/postgresql-mcp-server-pro.md)) `Postgresql` `Database` `Sql`
    • LanceDB MCP Server - Embedded vector database MCP server providing local, zero-config vector storage and similarity search operations using LanceDB for efficient semantic search and AI-powered applications. ([Read more](/details/lancedb-mcp-server.md)) `Vector Database` `Semantic Search` `Embeddings`
    • Confluent MCP Server - An MCP Server for Confluent that connects MCP tools to Confluent’s data-in-motion platform and Kafka-based streaming capabilities. ([Read more](/details/confluent-mcp-server.md)) `kafka` `streaming` `event-driven`
    • Kafka MCP Server - An MCP Server for Apache Kafka that connects to the distributed event streaming platform for high-performance data pipelines and streaming applications. ([Read more](/details/kafka-mcp-server.md)) `kafka` `streaming` `event-driven`
    • bit.io MCP Server - An MCP Server for bit.io, providing Model Context Protocol access to bit.io’s zero‑config, shareable cloud databases. ([Read more](/details/bitio-mcp-server.md)) `database` `cloud` `sql`
    • Fauna MCP Server - An MCP Server for Fauna, the distributed serverless database, exposing Fauna’s flexible, serverless data API to Model Context Protocol clients. ([Read more](/details/fauna-mcp-server.md)) `database` `serverless` `cloud`
    • Azure SQL Database MCP Server - An MCP Server for Microsoft Azure SQL Database, allowing Model Context Protocol clients to interact with managed Azure SQL databases in the cloud. ([Read more](/details/azure-sql-database-mcp-server.md)) `sql` `azure` `database`
    • Microsoft SQL Server MCP Server - An MCP Server that connects the Model Context Protocol to Microsoft SQL Server instances on‑premises or in the cloud. ([Read more](/details/microsoft-sql-server-mcp-server.md)) `sql-server` `database` `on-premises`
    • MongoDB MCP Server - An MCP Server for MongoDB, providing Model Context Protocol access to MongoDB NoSQL databases. ([Read more](/details/mongodb-mcp-server.md)) `mongodb` `database` `data-access`
    • Nile Database MCP Server - An MCP Server for Nile Database, a PostgreSQL‑based, multi‑tenant database platform, exposing Nile capabilities via the Model Context Protocol. ([Read more](/details/nile-database-mcp-server.md)) `postgresql` `multi-tenant` `database`
    • Upstash Redis MCP Server - An MCP Server for Upstash Redis, providing Model Context Protocol connectivity to Upstash’s serverless Redis database as a service. ([Read more](/details/upstash-redis-mcp-server.md)) `redis` `key-value` `cloud`
    • Weaviate MCP Server - An MCP Server for Weaviate, the open‑source vector database, enabling vector search and retrieval operations through the Model Context Protocol. ([Read more](/details/weaviate-mcp-server.md)) `vector-database` `semantic-search` `open-source`
    • Xata MCP Server - An MCP Server for Xata, the serverless, branchable, and searchable database service, exposing Xata’s developer‑focused data APIs via the Model Context Protocol. ([Read more](/details/xata-mcp-server.md)) `database` `serverless` `searchable`
    • Data Stores MCP Server - An MCP Server exposing Pipedream Data Stores so MCP clients can persist and manage stateful key–value data across workflows and automations. ([Read more](/details/data-stores-mcp-server.md)) `key-value` `data-storage` `workflow`
    • InfluxDB Cloud MCP Server - An MCP Server for InfluxDB Cloud, exposing its serverless, scalable time series database platform on major clouds via MCP. ([Read more](/details/influxdb-cloud-mcp-server.md)) `time-series` `cloud` `database`
    • KVdb MCP Server - An MCP Server for KVdb, providing MCP access to a globally accessible key–value database designed for quick, simple integration. ([Read more](/details/kvdb-mcp-server.md)) `key-value` `database` `cloud`
    • KVstore.io MCP Server - An MCP Server integration for KVstore.io, the simplest way to store data on the internet via a key–value store accessible through MCP. ([Read more](/details/kvstoreio-mcp-server.md)) `key-value` `storage` `database`
    • Neo4j AuraDB MCP Server - An MCP Server that connects to Neo4j AuraDB, giving AI agents access to a fully managed graph database for querying and managing graph data within MCP-compatible environments. ([Read more](/details/neo4j-auradb-mcp-server.md)) `graph-database` `neo4j` `cloud`
    • RabbitMQ MCP Server - An MCP Server integrating with RabbitMQ, exposing reliable messaging and streaming broker capabilities to MCP-based applications and workflows. ([Read more](/details/rabbitmq-mcp-server.md)) `rabbitmq` `messaging` `queue`
    • InfoLobby MCP Server - An MCP Server for InfoLobby, providing access to a cloud‑hosted database platform for structured data management. ([Read more](/details/infolobby-mcp-server.md)) `database` `cloud` `data-management`
    • Claris FileMaker Server Data API MCP Server - An MCP Server for the Claris FileMaker Server Data API, exposing FileMaker databases to MCP clients so they can query and manipulate FileMaker-hosted data programmatically. ([Read more](/details/claris-filemaker-server-data-api-mcp-server.md)) `database` `data-access` `api`
    • Ragic MCP Server - A Pipedream MCP Server for Ragic, exposing Ragic’s online database and data management capabilities to MCP-based tools and automations. ([Read more](/details/ragic-mcp-server.md)) `database` `data-management` `no-code`
    • Turso MCP Server - MCP Server for Turso, exposing Turso’s libSQL-powered, production-ready SQLite-as-a-service database to MCP-aware tools and agents for data storage and querying. ([Read more](/details/turso-mcp-server.md)) `database` `sql` `cloud`
    • Neon MCP Server - An MCP server for Neon that enables MCP-based access to Neon’s serverless Postgres databases via API keys. ([Read more](/details/neon-mcp-server.md)) `postgresql` `serverless` `cloud`
    • pgmcp - pgmcp is an MCP (Model Context Protocol) server that enables natural language PostgreSQL queries with automatic streaming, read‑only safety, and broad database compatibility, making it a powerful database-focused MCP server. ([Read more](/details/pgmcp.md)) `postgresql` `database` `read-only`
    • Qdrant MCP Server for Semantic Search - Model Context Protocol server providing semantic search capabilities using local Qdrant vector database with support for multiple embedding providers including Ollama, OpenAI, Cohere, and Voyage AI for intelligent information retrieval. ([Read more](/details/qdrant-mcp-server-for-semantic-search.md)) `Vector Database` `Semantic Search` `Qdrant`
    • Baserow MCP Server - The Baserow MCP integration provides an MCP server that connects AI assistants to Baserow databases, enabling table search, listing, and full CRUD operations on rows through the Model Context Protocol. ([Read more](/details/baserow-mcp-server.md)) `database` `crud` `open-source`
    • SmartDB_MCP - A universal database MCP server that supports simultaneous connections to multiple databases and exposes tools for multi-DB operations through MCP. ([Read more](/details/smartdb_mcp.md)) `multi-database` `query` `sql`
    • Amazon Aurora DSQL MCP Server - An MCP server that provides distributed SQL capabilities with PostgreSQL compatibility for Amazon Aurora DSQL, enabling AI agents and tools to perform scalable relational data operations programmatically. ([Read more](/details/amazon-aurora-dsql-mcp-server.md)) `sql` `aurora` `aws`
    • Amazon Aurora MySQL MCP Server - An MCP server for Amazon Aurora MySQL that exposes MySQL database operations via the RDS Data API, allowing MCP-compatible clients to query and manage Aurora MySQL instances. ([Read more](/details/amazon-aurora-mysql-mcp-server.md)) `mysql` `aurora` `aws`
    • Amazon Aurora PostgreSQL MCP Server - An MCP server for Amazon Aurora PostgreSQL that provides PostgreSQL database operations via the RDS Data API, enabling structured data access and management through MCP-enabled tools. ([Read more](/details/amazon-aurora-postgresql-mcp-server.md)) `postgresql` `aurora` `aws`
    • Amazon DynamoDB MCP Server - An MCP server that provides complete DynamoDB operations and table management, allowing MCP-aware tools and agents to interact with Amazon DynamoDB programmatically. ([Read more](/details/amazon-dynamodb-mcp-server.md)) `database` `dynamodb` `aws`
    • Amazon ElastiCache / MemoryDB for Valkey MCP Server - An MCP server that integrates with Amazon ElastiCache and MemoryDB for Valkey, providing advanced data structures and caching operations through the Model Context Protocol. ([Read more](/details/amazon-elasticache-memorydb-for-valkey-mcp-server.md)) `aws` `key-value` `cache`
    • Amazon ElastiCache for Memcached MCP Server - An MCP server enabling high-speed caching operations against Amazon ElastiCache for Memcached, accessible to MCP-compatible tools and agents. ([Read more](/details/amazon-elasticache-for-memcached-mcp-server.md)) `aws` `cache` `database`
    • Amazon ElastiCache MCP Server - A generalized MCP server for complete Amazon ElastiCache operations, allowing management of caching clusters through MCP workflows. ([Read more](/details/amazon-elasticache-mcp-server.md)) `aws` `cache` `resource-management`
    • Amazon Keyspaces MCP Server - An MCP server for Amazon Keyspaces, exposing Apache Cassandra–compatible operations for keyspace and table access via the Model Context Protocol. ([Read more](/details/amazon-keyspaces-mcp-server.md)) `aws` `cassandra` `database`
    • Amazon MQ MCP Server - An MCP server for Amazon MQ that manages RabbitMQ and ActiveMQ message brokers, enabling messaging workflows to be controlled from MCP-based agents. ([Read more](/details/amazon-mq-mcp-server.md)) `messaging` `rabbitmq` `activemq`
    • Amazon Neptune MCP Server - An MCP server that provides graph database operations for Amazon Neptune with openCypher and Gremlin query support, integrating graph analytics into MCP ecosystems. ([Read more](/details/amazon-neptune-mcp-server.md)) `graph-database` `aws` `database`
    • Amazon Redshift MCP Server - An MCP server for Amazon Redshift that brings data warehousing and analytics capabilities into Model Context Protocol–based agents and workflows. ([Read more](/details/amazon-redshift-mcp-server.md)) `redshift` `data-warehouse` `analytics`
    • Amazon SNS / SQS MCP Server - MCP server for working with Amazon SNS and SQS, enabling event-driven messaging, topic and queue management, and message operations through the Model Context Protocol. ([Read more](/details/amazon-sns-sqs-mcp-server.md)) `messaging` `queue` `aws`
    • Amazon Timestream for InfluxDB MCP Server - MCP server that exposes Amazon Timestream for InfluxDB with InfluxDB-compatible operations, allowing time-series workloads to be managed and queried via MCP. ([Read more](/details/amazon-timestream-for-influxdb-mcp-server.md)) `aws` `time-series` `database`
    • Email MCP Server - Email MCP server supports integration with multiple email providers and enables AI-powered email operations via the Model Context Protocol. ([Read more](/details/email-mcp-server.md)) `email` `messaging` `ai-integration` `open-source`
    • Google BigQuery MCP Server - Google’s official MCP server for BigQuery, allowing LLM agents to run analytical SQL queries and work with datasets through the Model Context Protocol. ([Read more](/details/google-bigquery-mcp-server.md)) `bigquery` `sql` `data-warehouse`
    • Instant MCP Server - An MCP server for Instant (InstantDB) at https://mcp.instantdb.com/mcp that lets MCP clients interact with Instant’s application database services via OAuth authentication. ([Read more](/details/instant-mcp-server.md)) `database` `app-development`
    • Prisma Postgres MCP Server - The Prisma Postgres MCP server that connects AI tools to Postgres databases managed via Prisma, available at https://mcp.prisma.io/mcp with OAuth2.1. ([Read more](/details/prisma-postgres-mcp-server.md)) `postgresql` `prisma` `database`
    • Oracle Autonomous AI Database MCP Server - A multi-tenant, built-in MCP server feature of Oracle Autonomous AI Database Serverless that exposes Model Context Protocol endpoints. Enables AI agents and clients to invoke tools defined with Select AI Agent while maintaining enterprise security and governance. ([Read more](/details/oracle-autonomous-ai-database-mcp-server.md)) `Enterprise` `Oracle` `Ai Database`
    • Upstash MCP Server - Serverless data platform MCP server providing low-latency Redis and Kafka integration with per-request pricing, scaling to zero when not in use, perfect for variable workload MCP implementations. ([Read more](/details/upstash-mcp-server.md)) `Serverless` `Redis` `Kafka`
    • Milvus MCP Server - Official Model Context Protocol server for Milvus vector database enabling AI assistants to search, query, and interact with vector data for semantic search and similarity matching applications. ([Read more](/details/milvus-mcp-server.md)) `Vector Database` `Semantic Search` `Embeddings`
    • PGVector MCP Server - A Model Context Protocol server providing semantic search capabilities for PostgreSQL databases using vector embeddings. Performs similarity searches, metadata filtering, and document insertion with automatic embedding generation using pgvector extension. ([Read more](/details/pgvector-mcp-server.md)) `Vector Search` `Postgresql` `Embeddings`
    • PlanetScale MCP Server - Official Model Context Protocol server for PlanetScale, a serverless MySQL database platform built on Vitess. Enables AI tools to access read-only database information, query insights, and schema management with automatic replica routing. ([Read more](/details/planetscale-mcp-server.md)) `Mysql` `Serverless` `Vitess`
    • Vector MCP Server - A unified Model Context Protocol server supporting multiple vector databases including ChromaDB, Couchbase, MongoDB, Qdrant, and PGVector. Enables hybrid search (lexical/vector) for document information and retrieval augmented generation (RAG) applications. ([Read more](/details/vector-mcp-server.md)) `Vector Search` `Multi Database` `Rag`

  • Reference Implementations & Examples

    • Claude MCP Weather Server Example - An example MCP (Machine Communication Protocol) server implemented in .NET that exposes weather forecast and alert tools, designed specifically for integration with Claude for Desktop. This server demonstrates how to build and configure an MCP server as part of the 'Awesome MCP Servers' ecosystem. ([Read more](/details/claude-mcp-weather-server-example.md)) `mcp` `weather` `reference-implementation` `dotnet` `open-source`
    • Basic Test - Node.js-based MCP server implementing JSON-RPC 2.0, allowing users to generate random US State and signature soup combinations as a fun and simple tool. ([Read more](/details/basic-test.md)) `reference-implementation` `nodejs` `json` `examples`
    • stack-chan - A JavaScript-driven M5Stack-embedded kawaii robot that includes MCP server functionality, enabling AI-controlled interactions on embedded hardware. It demonstrates how to run a Model Context Protocol server on an M5Stack-based device for conversational and robotic use cases. ([Read more](/details/stack-chan.md)) `robotics` `embedded` `example`
    • spring-ai-mcp-weather - A Java-based MCP (Model Context Protocol) server implementation for weather data, designed to be run via standard I/O. It provides weather forecast and alert information as MCP tools, suitable for integration with clients like Claude for Desktop. This project serves as a concrete example of an MCP server. ([Read more](/details/spring-ai-mcp-weather.md)) `weather` `reference-implementation` `java` `mcp` `open-source`
    • Dice - A simple MCP server enabling LLMs to roll dice, demonstrating extensibility and utility of MCP server implementations. ([Read more](/details/dice.md)) `example` `mcp` `extensible` `open-source`
    • Tavily Server - A TypeScript-based MCP server that implements a simple notes system using the Model Context Protocol, serving as a practical example of custom MCP server implementations. ([Read more](/details/tavily-server.md)) `notes` `typescript` `reference-implementation` `mcp`
    • GOAT MCP Server Examples - Model Context Protocol examples for GOAT SDK that allow executing 200+ on-chain blockchain actions (Ethereum, Solana, Base, and more) from LLMs. ([Read more](/details/goat-mcp-server-examples.md)) `blockchain` `examples` `reference-implementation`
    • kimtth/mcp-remote-call-ping-pong - An experimental and educational MCP server app for demonstrating remote MCP calls using a Ping-Pong server. ([Read more](/details/kimtthmcp-remote-call-ping-pong.md)) `mcp` `reference-implementation` `examples` `educational`
    • Hello World Server - A demonstration MCP server implementing the Model Context Protocol SDK, showcasing server-sent events and message handling. Highly relevant as a reference MCP server. ([Read more](/details/hello-world-server.md)) `reference-implementation` `example` `mcp` `sse` `tutorials`
    • Dvmcp - Damn Vulnerable MCP Server for Security Researchers. Serves as an intentionally insecure MCP server for testing and research, making it highly relevant as an example MCP server. ([Read more](/details/dvmcp.md)) `security` `testing` `example` `mcp`
    • Aistor - Official MCP server for AIStor, directly relevant as a reference implementation for MCP server capabilities. ([Read more](/details/aistor.md)) `reference-implementation` `open-source` `mcp` `examples`
    • Cat Facts MCP - An MCP server that connects to the Layer API service to provide cat facts through a stdio transport server built with the MCP SDK. Relevant as an example of a Model Context Protocol (MCP) server implementation. ([Read more](/details/cat-facts-mcp.md)) `mcp` `reference-implementation` `stdio` `example`
    • Everything - A test server implementing all features of the MCP protocol, including prompts, tools, and resources, specifically designed for MCP client testing. ([Read more](/details/everything.md)) `reference-implementation` `testing` `mcp` `example`
    • mcp-examples - A GitHub repository containing example MCP server implementations and libraries, useful as templates or starting points for building awesome MCP servers. ([Read more](/details/mcp-examples.md)) `examples` `reference` `open-source` `template`
    • starter-webflux-server - A reference implementation demonstrating how to build an MCP server with SSE transport using Spring Boot and WebFlux. It showcases the definition and registration of MCP Tools, Resources, and Prompts, serving as an example for developers building their own MCP servers. ([Read more](/details/starter-webflux-server.md)) `reference-implementation` `spring-boot` `webflux` `sse`
    • Template MCP Server - An official CLI tool and project template for quickly scaffolding a new MCP server in TypeScript, maintained by the MCP core community. It provides a ready-made baseline with stdio and HTTP transport support, using the official Model Context Protocol TypeScript SDK. Ideal for rapid prototyping and learning MCP server implementation. ([Read more](/details/template-mcp-server.md)) `typescript` `cli` `template` `reference-implementation`
    • Azure MCP Agent with LangChain.js - Serverless AI agent Model Context Protocol implementation using LangChain.js and Azure integration for intelligent burger restaurant ordering, demonstrating practical MCP integration patterns for real-world APIs. ([Read more](/details/azure-mcp-agent-with-langchainjs.md)) `Azure` `Langchain` `Serverless`
    • Everything MCP Server - A reference and test MCP server that aggregates prompts, resources, and tools, showcasing a broad range of Model Context Protocol features in a single implementation. ([Read more](/details/everything-mcp-server.md)) `reference-implementation` `examples` `tool-discovery`

  • Cloud & Devops Mcp Servers

    • Google Compute Engine MCP Server - An MCP server for Google Compute Engine that allows AI agents to manage and interact with virtual machine instances and other GCE resources programmatically using the Model Context Protocol. ([Read more](/details/google-compute-engine-mcp-server.md)) `cloud` `server-management` `infrastructure`
    • Google Kubernetes Engine MCP Server - An MCP server exposing Google Kubernetes Engine operations, enabling LLM-based tools to inspect, manage, and troubleshoot Kubernetes clusters on GKE via the Model Context Protocol. ([Read more](/details/google-kubernetes-engine-mcp-server.md)) `kubernetes` `cloud` `infrastructure`
    • Multicluster MCP Server - An MCP server that acts as a gateway for GenAI systems to interact with multiple Kubernetes clusters, enabling management and operations across clusters via the Model Context Protocol. ([Read more](/details/multicluster-mcp-server.md)) `kubernetes` `cluster-management` `cloud-native`
    • Rquest MCP Server - An MCP server providing realistic browser-like HTTP request capabilities with accurate TLS/JA3/JA4 fingerprints, designed to bypass common anti-bot measures from within MCP workflows. ([Read more](/details/rquest-mcp-server.md)) `web-scraping` `proxy` `browser-automation`
    • awslabs/mcp - Official AWS MCP servers that provide seamless Model Context Protocol integration with a wide range of AWS services and resources, enabling AI assistants to interact with AWS infrastructure programmatically. ([Read more](/details/awslabsmcp.md)) `aws` `cloud` `infrastructure`
    • Alibaba Cloud DataWorks MCP Server - Official Model Context Protocol server for Alibaba Cloud DataWorks, a turnkey big data development and governance platform. Enables AI agents to interact with DataWorks Open API for workflow automation, data integration, quality management, and metadata operations. ([Read more](/details/alibaba-cloud-dataworks-mcp-server.md)) `Cloud` `Data Platform` `Big Data`
    • azure-mcp - The official Microsoft MCP server for Azure services, exposing Azure Storage, Cosmos DB, Azure Monitor, and related resources through the Model Context Protocol interface. ([Read more](/details/azure-mcp.md)) `azure` `cloud` `infrastructure`
    • Microsoft MCP Servers Catalog - Official catalog of Microsoft Model Context Protocol server implementations for AI-powered data access and tool integration across Azure, Microsoft 365, GitHub, and other Microsoft services. ([Read more](/details/microsoft-mcp-servers-catalog.md)) `Microsoft` `Azure` `Enterprise`
    • MCP SysOperator - Comprehensive infrastructure automation MCP server supporting Ansible, Terraform, and LocalStack for AI-assisted creation and iteration of Infrastructure as Code with support for multiple IaC tools in unified workflows. ([Read more](/details/mcp-sysoperator.md)) `Infrastructure` `Ansible` `Terraform`
    • MKP - MKP is a Model Context Protocol (MCP) server for Kubernetes that lets LLM‑powered applications and AI assistants interact with and manage Kubernetes clusters through a standardized MCP interface. ([Read more](/details/mkp.md)) `kubernetes` `devops` `cloud-native`
    • Netlify MCP Server - A Netlify MCP server that enables AI tools to interact with Netlify’s development and deployment services via https://netlify-mcp.netlify.app/mcp with OAuth2.1. ([Read more](/details/netlify-mcp-server.md)) `deployment` `hosting` `serverless`
    • Terraform MCP Server - Official HashiCorp MCP server providing seamless integration with Terraform Registry APIs and HCP Terraform for Infrastructure as Code development, enabling AI assistants to manage and operate Terraform environments. ([Read more](/details/terraform-mcp-server.md)) `Infrastructure` `Terraform` `Devops`
    • RunPod MCP Server - An MCP server for RunPod, allowing MCP clients to provision and use RunPod’s AI-focused cloud compute resources and pods. ([Read more](/details/runpod-mcp-server.md)) `cloud` `gpu` `ai-integration`
    • Mezmo MCP Server - An MCP Server for Mezmo’s observability pipeline platform, allowing MCP workflows to control, enrich, and correlate observability data across domains. ([Read more](/details/mezmo-mcp-server.md)) `observability` `logging` `devops`
    • Supabase Management API MCP Server - An MCP Server for the Supabase Management API, allowing programmatic management of Supabase organizations and projects through the Model Context Protocol. ([Read more](/details/supabase-management-api-mcp-server.md)) `supabase` `cloud` `app-management`
    • CircleCI MCP Server - An MCP Server integration for CircleCI that allows MCP clients to trigger, monitor, and manage CI/CD pipelines and workflows on the CircleCI platform. ([Read more](/details/circleci-mcp-server.md)) `ci/cd` `automation` `devops`
    • GoDaddy MCP Server - An MCP Server for integrating GoDaddy services (such as domains and hosting) into MCP workflows using Pipedream as the hosting and orchestration layer. ([Read more](/details/godaddy-mcp-server.md)) `domains` `hosting` `dns`
    • Google Workspace Admin MCP Server - An MCP server, delivered via Pipedream, that connects to Google Workspace Admin APIs so MCP-aware clients can automate directory, groups, and collaboration administration tasks. ([Read more](/details/google-workspace-admin-mcp-server.md)) `google-workspace` `admin` `automation`
    • ngrok MCP Server - An MCP Server for ngrok that connects MCP clients to ngrok’s secure tunnels and gateway services, enabling AI tools to manage tunnels and access exposed local or remote services. ([Read more](/details/ngrok-mcp-server.md)) `tunnels` `gateway` `cloud-native`
    • SimpleBackups MCP Server - An MCP server for SimpleBackups that automates backups of websites, databases, storage, and applications from within MCP-powered workflows. ([Read more](/details/simplebackups-mcp-server.md)) `backups` `automation` `cloud`
    • Alibaba Cloud MCP Server - An MCP Server integration for Alibaba Cloud services, allowing MCP clients to interact with Alibaba’s cloud computing resources. ([Read more](/details/alibaba-cloud-mcp-server.md)) `alibaba-cloud` `cloud` `infrastructure`
    • Appcircle MCP Server - An MCP Server that integrates with Appcircle to provide access to its automated mobile DevOps and CI/CD capabilities from MCP-compatible clients. ([Read more](/details/appcircle-mcp-server.md)) `ci/cd` `mobile` `devops`
    • BunnyCDN MCP Server - An MCP Server that integrates with BunnyCDN to manage and interact with its content delivery network services through MCP workflows. ([Read more](/details/bunnycdn-mcp-server.md)) `cdn` `cloud` `performance`
    • ByteNite MCP Server - An MCP Server for ByteNite, exposing its distributed computing resources for high-throughput applications within MCP-based automations. ([Read more](/details/bytenite-mcp-server.md)) `distributed-computing` `high-performance` `infrastructure`
    • Cisco Meraki MCP Server - An MCP Server that connects to Cisco Meraki’s cloud-based networking platform, providing access to wireless, switching, security, cameras, sensors, and related APIs via MCP. ([Read more](/details/cisco-meraki-mcp-server.md)) `networking` `infrastructure` `cloud`
    • Cloudflare (API key) MCP Server - An MCP Server for interacting with Cloudflare’s API using an API key, allowing MCP-based tools and workflows to manage CDN, DNS, security, and DDoS protection resources programmatically. ([Read more](/details/cloudflare-api-key-mcp-server.md)) `cloudflare` `dns` `security`
    • DigitalOcean MCP Server - An MCP Server for DigitalOcean that allows MCP workflows to manage compute, networking, and other cloud resources on the DigitalOcean developer cloud. ([Read more](/details/digitalocean-mcp-server.md)) `cloud` `infrastructure` `server-management`
    • Docker MCP Server - An MCP Server for Docker Engine that lets MCP tools manage containers, images, and other Docker engine operations programmatically. ([Read more](/details/docker-mcp-server.md)) `docker` `containers` `devops`
    • Docker Hub MCP Server - An MCP Server that connects to Docker Hub, enabling MCP-based workflows to search, pull, and manage container images from the Docker Hub registry. ([Read more](/details/docker-hub-mcp-server.md)) `containers` `registry` `devops`
    • easyDNS MCP Server - An MCP Server integration for easyDNS, providing MCP-compatible access to easyDNS DNS and domain services. ([Read more](/details/easydns-mcp-server.md)) `dns` `domains` `infrastructure`
    • Faros MCP Server - An MCP Server integration for Faros, enabling DevOps automation via a unified Faros API within MCP-compatible tools and agents. ([Read more](/details/faros-mcp-server.md)) `devops` `automation` `unified-api`
    • Fly.io MCP Server - An MCP Server for Fly.io, enabling MCP tools to manage and interact with Fly.io’s global application hosting and micro-VM infrastructure. ([Read more](/details/flyio-mcp-server.md)) `hosting` `cloud` `infrastructure`
    • Google Cloud MCP Server - An MCP Server for Google Cloud Platform, including BigQuery and other GCP services, enabling MCP-based interaction with cloud resources and data warehouses. ([Read more](/details/google-cloud-mcp-server.md)) `google-cloud` `bigquery` `cloud`
    • Google Directory MCP Server - An MCP Server for Google Directory, allowing MCP-based management of domain users, devices, and third-party applications in Google Workspace environments. ([Read more](/details/google-directory-mcp-server.md)) `directory` `google-workspace` `user-management`
    • GorillaStack MCP Server - An MCP Server integration for GorillaStack, a public cloud automation rules engine focused on operational tasks, cost optimization, and backup management for DevOps teams. ([Read more](/details/gorillastack-mcp-server.md)) `automation` `cost-optimization` `cloud`
    • Heroku MCP Server - An MCP Server integration for Heroku, enabling interaction with Heroku’s cloud infrastructure services through the MCP protocol. ([Read more](/details/heroku-mcp-server.md)) `cloud` `hosting` `deployment`
    • Koyeb MCP Server - An MCP Server integration for Koyeb, enabling MCP-driven interactions with its cloud-based application deployment platform. ([Read more](/details/koyeb-mcp-server.md)) `cloud` `deployment` `infrastructure`
    • Namecheap MCP Server - An MCP Server for interacting with Namecheap services, enabling programmatic management of domains, DNS, and related hosting features through MCP-aware tools and agents. ([Read more](/details/namecheap-mcp-server.md)) `dns` `domains` `hosting`
    • Northflank MCP Server - An MCP Server for Northflank’s developer platform, giving AI agents the ability to interact with deployments, services, and workloads managed on Northflank through MCP. ([Read more](/details/northflank-mcp-server.md)) `deployment` `containers` `ci/cd`
    • Octopus Deploy MCP Server - An MCP Server that connects to Octopus Deploy, enabling AI agents to trigger and manage application deployments and release automation tasks within MCP-enabled environments. ([Read more](/details/octopus-deploy-mcp-server.md)) `deployment` `ci/cd` `automation`
    • Oracle Cloud Infrastructure MCP Server - An MCP Server that interfaces with Oracle Cloud Infrastructure (OCI), enabling AI agents to manage and interact with OCI resources and cloud services programmatically through MCP. ([Read more](/details/oracle-cloud-infrastructure-mcp-server.md)) `oracle` `cloud` `infrastructure`
    • Pilvio MCP Server - An MCP Server for Pilvio’s fully automated, API-first cloud platform, allowing MCP-based tools to provision and manage Pilvio cloud resources via standardized interfaces. ([Read more](/details/pilvio-mcp-server.md)) `cloud` `infrastructure` `api-first`
    • Proxy Spider MCP Server - An MCP Server for Proxy Spider, offering rotating proxies with random and sticky ports and unlimited bandwidth for MCP-compatible applications. ([Read more](/details/proxy-spider-mcp-server.md)) `proxies` `infrastructure` `web-scraping`
    • ReisHost MCP Server - An MCP Server integration for ReisHost, enabling interaction with Ryzen-powered hosting services and management tools via MCP. ([Read more](/details/reishost-mcp-server.md)) `hosting` `infrastructure` `server-management`
    • Render MCP Server - An MCP Server for Render, allowing MCP workflows to deploy, manage, and interact with applications and websites hosted on Render’s modern cloud platform. ([Read more](/details/render-mcp-server.md)) `cloud` `deployment` `hosting`
    • Scalr MCP Server - An MCP Server integration for Scalr, enabling MCP-based access to Scalr’s remote state and operations backend for Terraform. ([Read more](/details/scalr-mcp-server.md)) `terraform` `infrastructure` `devops`
    • Tailscale MCP Server - An MCP Server for Tailscale that allows MCP clients to interact with Tailscale’s secure mesh VPN services. ([Read more](/details/tailscale-mcp-server.md)) `vpn` `networking` `security`
    • Turbot Pipes MCP Server - An MCP Server for Turbot Pipes that exposes cloud intelligence and automated security capabilities to MCP-based agents and tools. ([Read more](/details/turbot-pipes-mcp-server.md)) `cloud` `security` `observability`
    • ZeroTier MCP Server - An MCP Server that integrates with ZeroTier’s virtual networking platform so MCP-compatible tools can manage and interact with software-defined networks connecting devices, cloud VMs, and applications. ([Read more](/details/zerotier-mcp-server.md)) `networking` `software-defined` `infrastructure`
    • Zoho Catalyst MCP Server - An MCP Server for Zoho Catalyst, giving AI agents access to Zoho’s serverless, highly scalable backend platform for building and deploying applications, including usage of its compute and service APIs from MCP workflows. ([Read more](/details/zoho-catalyst-mcp-server.md)) `serverless` `backend` `application-platform`
    • Helium MCP Server - An MCP server targeting the Helium Console, providing MCP-based access to Helium’s IoT network console features and device data. ([Read more](/details/helium-mcp-server.md)) `iot` `device-management` `cloud`
    • AppDrag MCP Server - An MCP Server for AppDrag, connecting its serverless development platform to MCP agents so they can manage and orchestrate serverless resources. ([Read more](/details/appdrag-mcp-server.md)) `serverless` `cloud` `app-management`
    • AppVeyor MCP Server - An MCP Server integrating AppVeyor’s CI/CD service for Windows, Linux, and macOS, enabling MCP-based automation around build, test, and deployment pipelines. ([Read more](/details/appveyor-mcp-server.md)) `ci/cd` `cloud` `automation`
    • Appwrite MCP Server - An MCP Server for Appwrite that exposes Appwrite’s backend-as-a-service capabilities—authentication, databases, functions, storage, and messaging—to MCP-compatible clients and agents. ([Read more](/details/appwrite-mcp-server.md)) `backend` `authentication` `storage`
    • CloudBees MCP Server - An MCP Server that integrates with CloudBees’ software delivery platform, enabling MCP-based automation and governance workflows across CI/CD pipelines and DevOps processes. ([Read more](/details/cloudbees-mcp-server.md)) `ci/cd` `devops` `automation`
    • Codemagic MCP Server - An MCP Server integration for Codemagic, enabling MCP tools to orchestrate and monitor mobile-first CI/CD workflows within Codemagic pipelines. ([Read more](/details/codemagic-mcp-server.md)) `ci/cd` `mobile` `automation`
    • Dreamhost MCP Server - An MCP Server integration for DreamHost that enables MCP clients to interact with DreamHost hosting services programmatically as part of automated workflows. ([Read more](/details/dreamhost-mcp-server.md)) `hosting` `cloud` `automation`
    • Jenkins MCP Server - An MCP Server for Jenkins, enabling automation of build, deployment, and CI/CD workflows by integrating Jenkins into Pipedream. ([Read more](/details/jenkins-mcp-server.md)) `ci/cd` `automation` `devops`
    • Hookdeck MCP Server - An MCP Server for Hookdeck that exposes webhook management and observability features to MCP agents so they can reliably receive, inspect, and route webhooks. ([Read more](/details/hookdeck-mcp-server.md)) `webhooks` `observability` `queue`
    • k8s-mcp-server - A Kubernetes Model Context Protocol (MCP) server offering tools to interact with Kubernetes clusters via MCP, enabling AI-driven cluster operations. ([Read more](/details/k8s-mcp-server.md)) `kubernetes` `devops` `cluster-management`
    • kubernetes-mcp-server - A powerful Kubernetes MCP server from the containers project with extended support for OpenShift, offering CRUD operations for Kubernetes resources through the Model Context Protocol. ([Read more](/details/kubernetes-mcp-server.md)) `kubernetes` `cloud-native` `container-management`
    • Vercel MCP Handler - Official Vercel adapter for easily spinning up Model Context Protocol servers on Next.js, Nuxt, Svelte and other frameworks with optimized concurrency, dynamic scaling, and instance sharing for production deployment. ([Read more](/details/vercel-mcp-handler.md)) `Serverless` `Vercel` `Deployment`
    • AWS MCP Essential Setup - A remote, managed MCP server hosted by AWS that provides comprehensive AWS API access, up‑to‑date AWS documentation, and support for agent SOPs to manage and explore AWS resources via natural language. It includes command validation, security controls, and coverage of all AWS services for infrastructure management and operations. ([Read more](/details/aws-mcp-essential-setup.md)) `aws` `managed` `cloud`
    • Amazon Data Processing MCP Server - An MCP server providing comprehensive data processing tools and real-time pipeline visibility across AWS Glue and Amazon EMR-EC2, allowing MCP-based agents to orchestrate and monitor AWS data pipelines. ([Read more](/details/amazon-data-processing-mcp-server.md)) `aws` `data-processing` `pipelines`
    • Amazon ECS MCP Server - An MCP server for managing Amazon Elastic Container Service (ECS) resources, supporting container orchestration and ECS application deployment through MCP-compatible clients. ([Read more](/details/amazon-ecs-mcp-server.md)) `aws` `containers` `orchestration`
    • Amazon EKS MCP Server - An MCP server offering Kubernetes cluster management and application deployment on Amazon EKS, enabling MCP agents to operate Kubernetes workloads on AWS. ([Read more](/details/amazon-eks-mcp-server.md)) `aws` `kubernetes` `cluster-management`
    • Amazon SageMaker Unified Studio MCP for Spark Upgrade - MCP server offering Apache Spark upgrade and migration tooling via SageMaker Unified Studio, helping modernize Spark applications and clusters for AWS Glue and EMR using MCP interfaces. ([Read more](/details/amazon-sagemaker-unified-studio-mcp-for-spark-upgrade.md)) `aws` `spark` `migration`
    • AWS API MCP Server - Core AWS MCP server that executes AWS CLI-style operations, enabling broad interaction with AWS services and resources via the Model Context Protocol. ([Read more](/details/aws-api-mcp-server.md)) `aws` `cloud` `infrastructure`
    • AWS CDK MCP Server - MCP server focused on AWS CDK workflows, enabling infrastructure-as-code development and security compliance checks through Model Context Protocol interactions. ([Read more](/details/aws-cdk-mcp-server.md)) `aws` `infrastructure-as-code` `devops`
    • AWS Cloud Control API MCP Server - MCP server for AWS Cloud Control API that provides comprehensive AWS resource CRUDL management with integrated security scanning, exposing standardized resource operations via MCP. ([Read more](/details/aws-cloud-control-api-mcp-server.md)) `aws` `infrastructure-as-code` `resource-management`
    • AWS CloudFormation MCP Server - MCP server enabling direct Amazon CloudFormation resource management by leveraging the Cloud Control API, allowing assistants to manage stacks and resources programmatically. ([Read more](/details/aws-cloudformation-mcp-server.md)) `aws` `cloudformation` `infrastructure-as-code`
    • AWS IoT SiteWise MCP Server - An MCP server exposing AWS IoT SiteWise capabilities for industrial IoT asset management, data ingestion, monitoring, and analytics. ([Read more](/details/aws-iot-sitewise-mcp-server.md)) `iot` `industrial` `monitoring`
    • AWS MSK MCP Server - An MCP server for managing, monitoring, and optimizing Amazon MSK (Managed Streaming for Apache Kafka) clusters with recommended best practices. ([Read more](/details/aws-msk-mcp-server.md)) `aws` `kafka` `streaming`
    • AWS Pricing MCP Server - An MCP server that offers AWS pre-deployment cost estimation and optimization capabilities for conversational assistants. ([Read more](/details/aws-pricing-mcp-server.md)) `aws` `cost-optimization` `cloud`
    • AWS Serverless MCP Server - An MCP server that manages the complete AWS serverless application lifecycle using the SAM CLI for build, deploy, and operations. ([Read more](/details/aws-serverless-mcp-server.md)) `aws` `serverless` `deployment`
    • Buildkite MCP Server - An MCP server for Buildkite CI/CD at https://mcp.buildkite.com/mcp, allowing MCP-compatible agents to interact with Buildkite pipelines and builds using OAuth2.1. ([Read more](/details/buildkite-mcp-server.md)) `ci/cd` `pipelines` `automation`
    • Cloudflare Workers MCP Server - A Cloudflare Workers MCP server at https://bindings.mcp.cloudflare.com/sse that exposes Workers bindings and related Cloudflare resources to MCP-aware clients using OAuth2.1. ([Read more](/details/cloudflare-workers-mcp-server.md)) `cloudflare` `serverless` `cloud`
    • Cortex MCP Server - A Cortex MCP server at https://mcp.cortex.io/mcp that integrates Cortex’s internal developer portal with MCP tools via API key authentication. ([Read more](/details/cortex-mcp-server.md)) `developer-portal` `devops` `service-catalog`
    • Finch MCP Server - An MCP server that integrates local container building workflows with Amazon ECR, supporting containerized development and deployment via MCP. ([Read more](/details/finch-mcp-server.md)) `containers` `deployment` `aws`
    • Globalping MCP Server - The Globalping MCP server at https://mcp.globalping.dev/sse exposes Globalping’s network measurement and diagnostics services to MCP clients using OAuth2.1. ([Read more](/details/globalping-mcp-server.md)) `networking` `monitoring` `diagnostics`
    • Terraform MCP Server - An MCP server that supports Terraform workflows with integrated security scanning, enabling infrastructure-as-code deployment and validation in Model Context Protocol environments. ([Read more](/details/terraform-mcp-server.md)) `terraform` `infrastructure-as-code` `infrastructure`
    • Vercel MCP Server - Software development MCP server at `https://mcp.vercel.com/` that connects MCP agents to Vercel’s deployment and hosting platform using OAuth 2.1. ([Read more](/details/vercel-mcp-server.md)) `vercel` `hosting` `deployment`
    • Ansible MCP Server - Advanced Model Context Protocol server for Ansible automation platform, exposing utilities for managing inventories, playbooks, roles, and project workflows to enable intelligent infrastructure management through AI assistants. ([Read more](/details/ansible-mcp-server.md)) `Ansible` `Automation` `Devops`
    • Rancher MCP Server - Enterprise Kubernetes management MCP server for the Rancher ecosystem, providing multi-cluster operations, Harvester HCI management for VMs, storage, and networks, plus Fleet GitOps tooling through AI assistants. ([Read more](/details/rancher-mcp-server.md)) `Kubernetes` `Multi Cluster` `Enterprise`
    • CDK MCP Server - An MCP server focused on AWS Cloud Development Kit (CDK) workflows, enabling AI assistants to generate and refine infrastructure-as-code implementations that follow AWS best practices and use the latest APIs. ([Read more](/details/cdk-mcp-server.md)) `Aws` `Infrastructure` `Automation`
    • Cost Analysis MCP Server - An MCP server that provides cost estimation and analysis for AWS infrastructures, allowing AI assistants to answer questions about projected monthly costs, budgeting, and service-level expense breakdowns before deployment. ([Read more](/details/cost-analysis-mcp-server.md)) `cost-optimization` `Aws` `Analytics`

  • Cloud & DevOps MCP Servers

    • Aptible - A compliance-focused MCP server platform ideal for HIPAA-regulated and security-sensitive apps, offering production-ready infrastructure and robust security features. ([Read more](/details/aptible.md)) `compliance` `security` `managed` `cloud`
    • higress-mcp-server-hosting - Higress extends API Gateway functionality with WASM plugins to provide robust MCP server hosting and seamless protocol integration. ([Read more](/details/higress-mcp-server-hosting.md)) `mcp` `higress` `gateway` `wasm` `hosting`
    • weibaohui/kom - MCP multi-cluster Kubernetes management and operations server and SDK, with 50+ built-in tools for DevOps, supporting standard and CRD resources. ([Read more](/details/weibaohuikom.md)) `mcp` `kubernetes` `devops` `multi-cluster` `sdk`
    • weibaohui/k8m - MCP multi-cluster Kubernetes management server featuring a GUI, logging, and 50+ tools for DevOps and development, supporting both standard and CRD resources. ([Read more](/details/weibaohuik8m.md)) `mcp` `kubernetes` `devops` `multi-cluster` `gui`
    • mcp-server-cloudflare - MCP server for seamless integration with Cloudflare services such as Workers, KV, R2, and D1, allowing management via the MCP protocol. ([Read more](/details/mcp-server-cloudflare.md)) `mcp` `cloudflare` `cloud` `automation`
    • strowk/mcp-k8s-go - MCP server for Kubernetes cluster operations, providing management and automation capabilities via the MCP protocol. ([Read more](/details/strowkmcp-k8s-go.md)) `mcp` `kubernetes` `automation` `golang`
    • docker-mcp - A powerful Model Context Protocol (MCP) server for Docker operations, enabling seamless container and compose stack management through Claude AI. ([Read more](/details/docker-mcp.md)) `mcp` `docker` `container-management` `cloud` `ai-integration`
    • Kubernetes MCP Server - Kubernetes MCP Server is an MCP solution that lets LLMs manage, monitor, and interact with Kubernetes clusters for AI-assisted cloud infrastructure management. ([Read more](/details/kubernetes-mcp-server.md)) `kubernetes` `cloud-native` `devops` `monitoring`
    • metoro-io/metoro-mcp-server - An MCP server to query and interact with Kubernetes environments monitored by Metoro, integrating Kubernetes monitoring with MCP. ([Read more](/details/metoro-iometoro-mcp-server.md)) `kubernetes` `monitoring` `cloud-native` `integration`
    • Aws MCP - A Model Context Protocol (MCP) server that enables direct interaction with AWS services using the AWS SDK v2, allowing resource management and querying in cloud environments. ([Read more](/details/aws-mcp.md)) `mcp` `aws` `cloud` `resource-management`
    • nwiizo/tfmcp - A Terraform MCP server that enables AI assistants to manage and operate Terraform environments, including reading configs, analyzing plans, and managing state. ([Read more](/details/nwiizotfmcp.md)) `mcp` `terraform` `devops` `automation`
    • aws-mcp-server - A lightweight MCP server that allows AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for AWS tasks in a secure, multi-architecture Docker environment. ([Read more](/details/aws-mcp-server.md)) `aws` `cloud` `mcp` `docker`
    • mcp-server-docker - Integrates Docker with MCP to manage containers, images, volumes, and networks, showcasing how MCP Servers can control containerized environments. ([Read more](/details/mcp-server-docker.md)) `docker` `container-management` `devops` `mcp`
    • wenhuwang/mcp-k8s-eye - MCP server for Kubernetes management and analysis, providing cluster and application health analysis via MCP. ([Read more](/details/wenhuwangmcp-k8s-eye.md)) `mcp` `kubernetes` `monitoring` `analysis`
    • manusa/Kubernetes MCP Server - A powerful MCP server for Kubernetes and OpenShift, supporting CRUD operations for any Kubernetes resource and specialized cluster interaction tools. ([Read more](/details/manusakubernetes-mcp-server.md)) `mcp` `kubernetes` `cloud-native` `devops`
    • johnneerdael/netskope-mcp - An MCP server providing access to all Netskope Private Access components within Netskope environments, including detailed setup and LLM examples. ([Read more](/details/johnneerdaelnetskope-mcp.md)) `mcp` `netskope` `cloud` `llm`
    • firebase-mcp - An MCP server for Firebase, enabling Authentication, Firestore, and Storage operations for backend integration in MCP-compatible applications. ([Read more](/details/firebase-mcp.md)) `mcp` `firebase` `cloud` `authentication` `storage`
    • firefly-mcp - An MCP server bridging to Firefly.ai's cloud infrastructure platform, enabling inventory queries and Terraform code generation for cloud resource discovery. ([Read more](/details/firefly-mcp.md)) `mcp` `firefly` `cloud` `terraform` `resource-discovery`
    • Cloudstack MCP - An MCP server that enables natural language management of Apache CloudStack infrastructure, translating user requests into API calls for VM deployment, resource management, and infrastructure operations without requiring direct API knowledge. Directly relevant as an example of a specialized Model Context Protocol (MCP) server. ([Read more](/details/cloudstack-mcp.md)) `mcp` `cloud` `cloudstack` `infrastructure`
    • k8s-mcp-server - A robust MCP server that enables AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, argocd) using Unix pipes in a Docker environment. ([Read more](/details/k8s-mcp-server.md)) `mcp` `kubernetes` `cloud-native` `code-execution` `security`
    • Cloudwatch Logs Mcp - A Python-based MCP server providing direct access to AWS CloudWatch logs, with tools for listing log groups and retrieving filtered log entries, built on FastMCP and boto3. Demonstrates an MCP server for cloud log management. ([Read more](/details/cloudwatch-logs-mcp.md)) `mcp` `aws` `cloudwatch` `logs`
    • azure-cli-mcp - Enables direct management of Azure resources through the Azure CLI, allowing users to list resources, fix configuration issues, and create new services using local credentials. Implements the Model Context Protocol (MCP), making it a notable MCP Server. ([Read more](/details/azure-cli-mcp.md)) `mcp` `azure` `cli` `cloud`
    • flipt-io/mcp-server-flipt - MCP server that enables AI assistants to interact with feature flags managed in Flipt. ([Read more](/details/flipt-iomcp-server-flipt.md)) `feature-flags` `devops` `mcp` `ai-integration`
    • rohitg00/kubectl-mcp-server - A Model Context Protocol (MCP) server for Kubernetes, enabling AI assistants to interact with clusters through natural language via the MCP protocol. ([Read more](/details/rohitg00kubectl-mcp-server.md)) `mcp` `kubernetes` `cloud-native` `ai-integration`
    • thunderboltsid/mcp-nutanix - Go-based MCP server for interfacing with Nutanix Prism Central resources, enabling cloud and on-premises management via MCP. ([Read more](/details/thunderboltsidmcp-nutanix.md)) `mcp` `nutanix` `cloud` `golang`
    • mcp-server-azure-devops - MCP Server for Azure DevOps, enabling integration for repository management, work items, and pipelines. ([Read more](/details/mcp-server-azure-devops.md)) `mcp` `azure` `devops` `repository-management`
    • bright8192/esxi-mcp-server - A VMware ESXi/vCenter management server based on MCP, providing REST API interfaces for virtual machine management via the MCP protocol. ([Read more](/details/bright8192esxi-mcp-server.md)) `mcp` `cloud` `vmware` `infrastructure` `open-source`
    • higress-ops-mcp-server - MCP server providing comprehensive tools for managing Higress gateway configurations and operations. ([Read more](/details/higress-ops-mcp-server.md)) `mcp` `higress` `gateway` `cloud` `configuration`
    • pox-mcp-server - MCP server for the POX SDN controller, offering network control and management capabilities through the MCP protocol. ([Read more](/details/pox-mcp-server.md)) `pox` `sdn` `networking` `mcp`
    • mcp-k8s - AI-driven Kubernetes resource management MCP server, allowing natural language interaction with any Kubernetes resource, including CRDs. ([Read more](/details/mcp-k8s.md)) `mcp` `kubernetes` `cloud-native` `ai-integration`
    • 1panel Mcp - Automates website deployment to 1Panel servers, offering static site creation, build file uploads, and deployment statistics via a Node.js Express interface, exemplifying deployment automation with MCP servers. ([Read more](/details/1panel-mcp.md)) `mcp` `deployment` `automation` `nodejs`
    • mcp-server - MCP server for RAD Security, providing AI-powered security insights for Kubernetes and cloud environments via the Model Context Protocol. ([Read more](/details/mcp-server.md)) `mcp` `security` `kubernetes` `cloud`
    • azure-resource-graph-mcp-server - An MCP server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to monitor Azure infrastructure via MCP. ([Read more](/details/azure-resource-graph-mcp-server.md)) `mcp` `azure` `cloud` `monitoring`
    • portainer/portainer-mcp - MCP server for natural language access to Portainer instances, enabling container management, deployment operations, and infrastructure monitoring. ([Read more](/details/portainerportainer-mcp.md)) `mcp` `container-management` `portainer` `cloud` `natural-language`
    • qiniu-mcp-server - A Model Control Protocol (MCP) server built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage and media processing services. Directly enables MCP clients to interact with Qiniu's cloud infrastructure. ([Read more](/details/qiniu-mcp-server.md)) `mcp` `qiniu` `cloud` `storage` `media-processing`
    • pulumi/mcp-server - MCP server for interacting with Pulumi via Automation and Cloud APIs, enabling programmatic access to Pulumi operations such as deployments and stack outputs. ([Read more](/details/pulumimcp-server.md)) `pulumi` `cloud` `automation` `mcp`
    • alibaba-cloud-ops-mcp-server - An MCP server for operating resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS, and other common Alibaba Cloud products via the MCP protocol. ([Read more](/details/alibaba-cloud-ops-mcp-server.md)) `mcp` `cloud` `alibaba-cloud` `automation`
    • Hetzner - A Model Context Protocol server for managing Hetzner Cloud resources, including servers, volumes, firewalls, and SSH keys through structured MCP functions. Directly relevant as an MCP server. ([Read more](/details/hetzner.md)) `hetzner` `cloud` `resource-management` `mcp` `automation`
    • Sentry MCP Server - A community MCP Server for Sentry that clusters errors and enables automated bug fixing and incident management within the MCP architecture. ([Read more](/details/sentry-mcp-server.md)) `sentry` `monitoring` `automation` `mcp`
    • azure-devops-mcp - Integrates with Azure DevOps to enable querying work items, creating tasks, searching code repositories, and retrieving project information via the Model Context Protocol (MCP). A valid MCP Server for DevOps workflows. ([Read more](/details/azure-devops-mcp.md)) `mcp` `azure` `devops` `project-management`
    • Gcp Mcp - An MCP server that integrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run, BigQuery, and more via official libraries and robust error handling. Exemplifies a cloud-focused MCP server implementation. ([Read more](/details/gcp-mcp.md)) `google-cloud` `cloud` `mcp` `automation` `integration`
    • Cloudtasks Mcp - An MCP server for interacting with Google Cloud Tasks queues and tasks using natural language, allowing management and handling of tasks via Claude Desktop. Illustrates the use of MCP servers for cloud task automation. ([Read more](/details/cloudtasks-mcp.md)) `mcp` `cloud` `google-cloud` `task-automation`
    • containerinc-mcp - An MCP server that enables automating deployment of containerized applications directly from code editors, streamlining workflows through GitHub authentication and Docker image publishing. ([Read more](/details/containerinc-mcp.md)) `container` `deployment` `automation` `github`
    • esa - An implementation of the Model Context Protocol (MCP) server that enables AI models to communicate with Edge Security Acceleration (ESA) services, managing routines, deployments, and other resources through standardized protocols. ([Read more](/details/esa.md)) `mcp` `cloud` `automation` `edge`
    • AWS Lambda MCP Server - A community MCP Server for AWS Lambda that enables serverless cost tracking and automation of Lambda functions from within the MCP ecosystem. ([Read more](/details/aws-lambda-mcp-server.md)) `aws` `lambda` `cloud` `automation` `mcp`
    • cloudflare-edge-mcp-server - An official MCP Server for Cloudflare Edge, providing edge-AI caching and the ability to deploy Cloudflare Workers via MCP integration. ([Read more](/details/cloudflare-edge-mcp-server.md)) `mcp` `cloudflare` `edge` `ai-integration`
    • Clusters Api - An MCP server implementation providing endpoints for wallet-based authentication, cluster management, and name registration. Direct example of an MCP server for cluster operations. ([Read more](/details/clusters-api.md)) `mcp` `cluster-management` `api` `authentication`
    • databricks-mcp-server - Databricks, via its Mosaic framework, provides MCP server capabilities that connect Delta Lake and ML pipelines to LLMs, focusing on enterprise-scale context delivery and AI-ready data preparation. ([Read more](/details/databricks-mcp-server.md)) `mcp` `databricks` `cloud` `enterprise` `ai-integration`
    • Google Cloud Functions MCP - The official MCP Server for Google Cloud Functions, facilitating orchestration and auto-scaling of microservices through Model Context Protocol integration. ([Read more](/details/google-cloud-functions-mcp.md)) `mcp` `google-cloud` `cloud-functions` `auto-scaling`
    • Harvester Server - A Go-based MCP server to manage Harvester HCI clusters and Kubernetes resources, providing human-readable output and cluster management tools. Highly relevant as an MCP server. ([Read more](/details/harvester-server.md)) `mcp` `cloud` `devops` `kubernetes` `open-source`
    • Heroku Server - An MCP server facilitating interaction between large language models (LLMs) and the Heroku Platform, enabling automation and management through MCP endpoints. Directly relevant as an MCP server. ([Read more](/details/heroku-server.md)) `heroku` `cloud` `automation` `mcp` `llm-integration`
    • higress-mcp-hosting - A hosting solution for MCP servers within the Higress API gateway. Provides centralized management, authentication, rate limiting, and other enterprise-grade features for MCP deployments. ([Read more](/details/higress-mcp-hosting.md)) `mcp` `higress` `gateway` `hosting` `enterprise`
    • MCP Server (Managed Cloud Platform) - A Managed Cloud Platform (MCP) Server is a next-generation cloud-based virtual machine that provides auto-scaling, built-in orchestration, load balancing, monitoring, security, and backup features, all fully managed by the provider. It combines the flexibility of traditional cloud IaaS, the simplicity of PaaS, and the performance of bare-metal servers, making it a top choice for modern cloud hosting in 2025. ([Read more](/details/mcp-server-managed-cloud-platform.md)) `cloud` `managed` `orchestration` `auto-scaling`
    • mcp-cloudflare - An MCP server for global edge deployment, DNS management, and cache control via Cloudflare. Integrates AI and automation with web infrastructure and security in modern development pipelines. ([Read more](/details/mcp-cloudflare.md)) `mcp` `cloudflare` `cloud-native` `automation`
    • mcp-k8s-go - A Golang-based Kubernetes MCP server designed for extensibility, enabling Kubernetes management via Model Context Protocol. ([Read more](/details/mcp-k8s-go.md)) `kubernetes` `golang` `cloud-native` `open-source`
    • Qovery - Qovery is an internal PaaS focused on DevOps workflows, offering a managed MCP server experience with built-in support for auto-scaling, multiple environments, integrated databases, and developer-friendly features for deploying microservices and APIs. ([Read more](/details/qovery.md)) `managed` `cloud` `auto-scaling` `devops`

  • Security & Attestation Mcp Servers

    • beelzebub - A honeypot framework built on MCP that lets you create honeypot tools to detect prompt injection and malicious AI agent behavior. ([Read more](/details/beelzebub.md)) `security` `prompt-injection` `ai-agents`
    • ChainAware.ai MCP Server - An MCP Server that integrates ChainAware.ai’s crypto wallet auditing capabilities into MCP-compatible tools. ([Read more](/details/chainawareai-mcp-server.md)) `crypto` `security` `wallet-auditing`
    • GPTZero MCP Server - An MCP server providing access to GPTZero’s AI-generated text detection, enabling AI content checking and classification through MCP-compatible clients. ([Read more](/details/gptzero-mcp-server.md)) `ai-detection` `content-detection` `plagiarism`
    • IdentityCheck MCP Server - An MCP server that integrates IdentityCheck’s identity verification APIs into MCP, allowing AI agents to perform effortless identity verification inside existing software workflows. ([Read more](/details/identitycheck-mcp-server.md)) `identity-verification` `security` `compliance`
    • Kindo MCP Server - MCP Server for Kindo, adding enterprise-ready agentic security and policy controls to MCP-based AI workflows. ([Read more](/details/kindo-mcp-server.md)) `security` `policy` `enterprise`
    • Originality.ai MCP Server - An MCP Server that connects to Originality.ai so MCP clients can perform AI-generated content detection and plagiarism checking. ([Read more](/details/originalityai-mcp-server.md)) `content-detection` `ai-detection` `plagiarism`
    • ScoreDetect MCP Server - An MCP server for ScoreDetect that lets MCP tools create and verify digital content authenticity certificates via ScoreDetect services. ([Read more](/details/scoredetect-mcp-server.md)) `attestation` `verification` `content-authentication`
    • SpamCheck.ai MCP Server - An MCP server integration for SpamCheck.ai, allowing MCP-based tools to perform AI-powered spam detection and prevention. ([Read more](/details/spamcheckai-mcp-server.md)) `spam-detection` `security` `ai`
    • Winston AI MCP Server - An MCP Server for Winston AI, bringing its AI-generated content detection engine to MCP-based applications. ([Read more](/details/winston-ai-mcp-server.md)) `content-detection` `ai-detection` `compliance`
    • 21RISK MCP Server - MCP Server for 21RISK, enabling access to its compliance, audit, and risk management features via MCP. ([Read more](/details/21risk-mcp-server.md)) `risk-analysis` `compliance` `audit`
    • Dock Certs MCP Server - An MCP Server that integrates with Dock Certs, enabling MCP-based workflows for issuing, managing, and verifying fraud‑proof digital documents and certificates. ([Read more](/details/dock-certs-mcp-server.md)) `attestation` `certificates` `verification`
    • Drata MCP Server - An MCP Server for Drata that surfaces compliance automation features—such as evidence collection, control monitoring, and audit readiness—through the MCP interface. ([Read more](/details/drata-mcp-server.md)) `compliance` `security` `automation`
    • Email Verifier Api MCP Server - An MCP Server for the Email Verifier API, enabling automated, transactional email verification within MCP-based workflows and agents. ([Read more](/details/email-verifier-api-mcp-server.md)) `email-verification` `validation` `security`
    • PicDefense MCP Server - An MCP Server exposing PicDefense’s image copyright checking capabilities so MCP clients can programmatically verify copyright compliance of digital images. ([Read more](/details/picdefense-mcp-server.md)) `image-recognition` `copyright` `compliance`
    • Real ID MCP Server - An MCP Server that connects to Real ID’s identity verification platform, enabling secure, automated ID verification flows via MCP. ([Read more](/details/real-id-mcp-server.md)) `identity-management` `verification` `security`
    • FraudLabs Pro MCP Server - FraudLabs Pro MCP Server enables fraud screening and risk analysis for online transactions via the FraudLabs Pro service within MCP. ([Read more](/details/fraudlabs-pro-mcp-server.md)) `fraud-detection` `risk-analysis` `security`
    • Veriphone MCP Server - An MCP Server integration for Veriphone, enabling phone number validation and carrier lookup services via MCP-compatible tools. ([Read more](/details/veriphone-mcp-server.md)) `validation` `phone` `verification`
    • Akismet MCP Server - An MCP server for Akismet that surfaces its spam protection services to MCP-compatible agents and workflows. ([Read more](/details/akismet-mcp-server.md)) `spam-detection` `security` `content-moderation`
    • Control D MCP Server - An MCP Server integration for Control D, enabling programmable control over its customizable DNS service for blocking threats, unwanted content, and ads. ([Read more](/details/control-d-mcp-server.md)) `dns` `security` `content-filtering`
    • numverify MCP Server - numverify MCP Server is an MCP-compatible server for numverify’s phone number validation and lookup JSON API, enabling automated verification of global phone numbers in MCP workflows. ([Read more](/details/numverify-mcp-server.md)) `validation` `phone` `verification`
    • QuickEmailVerification MCP Server - An MCP Server for QuickEmailVerification, providing email verification and validation services with high accuracy through MCP. ([Read more](/details/quickemailverification-mcp-server.md)) `email-verification` `security`
    • TeleSign MCP Server - MCP Server for TeleSign, integrating its digital identity, security, and communication APIs into MCP workflows. ([Read more](/details/telesign-mcp-server.md)) `security` `telecom` `identity-verification`
    • TPSCheck MCP Server - An MCP Server that provides real-time TPS/CTPS checks and phone intelligence (validity, location, type, and provider) to MCP-compatible applications. ([Read more](/details/tpscheck-mcp-server.md)) `phone-validation` `compliance` `risk-analysis`
    • VerifyBee MCP Server - An MCP Server integration for VerifyBee, enabling email and customer data verification workflows via the Model Context Protocol. ([Read more](/details/verifybee-mcp-server.md)) `validation` `email` `verification`
    • Epsy MCP Server - An MCP Server for Epsy that provides online verification capabilities to MCP-compatible agents and tools. ([Read more](/details/epsy-mcp-server.md)) `verification` `security` `compliance`
    • Have I Been Pwned MCP Server - An MCP Server that integrates with Have I Been Pwned, allowing MCP tools to check if email addresses or passwords have appeared in known data breaches. ([Read more](/details/have-i-been-pwned-mcp-server.md)) `security` `breach-detection` `email`
    • Mailboxlayer MCP Server - An MCP Server for the Mailboxlayer email validation API, enabling real-time email verification and quality checks from within MCP environments. ([Read more](/details/mailboxlayer-mcp-server.md)) `email-verification` `validation` `security`
    • MaxMind minFraud MCP Server - An MCP Server integration for MaxMind’s minFraud service, providing access to online fraud risk scoring and risk data for transactions within MCP-based workflows. ([Read more](/details/maxmind-minfraud-mcp-server.md)) `fraud-detection` `risk-analysis` `transactions`
    • Nightfall.ai MCP Server - An MCP Server that connects to Nightfall.ai’s data loss prevention and sensitive data discovery platform, allowing MCP tools to scan, classify, and protect sensitive information wherever it resides. ([Read more](/details/nightfallai-mcp-server.md)) `data-loss-prevention` `classification` `security`
    • Rapid7 Insight Platform MCP Server - An MCP Server for the Rapid7 Insight Platform, allowing MCP tools to interact with security analytics data to help find, manage, and reduce risk. ([Read more](/details/rapid7-insight-platform-mcp-server.md)) `security` `analytics` `risk-analysis`
    • Bouncer MCP Server - An MCP Server integration for Bouncer’s email verification platform, enabling MCP tools to validate and verify email addresses programmatically. ([Read more](/details/bouncer-mcp-server.md)) `email` `validation` `verification`
    • CIRCL Hash Lookup MCP Server - An MCP Server exposing CIRCL’s public hash lookup API, enabling MCP tools to check file hashes against known datasets for security and forensics use cases. ([Read more](/details/circl-hash-lookup-mcp-server.md)) `security` `threat-intelligence` `forensics`
    • Google reCAPTCHA MCP Server - An MCP Server that provides access to Google reCAPTCHA’s security and bot-detection services within MCP-compatible tools through Pipedream. ([Read more](/details/google-recaptcha-mcp-server.md)) `bot-detection` `security` `validation`
    • IP2Proxy MCP Server - An MCP Server for IP2Proxy that lets MCP tools perform proxy, VPN, and TOR detection and IP location lookups via Pipedream. ([Read more](/details/ip2proxy-mcp-server.md)) `ip-data` `proxy-detection` `security`
    • Kickbox MCP Server - An MCP Server that integrates Kickbox’s email deliverability and verification services into MCP-aware workflows through Pipedream. ([Read more](/details/kickbox-mcp-server.md)) `email` `verification` `deliverability`
    • MailboxValidator MCP Server - An MCP Server for MailboxValidator that connects MCP clients to MailboxValidator’s email validation API so agents can verify email addresses and reduce bounce rates within AI-driven workflows. ([Read more](/details/mailboxvalidator-mcp-server.md)) `email` `security` `validation`
    • MaxMind GeoIP2 MCP Server - An MCP Server for MaxMind GeoIP2 that gives MCP clients access to IP geolocation and proxy detection data, supporting content customization, compliance, and fraud detection from AI agents. ([Read more](/details/maxmind-geoip2-mcp-server.md)) `ip-data` `geolocation` `proxy-detection`
    • Snyk MCP Server - An MCP server integration for Snyk that lets AI agents find and automatically fix vulnerabilities in application code, open source dependencies, containers, and infrastructure as code using Snyk’s security intelligence. ([Read more](/details/snyk-mcp-server.md)) `security` `vulnerability` `devops`
    • Qryptal MCP Server - An MCP server that connects to Qryptal’s mobile-enabled products and solutions, enabling secure document and code generation features to be used from MCP-based agents and tools. ([Read more](/details/qryptal-mcp-server.md)) `document-security` `attestation` `verification`
    • Conveyor MCP Server - An MCP server exposing Conveyor’s security review and questionnaire automation platform to MCP-compatible agents, enabling programmatic access to security review workflows. ([Read more](/details/conveyor-mcp-server.md)) `security` `questionnaires` `compliance`
    • FaceUp MCP Server - An MCP server integration for FaceUp’s whistleblowing system, allowing MCP-compatible agents to interact with secure reporting workflows for companies and schools. ([Read more](/details/faceup-mcp-server.md)) `whistleblowing` `compliance` `security`
    • Trestle MCP Server - An MCP Server for Trestle that surfaces quality identity data APIs to MCP-aware tools for verification and identity workflows. ([Read more](/details/trestle-mcp-server.md)) `identity-management` `verification` `api-integration`
    • Abstract - Email Verification API MCP Server - An MCP Server integration for Abstract's Email Verification API, enabling tools to validate and verify email addresses programmatically within the MCP ecosystem. ([Read more](/details/abstract-email-verification-api-mcp-server.md)) `email-verification` `api-integration`
    • AbuseIPDB MCP Server - An MCP Server for AbuseIPDB, providing access to a centralized blacklist and reputation data for IP addresses associated with malicious activity. ([Read more](/details/abuseipdb-mcp-server.md)) `threat-intelligence` `ip-reputation` `security`
    • AnonyFlow MCP Server - An MCP Server for AnonyFlow that offers encryption-based data anonymization and privacy tools to support GDPR, CCPA, and HIPAA compliance within MCP workflows. ([Read more](/details/anonyflow-mcp-server.md)) `privacy` `gdpr` `data-anonymization`
    • Api Void MCP Server - An MCP Server for APIVoid, exposing threat analysis and reputation APIs (IP, domain, etc.) for detection and prevention of malicious activity. ([Read more](/details/api-void-mcp-server.md)) `threat-intelligence` `ip-data` `security`
    • Auth0 Management API MCP Server - An MCP Server for Auth0’s Management API, enabling identity and access management operations (users, roles, clients, etc.) via MCP. ([Read more](/details/auth0-management-api-mcp-server.md)) `identity-management` `authentication` `security`
    • Defastra MCP Server - An MCP Server integration with Defastra for fraud detection, allowing MCP workflows to leverage Defastra’s OSINT-enriched analysis to uncover complex fraud patterns at scale. ([Read more](/details/defastra-mcp-server.md)) `fraud-detection` `osint` `risk-analysis`
    • Detectify MCP Server - An MCP Server that connects to Detectify’s External Attack Surface Management platform, exposing security scanning and surface management capabilities to MCP-based tools. ([Read more](/details/detectify-mcp-server.md)) `security` `threat-intelligence` `monitoring`
    • DigiCert MCP Server - An MCP Server integration for DigiCert, providing MCP-accessible operations for managing digital certificates and related PKI services. ([Read more](/details/digicert-mcp-server.md)) `security` `certificates` `pki`
    • DNSFilter MCP Server - An MCP Server that integrates DNSFilter’s DNS-layer threat protection into MCP-based automations, enabling security policy and filtering operations via MCP. ([Read more](/details/dnsfilter-mcp-server.md)) `security` `dns`
    • Doppler MCP Server - An MCP Server for Doppler’s multi-cloud SecretOps platform, allowing MCP clients to manage and sync secrets and app configuration across environments via Doppler. ([Read more](/details/doppler-mcp-server.md)) `secrets-management` `configuration` `devops`
    • Google Safe Browsing MCP Server - An MCP Server for Google Safe Browsing, enabling MCP tools to check URLs against Google’s constantly updated lists of unsafe web resources for security use cases. ([Read more](/details/google-safe-browsing-mcp-server.md)) `security` `threat-intelligence` `url-checking`
    • IBM X-Force Exchange MCP Server - An MCP Server integration for IBM X-Force Exchange, allowing MCP-based access to its threat intelligence sharing and research platform. ([Read more](/details/ibm-x-force-exchange-mcp-server.md)) `threat-intelligence` `security` `research`
    • ipdata.co MCP Server - An MCP Server integration for ipdata.co, enabling enrichment of IP addresses with location, company, carrier, and threat data through MCP. ([Read more](/details/ipdataco-mcp-server.md)) `ip-data` `threat-intelligence` `geolocation`
    • JumpCloud MCP Server - An MCP Server for JumpCloud, exposing its unified identity, access, and device management platform via MCP. ([Read more](/details/jumpcloud-mcp-server.md)) `identity-management` `access-control` `device-management`
    • Mozilla Observatory MCP Server - An MCP Server integration for Mozilla Observatory that lets AI agents or tools test and analyze the security configuration of public websites (HTTPS, TLS, headers, etc.) via the Observatory service. ([Read more](/details/mozilla-observatory-mcp-server.md)) `security` `testing` `websites`
    • NextDNS MCP Server - An MCP Server integrating NextDNS, allowing AI agents to manage and query NextDNS configurations and leverage its security, ad-blocking, and parental controls via MCP. ([Read more](/details/nextdns-mcp-server.md)) `dns` `security` `filtering`
    • OneLogin MCP Server - An MCP Server integration for OneLogin that exposes identity and access management capabilities—such as user, role, and application management—to AI agents over MCP. ([Read more](/details/onelogin-mcp-server.md)) `identity-management` `sso` `security`
    • Ory MCP Server - An MCP Server that connects to Ory’s identity and access management stack, allowing AI agents to perform authentication, authorization, and user management operations via MCP. ([Read more](/details/ory-mcp-server.md)) `authentication` `authorization` `identity-management`
    • Persona MCP Server - An MCP Server that connects to Persona’s identity infrastructure, enabling automated and customizable identity verification workflows through MCP-compatible tools. ([Read more](/details/persona-mcp-server.md)) `identity-management` `verification`
    • PingOne MCP Server - An MCP Server for PingOne, providing access to Ping Identity’s single sign-on (SSO) services from MCP-compatible clients and workflows. ([Read more](/details/pingone-mcp-server.md)) `sso` `authentication` `identity-management`
    • PropelAuth MCP Server - An MCP Server that integrates with PropelAuth to provide team-based authentication and authorization features for B2B SaaS applications within MCP workflows. ([Read more](/details/propelauth-mcp-server.md)) `authentication` `authorization` `b2b`
    • SailPoint MCP Server - An MCP Server for SailPoint, providing access to identity security and governance capabilities from MCP-compatible workflows and applications. ([Read more](/details/sailpoint-mcp-server.md)) `identity-management` `governance`
    • Security Reporter MCP Server - An MCP Server that connects to Security Reporter, simplifying security reporting and enhancing pentesting workflows through the Model Context Protocol. ([Read more](/details/security-reporter-mcp-server.md)) `security` `pentesting` `reporting`
    • SecurityTrails MCP Server - An MCP Server for SecurityTrails, exposing its security and threat intelligence data to MCP-compatible tools. ([Read more](/details/securitytrails-mcp-server.md)) `threat-intelligence` `dns` `security`
    • SSLMate — Cert Spotter API MCP Server - An MCP Server integration for SSLMate’s Cert Spotter API, exposing certificate transparency monitoring data via MCP. ([Read more](/details/sslmate-cert-spotter-api-mcp-server.md)) `certificates` `monitoring` `security`
    • Verdict as a Service MCP Server - An MCP Server for Verdict-as-a-Service (VaaS), enabling automated file and object scanning for malware and other threats through an easily integrated security scanning API within MCP-enabled environments. ([Read more](/details/verdict-as-a-service-mcp-server.md)) `security` `malware` `api-integration`
    • VirusTotal MCP Server - An MCP Server for VirusTotal that exposes crowdsourced malware and threat intelligence scanning capabilities to MCP agents, allowing file, URL, and hash analysis within model-context workflows. ([Read more](/details/virustotal-mcp-server.md)) `malware` `threat-intelligence` `security`
    • Paradym MCP Server - An MCP Server for Paradym, a platform that simplifies working with verifiable credentials. ([Read more](/details/paradym-mcp-server.md)) `security` `attestation` `verification`
    • Emailable MCP Server - Pipedream-hosted MCP Server for Emailable, providing programmatic access to email verification and validation services through the MCP protocol. ([Read more](/details/emailable-mcp-server.md)) `email-verification` `validation` `compliance`
    • Bitwarden MCP Server - An MCP Server that connects to Bitwarden’s open-source password manager, providing secure credential management within MCP workflows. ([Read more](/details/bitwarden-mcp-server.md)) `credentials` `password-manager` `security`
    • LastPass Enterprise API MCP Server - An MCP Server for the LastPass Enterprise API, allowing secure interaction with enterprise password management features from MCP-compatible agents. ([Read more](/details/lastpass-enterprise-api-mcp-server.md)) `password-manager` `security` `enterprise`
    • mails.so MCP Server - An MCP Server that connects MCP clients with mails.so’s email validation services, allowing programmatic validation of email addresses through the MCP protocol. ([Read more](/details/mailsso-mcp-server.md)) `validation` `email` `deliverability`
    • MyOTP.App MCP Server - An MCP Server for MyOTP.App, allowing MCP-compatible agents to trigger and manage SMS one-time passwords for web and mobile apps. ([Read more](/details/myotpapp-mcp-server.md)) `sms` `authentication` `otp`
    • Bitdefender GravityZone MCP Server - An MCP (Model Context Protocol) server integration for Bitdefender GravityZone, enabling AI agents and tools to interact with Bitdefender’s cybersecurity platform for threat protection and security operations via MCP. ([Read more](/details/bitdefender-gravityzone-mcp-server.md)) `security` `threat-intelligence` `endpoint-management`
    • HackerOne MCP Server - An MCP (Model Context Protocol) server for the HackerOne Attack Resistance Platform, allowing AI agents to access and manage security findings, bug bounty data, and attack resistance workflows programmatically via MCP. ([Read more](/details/hackerone-mcp-server.md)) `security` `bug-tracking` `vulnerability`
    • Firmalyzer IoTVAS API MCP Server - An MCP server for the Firmalyzer IoTVAS API, allowing MCP-based systems to perform IoT and connected-device discovery as well as vulnerability assessment via the IoTVAS service. ([Read more](/details/firmalyzer-iotvas-api-mcp-server.md)) `iot` `vulnerability` `security`
    • Acronis Cyber Protect Cloud MCP Server - An MCP Server that connects to Acronis Cyber Protect Cloud, providing backup, AI-based anti-malware, antivirus, and endpoint protection management capabilities to MCP-based workflows. ([Read more](/details/acronis-cyber-protect-cloud-mcp-server.md)) `backup` `endpoint-management` `security`
    • Clearly Defined MCP Server - An MCP Server for ClearlyDefined that allows MCP clients to retrieve, analyze, and work with curated FOSS project metadata such as licenses, attribution, and security information. ([Read more](/details/clearly-defined-mcp-server.md)) `compliance` `open-source` `metadata`
    • DataTrails MCP Server - An MCP Server for DataTrails (formerly RKVST), exposing APIs to add provenance and verify authenticity of digital content within MCP-automated workflows. ([Read more](/details/datatrails-mcp-server.md)) `attestation` `provenance` `verification`
    • Frontegg MCP Server - An MCP Server integration for Frontegg that exposes user management and authentication capabilities for B2B SaaS applications through the MCP protocol. ([Read more](/details/frontegg-mcp-server.md)) `authentication` `identity-management` `saas`
    • Okta MCP Server - An MCP Server integration for Okta, enabling AI agents or MCP-compatible tools to interact with Okta’s cloud-based identity and access management services, including SSO and MFA workflows. ([Read more](/details/okta-mcp-server.md)) `identity-management` `sso` `security`
    • SignPath MCP Server - A Pipedream MCP Server for SignPath, exposing simple and secure code-signing capabilities to MCP-compatible environments. ([Read more](/details/signpath-mcp-server.md)) `code-signing` `attestation` `security`
    • 2captcha MCP Server - MCP Server that integrates with 2captcha’s CAPTCHA solving services, letting MCP clients offload CAPTCHA challenges programmatically as part of automated workflows. ([Read more](/details/2captcha-mcp-server.md)) `captcha` `automation` `verification`
    • Xverify MCP Server - MCP Server for Xverify that provides real-time email and data verification capabilities through MCP-compatible agents. ([Read more](/details/xverify-mcp-server.md)) `verification` `email` `validation`
    • Clerk MCP Server - An MCP server for Clerk that allows MCP-based agents to access Clerk’s authentication and user management APIs for React and React Native applications. ([Read more](/details/clerk-mcp-server.md)) `authentication` `identity-management` `user-management`
    • Microsoft Entra ID MCP Server - An MCP Server for Microsoft Entra ID, exposing identity and access management capabilities—such as user and app access control—to MCP-compatible agents. ([Read more](/details/microsoft-entra-id-mcp-server.md)) `identity-management` `access-control` `azure`
    • mcp-server-wazuh - A Rust-based MCP server that connects Wazuh SIEM with AI assistants, exposing real-time security alerts and event data for automated analysis. ([Read more](/details/mcp-server-wazuh.md)) `siem` `security` `monitoring`
    • AWS CloudTrail MCP Server - MCP server that surfaces AWS CloudTrail logs for analysis of API activity, users, and resources, enabling automated security and operations insights via MCP. ([Read more](/details/aws-cloudtrail-mcp-server.md)) `aws` `logs` `audit`
    • AWS IAM MCP Server - An MCP server that offers comprehensive AWS IAM user, role, group, and policy management aligned with security best practices. ([Read more](/details/aws-iam-mcp-server.md)) `aws` `identity-management` `security`
    • AWS Well-Architected Security Assessment Tool MCP Server - An MCP server that assesses AWS environments against the AWS Well-Architected Framework Security Pillar, helping evaluate and improve cloud security posture via MCP. ([Read more](/details/aws-well-architected-security-assessment-tool-mcp-server.md)) `aws` `security` `assessment`
    • Stytch MCP Server - Authentication and identity MCP server at `http://mcp.stytch.dev/mcp` that exposes Stytch auth capabilities via OAuth 2.1 for AI agents and developer tools. ([Read more](/details/stytch-mcp-server.md)) `authentication` `identity-management` `security`
    • Zenable MCP Server - Security-oriented MCP server at `https://mcp.zenable.app/` that lets MCP agents interact with Zenable’s security services using OAuth 2.1. ([Read more](/details/zenable-mcp-server.md)) `security` `oauth` `compliance`
    • Auth0 MCP Server - Official Auth0 MCP server enabling AI tools to securely configure Auth0 tenants using natural language, with OAuth 2.0 Device Authorization Flow and secure credential storage in system keychain. ([Read more](/details/auth0-mcp-server.md)) `Authentication` `Security` `Identity`

  • Server Management Tools

    • Pterodactyl Panel - Pterodactyl Panel is an open-source server management tool that supports Docker integration, allowing efficient deployment and management of MCP and Minecraft servers across various platforms. ([Read more](/details/pterodactyl-panel.md)) `open-source` `server-management` `docker` `multi-platform`
    • MSM - MSM is a management tool designed to simplify the administration of Minecraft servers, offering features like automated snapshots and compatibility with WorldEdit. ([Read more](/details/msm.md)) `server-management` `minecraft` `automation` `snapshots`
    • MCPHub Desktop - An open-source macOS and Windows desktop application for discovering, installing, and managing MCP servers via a graphical interface. ([Read more](/details/mcphub-desktop.md)) `desktop` `tool-discovery` `mcp`
    • ssh-mcp - An MCP server that exposes SSH control for Linux and Windows servers via the Model Context Protocol, enabling secure remote command execution and server management. ([Read more](/details/ssh-mcp.md)) `ssh` `remote-execution` `server-management`
    • Claris FileMaker Server - Admin API MCP Server - An MCP Server integration for the Claris FileMaker Server Admin API, enabling scripted administrative tasks on FileMaker Server (such as configuration and management operations) via MCP-compatible tooling instead of the standard Admin Console UI. ([Read more](/details/claris-filemaker-server-admin-api-mcp-server.md)) `server-management` `admin` `automation`
    • ServerAvatar MCP Server - An MCP Server integration for ServerAvatar, enabling remote server management operations through the Model Context Protocol. ([Read more](/details/serveravatar-mcp-server.md)) `server-management` `hosting` `infrastructure`
    • MainWP MCP Server - An MCP Server for MainWP, integrating its free, self-hosted, open source WordPress management capabilities into MCP-based automation and management solutions. ([Read more](/details/mainwp-mcp-server.md)) `wordpress` `website` `management`
    • NinjaOne MCP Server - An MCP Server for NinjaOne that exposes its all-in-one IT management and support platform functionality to MCP-compatible tools. ([Read more](/details/ninjaone-mcp-server.md)) `it-management` `monitoring` `automation`
    • Zoho Assist MCP Server - An MCP Server that integrates with Zoho Assist, enabling AI agents to interact with its remote support and unattended access capabilities. ([Read more](/details/zoho-assist-mcp-server.md)) `remote-access` `it-management` `support`
    • Install This MCP - Install This MCP is a utility for remotely installing and setting up MCP (Model Context Protocol) servers, simplifying deployment and configuration for MCP-based tools and environments. It powers remote MCP installation flows such as the Kindy Remote MCP Installation Guide. ([Read more](/details/install-this-mcp.md)) `installation` `deployment` `automation`
    • Docker MCP Toolkit - Docker's comprehensive MCP platform providing 300+ verified containerized servers with versioning, provenance, and security. Integrated management interface in Docker Desktop for setup, profiles, and AI agent connections. ([Read more](/details/docker-mcp-toolkit.md)) `Containers` `Docker` `Orchestration`

  • Game Server MCP Implementations

    • Cuberite - Cuberite is a fast and highly customizable open-source MCP server written in C++, supporting multiplayer functionality across multiple platforms including Android, Linux, macOS, and Windows. ([Read more](/details/cuberite.md)) `open-source` `minecraft` `c++` `cross-platform`
    • Glowstone - Glowstone is a lightweight, high-performance MCP server written in Java, known for its minimal resource usage and native support for Bukkit, Spigot, and PaperMC plugins. It's ideal for those seeking a fast, open-source Minecraft server platform. ([Read more](/details/glowstone.md)) `open-source` `minecraft` `java` `plugin-support`
    • Minestom - Minestom is a developer-centric, modular MCP server written in Java. It provides support for blocks, entities, inventory management, and commands, making it ideal for building custom, extensible Minecraft server environments. ([Read more](/details/minestom.md)) `open-source` `minecraft` `java` `modular`
    • Bukkit - Bukkit is a widely-used MCP server platform in Java, enabling developers to extend and customize Minecraft multiplayer servers through a large plugin ecosystem. ([Read more](/details/bukkit.md)) `open-source` `minecraft` `java` `plugin-ecosystem`

  • Development Tools MCP Servers

    • http4k MCP SDK - http4k MCP SDK provides a functional, testable Kotlin framework with HTTP Streaming protocol support for building MCP servers and clients. ([Read more](/details/http4k-mcp-sdk.md)) `sdk` `kotlin` `framework` `mcp` `open-source`
    • Flipt - Flipt’s MCP server allows AI assistants and LLMs to interact with feature flags, segments, and evaluations via a standardized MCP interface. An example of a Model Context Protocol server for feature flag management. ([Read more](/details/flipt.md)) `feature-flags` `mcp` `ai-integration` `open-source`
    • llm-context.py - An MCP server to share code context with LLMs, supporting clipboard and protocol-based interactions. ([Read more](/details/llm-contextpy.md)) `llm` `context-management` `ai-integration` `open-source`
    • modelcontextprotocol/server-gitlab - MCP Server for integrating with GitLab, supporting project management and CI/CD operations. Directly relevant as an MCP Server for GitLab platform. ([Read more](/details/modelcontextprotocolserver-gitlab.md)) `mcp` `gitlab` `ci/cd` `project-management`
    • modelcontextprotocol/server-git - MCP Server for direct Git repository operations such as reading, searching, and analyzing local repositories. Example of a local Git MCP Server. ([Read more](/details/modelcontextprotocolserver-git.md)) `mcp` `git` `repository` `code-analysis`
    • mcp-go - mcp-go is a comprehensive Golang SDK for building both MCP Servers and Clients, supporting robust protocol implementation. `golang` `sdk` `mcp` `open-source`
    • mcp-installer - An MCP server that automates the installation of other MCP servers, streamlining setup for MCP-based systems. `mcp` `installer` `automation` `open-source`
    • MCP-Framework - A framework for building Model Context Protocol (MCP) servers in TypeScript, designed to help developers create production-ready or experimental MCP server implementations for AI model interactions. ([Read more](/details/mcp-framework.md)) `framework` `typescript` `mcp` `open-source`
    • MCP Reference Servers - Official reference implementations and community-built MCP servers that demonstrate secure tool access for LLMs and serve as a foundation for new MCP server deployments. ([Read more](/details/mcp-reference-servers.md)) `reference-implementation` `mcp` `open-source` `ai-integration`
    • mcp-server-sql-analyzer - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot. ([Read more](/details/mcp-server-sql-analyzer.md)) `mcp` `sql` `sqlglot` `analysis` `linting`
    • Hyper MCP - A highly extensible MCP server supporting plugins in any WebAssembly-compatible language, allowing for broad customization and interoperability. Core for developing and extending MCP server capabilities. ([Read more](/details/hyper-mcp.md)) `mcp` `wasm` `framework` `extensible` `open-source`
    • lsp-tools-mcp - A Model Context Protocol (MCP) server providing Language Server Protocol-like functionality for text analysis, demonstrating MCP server extensibility for developer tooling. ([Read more](/details/lsp-tools-mcp.md)) `language-server` `text-analysis` `developer-tools` `open-source`
    • mcp-chat - mcp-chat is a CLI chat client designed specifically for MCP servers. It is useful for testing and evaluating MCP servers and agents, making it a practical resource for developers working with Awesome MCP Servers. ([Read more](/details/mcp-chat.md)) `cli` `testing` `mcp` `open-source`
    • Awesome Cursor MCP Server - An AI-powered development toolkit MCP server for Cursor, providing intelligent coding assistance, UI screenshot analysis, and code review tools. ([Read more](/details/awesome-cursor-mcp-server.md)) `ai-integration` `development` `code-review` `mcp`
    • jupyter-mcp-server - An MCP server implementation for Jupyter, enabling seamless integration of the Model Context Protocol with Jupyter environments. ([Read more](/details/jupyter-mcp-server.md)) `jupyter` `notebooks` `mcp` `integration`
    • host-use - A command-line tool for creating and managing MCP hosts, streamlining developer workflows for integrating AI capabilities through MCP servers. `mcp` `cli` `developer-tools` `ai-integration`
    • mcp-manager - A simple web UI for installing and managing MCP servers, designed for use with the Claude Desktop App. ([Read more](/details/mcp-manager.md)) `installer` `management` `web-ui` `mcp` `open-source`
    • mcp-golang - mcp-golang is a type-safe Golang framework for building MCP Servers with comprehensive protocol implementation and validation. ([Read more](/details/mcp-golang.md)) `golang` `framework` `mcp` `open-source`
    • CoderGamester/mcp-unity - A Model Context Protocol (MCP) server designed for Unity3d Game Engine integration, allowing seamless AI-assisted development and tooling within Unity projects. ([Read more](/details/codergamestermcp-unity.md)) `unity3d` `game-development` `ai-integration` `open-source`
    • r-huijts/xcode-mcp-server - An MCP Server for Xcode, enabling project management, file operations, and build automation directly from MCP protocols. ([Read more](/details/r-huijtsxcode-mcp-server.md)) `xcode` `build-automation` `project-management` `mcp`
    • Godot MCP - An MCP server facilitating interaction with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects through MCP-compatible clients. Multiple implementations exist, including those by Coding-Solo and ee0pdt, each offering integration and advanced features for Godot development workflows. ([Read more](/details/godot-mcp.md)) `mcp` `godot` `game-development` `integration`
    • Quarkus MCP Server SDK - A Java SDK for building MCP servers as Quarkus extensions, leveraging Java's ecosystem and Quarkus performance optimizations for enterprise-grade MCP deployments. ([Read more](/details/quarkus-mcp-server-sdk.md)) `java` `sdk` `quarkus` `mcp`
    • ios-simulator-mcp - A Model Context Protocol (MCP) server for interacting with iOS simulators, supporting information retrieval, UI control, and inspection. ([Read more](/details/ios-simulator-mcp.md)) `mcp` `ios` `simulator` `ui` `development`
    • Model Context Protocol SDK - A C# SDK for building MCP (Model Context Protocol) servers, enabling seamless integration of custom tools and services into MCP-compatible clients. Essential for creating and running MCP servers as part of an Awesome MCP Servers list. ([Read more](/details/model-context-protocol-sdk.md)) `mcp` `sdk` `dotnet` `development`
    • MCP Server Java SDK - Official Java SDK for implementing custom MCP Servers, providing all necessary interfaces and annotations such as @Tool for registering server-side tools with MCP hosts. ([Read more](/details/mcp-server-java-sdk.md)) `java` `sdk` `mcp` `ai-integration`
    • MCP Reporter - A utility for generating comprehensive reports about Model Context Protocol (MCP) server capabilities, helping developers understand available functionalities across their MCP server ecosystem. ([Read more](/details/mcp-reporter.md)) `reporting` `mcp` `development` `capabilities`
    • ida-pro-mcp - MCP server for IDA Pro, enabling AI-assisted binary analysis, decompilation, and malware report generation via MCP integrations. `mcp` `ai-integration` `binary-analysis` `malware` `development`
    • simple-mcp - simple-mcp is a lightweight TypeScript library for creating MCP servers with minimal configuration and straightforward implementation. ([Read more](/details/simple-mcp.md)) `mcp` `typescript` `library` `framework` `development`
    • Grumpydev Mcp - An MCP server that reviews code with a sarcastic tone, providing feedback for PRs and code quality. Shows creative uses of MCP server models for developer tooling. ([Read more](/details/grumpydev-mcp.md)) `code-review` `developer-tools` `mcp` `ai-integration` `feedback`
    • esp-mcp - An MCP server for streamlining workflows and fixing build issues for ESP32 series chips using ESP-IDF. ([Read more](/details/esp-mcp.md)) `mcp` `esp32` `hardware` `build-automation`
    • gradle-mcp-server - Gradle integration MCP server using the Gradle Tooling API to inspect projects, execute tasks, and run tests. ([Read more](/details/gradle-mcp-server.md)) `mcp` `gradle` `build-automation` `testing` `development`
    • mcp-proxy - MCP proxy server to connect and interact with JetBrains IDEs. ([Read more](/details/mcp-proxy.md)) `mcp` `jetbrains` `ide` `proxy` `integration`
    • gqai - Defines tools using regular GraphQL queries/mutations and automatically generates an MCP server for the tools, enhancing GraphQL to MCP integration. ([Read more](/details/gqai.md)) `mcp` `graphql` `automation` `open-source`
    • CyberChef API MCP Server - MCP server for interacting with the CyberChef API, enabling automated use of CyberChef operations via MCP clients. ([Read more](/details/cyberchef-api-mcp-server.md)) `cyberchef` `api-integration` `automation` `mcp`
    • vscode-mcp-server - A MCP Server that allows AI (such as Claude) to interact with the directory structure, problems, and code files in a VS Code workspace. ([Read more](/details/vscode-mcp-server.md)) `mcp` `vscode` `ai-integration` `development`
    • Gentoro - Tool that generates MCP Servers based on OpenAPI specifications, simplifying the creation of custom MCP servers for different APIs. `openapi` `code-generation` `mcp` `developer-tools` `open-source`
    • Unity MCP - An MCP server implementation for the Unity Editor and Unity-based games, enabling integration between AI agents and Unity projects. Ideal for developers wanting to connect AI assistants or tools via the Model Context Protocol to Unity environments. ([Read more](/details/unity-mcp.md)) `unity3d` `game-development` `ai-integration` `mcp`
    • VS Code Extension - An MCP extension that connects the Goose AI agent with Visual Studio Code, allowing developers to preview code changes, manage diffs, and interact with MCP-powered automation directly within the editor. ([Read more](/details/vs-code-extension.md)) `vscode` `developer-tools` `ai-integration` `code-review`
    • Github Meta Server - A Model Context Protocol server facilitating AI interaction with GitHub's API for repository creation and management using natural language commands. Fits as a specialized MCP server. ([Read more](/details/github-meta-server.md)) `mcp` `github` `ai-integration` `repository-management`
    • Aio MCP - MCP server that integrates development tools (GitLab, Jira, Confluence, YouTube, Google AI) for streamlined workflows, exemplifying how MCP servers can unify multiple developer services. ([Read more](/details/aio-mcp.md)) `integration` `developer-tools` `workflow` `open-source`
    • Excalidraw Mcp - A Model Context Protocol (MCP) server providing API access for creating, managing, and exporting Excalidraw drawings in formats like SVG, PNG, and JSON. ([Read more](/details/excalidraw-mcp.md)) `drawing` `api` `mcp` `open-source`
    • mcp-gopls - A MCP server for interacting with Go's Language Server Protocol (gopls) to provide advanced Go code analysis features. `mcp` `golang` `gopls` `code-analysis` `development`
    • Custom Context MCP - A Model Context Protocol (MCP) server that transforms text into structured JSON data using templates with placeholders, directly supporting MCP server ecosystems. ([Read more](/details/custom-context-mcp.md)) `mcp` `context-management` `template` `json`
    • Builder - A Python-based server that assists users in easily installing and configuring other MCP servers across various platforms. Useful for managing and deploying MCP Servers. ([Read more](/details/builder.md)) `mcp` `installer` `deployment` `python`
    • Aider Server - Aider MCP Server offloads AI coding tasks to a specialized implementation, providing natural language code changes and model selection, and is a notable MCP server for AI-driven development workflows. (Merged both Aider Server entries) ([Read more](/details/aider-server.md)) `ai-integration` `code-generation` `natural-language` `model-selection`
    • Aira Server - TypeScript-based MCP server for creating Git commit messages with support for Git status, Gitflow, and branch operations. ([Read more](/details/aira-server.md)) `git` `version-control` `typescript` `automation`
    • Cherry Studio - Cherry Studio is a code editor that now supports MCP servers, enabling enhanced development workflows directly with Model Context Protocol integration. The release v1.1.1 introduces this support. ([Read more](/details/cherry-studio.md)) `editor` `integration` `development` `mcp`
    • Claude Code - An MCP server that implements Claude Code-like functionality, allowing AI-driven analysis of codebases, file modification, command execution, and project management directly through file system interactions. A notable solution for code-focused MCP servers. ([Read more](/details/claude-code.md)) `mcp` `codebase` `code-analysis` `ai-integration`
    • Claude for Desktop - A desktop application that acts as an MCP host, allowing users to connect and interact with various MCP servers. Essential for testing and using MCP servers, making it highly relevant for the Awesome MCP Servers ecosystem. ([Read more](/details/claude-for-desktop.md)) `mcp` `desktop` `ai-integration` `open-source`
    • Clj Kondo MCP - A Model Context Protocol server providing clj-kondo linting capabilities for Clojure/ClojureScript/EDN files. Useful in environments lacking built-in linting, directly as an MCP server. ([Read more](/details/clj-kondo-mcp.md)) `mcp` `linting` `clojure` `code-analysis`
    • cursor - An AI-powered IDE that integrates Claude agents with MCP capabilities, providing session-based memory, function calling, and agent chaining directly within the coding editor for advanced AI-assisted development. ([Read more](/details/cursor.md)) `ide` `ai-integration` `mcp` `code-generation`
    • cursor-mcp - An MCP server for controlling and pulling data from Cursor IDE, powering and automating development workflows through the MCP protocol. ([Read more](/details/cursor-mcp.md)) `mcp` `cursor` `ide` `automation`
    • FastAPI-MCP - A Python framework that integrates MCP server capabilities into FastAPI applications, enabling zero-configuration exposure of API endpoints as MCP tools. `framework` `python` `fastapi` `mcp`
    • figma-mcp - An MCP server integration that allows AI tools like Cursor to programmatically read and modify Figma designs, automating UI/UX tasks through natural language instructions. ([Read more](/details/figma-mcp.md)) `mcp` `figma` `design` `automation`
    • Gh MCP Server - Integrates with Rhino/Grasshopper 3D modeling software to enable parametric design and geometric analysis via natural language through the Model Context Protocol. ([Read more](/details/gh-mcp-server.md)) `3d-modeling` `parametric-design` `mcp` `open-source`
    • GitHub Copilot MCP - An official MCP Server by Microsoft allowing GitHub Copilot to detect security flaws and auto-generate pull requests using MCP workflows. ([Read more](/details/github-copilot-mcp.md)) `mcp` `github` `code-analysis` `security` `ai-integration`
    • Github Issue Server - A TypeScript-based MCP server enabling users to manage text notes with features like note creation and summary generation using a Model Context Protocol. Directly relevant as an MCP server implementation. ([Read more](/details/github-issue-server.md)) `mcp` `github` `typescript` `notes`
    • Github MCP - Integrates with GitHub APIs to enable repository searching, issue management, pull request creation, and settings control directly within Claude Desktop conversations, serving as an MCP server for GitHub workflows. ([Read more](/details/github-mcp.md)) `mcp` `github` `integration` `workflow`
    • Github MCP Server Claude - A modular command processor server (MCP) that interfaces with GitHub's REST API, allowing natural language interaction for fetching user details and repository information via Claude. ([Read more](/details/github-mcp-server-claude.md)) `mcp` `github` `rest-api` `natural-language`
    • Github PR MCP Server - A TypeScript server following the Model-Controller-Presenter pattern to analyze GitHub Pull Requests, exemplifying an MCP server implementation for PR analysis. ([Read more](/details/github-pr-mcp-server.md)) `mcp` `github` `code-analysis` `typescript`
    • Github Project Manager - A Model Context Protocol (MCP) server for managing GitHub projects, milestones, and sprints with kanban workflows, sprint planning, and custom field integration. ([Read more](/details/github-project-manager.md)) `mcp` `github` `project-management` `kanban`
    • Gonmcptool - A TypeScript-based Model Context Protocol toolkit that enables AI to interact with code files, manage translations, build projects, and search for files and code content. Serves as a versatile MCP Server/toolkit. ([Read more](/details/gonmcptool.md)) `typescript` `toolkit` `code-management` `mcp` `ai-integration`
    • LiteMCP - LiteMCP provides a high-level framework in JavaScript/TypeScript for building sophisticated MCP servers with minimal configuration needed. ([Read more](/details/litemcp.md)) `mcp` `framework` `typescript` `javascript` `open-source`
    • Magic MCP - Magic MCP is an MCP server that allows users to create modern UI components using natural language from within IDEs like Cursor, WindSurf, or Cline. It offers real-time previews and SVGL support, making it highly relevant for building MCP-based UIs. `mcp` `ui` `real-time` `ide`
    • MCP Get - A tool designed for installing and managing MCP servers, streamlining the deployment and installation process for various MCP server implementations. ([Read more](/details/mcp-get.md)) `installer` `deployment` `mcp` `open-source`
    • MCP LangChain TS Client - A LangChain.js client for the Model Context Protocol, enabling seamless integration with MCP servers from LangChain-based applications. ([Read more](/details/mcp-langchain-ts-client.md)) `langchain` `typescript` `client` `integration`
    • MCP Python SDK - The MCP Python SDK provides the necessary tools and libraries for building MCP servers in Python. It offers convenient abstractions and utilities to implement custom MCP servers, making it a core resource for anyone developing awesome MCP servers. ([Read more](/details/mcp-python-sdk.md)) `python` `sdk` `development` `mcp`
    • mcp-rs-template - mcp-rs-template offers a Rust-based CLI server template for MCP implementation, focusing on performance and extensibility. ([Read more](/details/mcp-rs-template.md)) `rust` `template` `cli` `mcp` `open-source`
    • MCP Server Java - A foundational Java implementation of the Model Context Protocol (MCP) server, providing server-side protocol operations, resource and tool management, structured logging, and flexible synchronous/asynchronous APIs for MCP architectures. Highly relevant for building and running Awesome MCP Servers. ([Read more](/details/mcp-server-java.md)) `java` `mcp` `reference-implementation` `open-source`
    • Mem0 MCP - An MCP server that uses Mem0 to efficiently manage coding preferences for AI agents. It enables storing, retrieving, and searching coding snippets and preferences with context, supporting enhanced memory and reasoning for agents. ([Read more](/details/mem0-mcp.md)) `memory` `context-management` `coding` `ai-agent`
    • poem-mcpserver - poem-mcpserver provides a robust MCP server implementation for the Poem web framework in Rust, supporting efficient request handling for the protocol. ([Read more](/details/poem-mcpserver.md)) `rust` `web` `framework` `mcp` `open-source`
    • unity3d-mcp - MCP server for controlling and interacting with the Unity3d Game Engine, tailored for game development tasks. ([Read more](/details/unity3d-mcp.md)) `mcp` `unity3d` `game-development` `api-integration`

  • Development Tools Mcp Servers

    • KoliBri MCP Server - Streaming KoliBri MCP server (NPM: @public-ui/mcp) that delivers 200+ guaranteed accessible web component samples, specifications, and related resources for use by MCP-compatible AI assistants and developer tools. ([Read more](/details/kolibri-mcp-server.md)) `accessibility` `ui` `components`
    • GitKraken CLI MCP Server - The GitKraken CLI (gk-cli) includes an MCP server (via `gk mcp`) that wraps GitKraken APIs, enabling MCP-compatible agents to interact with Git repositories, pull requests, and related GitKraken services programmatically. ([Read more](/details/gitkraken-cli-mcp-server.md)) `git` `repository-management` `developer-tools`
    • Intlayer MCP Server - An MCP server that enhances your IDE with AI-powered assistance for the Intlayer i18n/CMS tool, providing smart CLI access and related tooling through the Model Context Protocol. ([Read more](/details/intlayer-mcp-server.md)) `i18n` `cms` `developer-tools`
    • fastmcp - A high-level Python framework for building MCP servers, providing batteries-included abstractions that simplify defining tools, resources, and transports for Model Context Protocol servers. ([Read more](/details/fastmcp.md)) `framework` `python` `mcp`
    • mcp-package-version - An MCP server that helps LLMs look up and suggest the latest stable package versions when writing or refactoring code. ([Read more](/details/mcp-package-version.md)) `dependency-management` `development` `versioning`
    • xcodebuild MCP - An MCP server that builds iOS Xcode workspaces/projects and feeds compilation errors back to LLMs, enabling automated iOS build and diagnostics via the Model Context Protocol. ([Read more](/details/xcodebuild-mcp.md)) `xcode` `build-automation` `ios`
    • BifrostMCP - An MCP server that connects to VS Code and exposes semantic IDE tools like find usages to AI agents through the Model Context Protocol. ([Read more](/details/bifrostmcp.md)) `ide` `vscode` `developer-tools`
    • Time MCP Server - Official Anthropic MCP server providing time and timezone conversion tools. Returns current time, date, UTC offset, and DST status for any IANA timezone with automatic system timezone detection. ([Read more](/details/time-mcp-server.md)) `Timezone` `Datetime` `Utilities`
    • FastAPI to MCP auto generator - FastAPI to MCP auto generator is a zero-configuration tool that automatically exposes FastAPI endpoints as MCP tools, allowing rapid creation of MCP servers from existing FastAPI applications. ([Read more](/details/fastapi-to-mcp-auto-generator.md)) `fastapi` `auto-generation` `mcp`
    • JVM MCP Server - A JVM-based implementation of an MCP (Model Context Protocol) server, enabling MCP capabilities on the Java Virtual Machine ecosystem. ([Read more](/details/jvm-mcp-server.md)) `java` `framework` `server`
    • mcp-claude-code - mcp-claude-code is an MCP-based implementation of Claude Code capabilities, enabling AI agents to understand, modify, and manage software projects through the MCP protocol. ([Read more](/details/mcp-claude-code.md)) `code-analysis` `code-generation` `ai-assistant`
    • Any OpenAPI MCP Server - An MCP server for interacting with large OpenAPI documents using built-in semantic search over endpoints, with support for customizing the MCP server prefix. ([Read more](/details/any-openapi-mcp-server.md)) `openapi` `api-integration` `search`
    • GraphQL Schema MCP Server - An MCP server that lets LLMs explore large GraphQL schemas efficiently without overloading context windows. ([Read more](/details/graphql-schema-mcp-server.md)) `graphql` `schema-inspection` `developer-tools`
    • OpenAPI Schema MCP - An MCP server that lets LLMs explore large OpenAPI schemas efficiently without bloating context, providing schema-aware navigation and querying. ([Read more](/details/openapi-schema-mcp.md)) `openapi` `api` `exploration`
    • serena - Serena is a fully featured coding agent MCP server that uses language servers to perform symbolic code operations. It provides rich development tooling for AI agents through MCP, enabling advanced code understanding, navigation, and editing workflows. ([Read more](/details/serena.md)) `ai-agent` `development` `code-analysis`
    • mcp-server-circleci - An MCP server by CircleCI that lets AI agents interact with CircleCI to inspect and help fix CI build failures. ([Read more](/details/mcp-server-circleci.md)) `ci/cd` `devops` `integration`
    • mcp-use Framework - Full-stack Model Context Protocol framework for developing MCP Apps for ChatGPT/Claude and MCP Servers for AI Agents, supporting both Python and TypeScript with built-in agent capabilities and rich UI components. ([Read more](/details/mcp-use-framework.md)) `Framework` `Python` `Typescript`
    • Starwind UI MCP - An MCP server that surfaces commands, documentation, and information for Starwind UI’s open source Astro components, enabling LLMs to make full use of the UI library. ([Read more](/details/starwind-ui-mcp.md)) `ui` `components` `documentation`
    • mcp-language-server - mcp-language-server is an MCP server that helps MCP-enabled clients navigate and understand codebases by offering semantic tools and language-server-like capabilities over the MCP protocol. ([Read more](/details/mcp-language-server.md)) `language-server` `code-analysis` `developer-tools`
    • Adalo MCP Server - An MCP server for the Adalo no-code app development platform, enabling MCP tools and agents to interact with Adalo apps and resources programmatically. ([Read more](/details/adalo-mcp-server.md)) `no-code` `app-development` `mobile`
    • Apiary MCP Server - An MCP Server that connects to Apiary’s API design, development, and documentation platform, allowing tools and AI agents to manage API blueprints, mocks, and documentation programmatically via MCP. ([Read more](/details/apiary-mcp-server.md)) `api` `documentation` `developer-tools`
    • Backendless MCP Server - An MCP Server integration for Backendless, exposing its no-code backend services—databases, APIs, and real-time features—to MCP clients for app automation and orchestration. ([Read more](/details/backendless-mcp-server.md)) `backend` `no-code` `api`
    • BitBucket MCP Server - An MCP Server for Bitbucket Cloud, giving MCP-based agents and tools access to repositories, pull requests, and CI/CD workflows through Bitbucket’s APIs. ([Read more](/details/bitbucket-mcp-server.md)) `git` `repository-management` `ci/cd`
    • Bubble MCP Server - An MCP Server for Bubble, exposing Bubble’s no-code application platform to MCP agents to create, modify, or interact with Bubble apps programmatically. ([Read more](/details/bubble-mcp-server.md)) `no-code` `app-development` `workflow-automation`
    • Diffchecker MCP Server - MCP Server integration for Diffchecker, allowing comparison of text, images, files, and folders through MCP-compatible tools. ([Read more](/details/diffchecker-mcp-server.md)) `diff` `comparison` `development`
    • GitLab MCP Server - An MCP Server that integrates GitLab’s DevSecOps platform with MCP-based workflows via Pipedream, supporting automation around repositories, CI/CD, and issues. ([Read more](/details/gitlab-mcp-server.md)) `gitlab` `ci/cd` `repository-management`
    • LaunchDarkly MCP Server - An OAuth-enabled MCP Server for LaunchDarkly, providing secure, authenticated access to LaunchDarkly’s unified feature management and experimentation platform via the Model Context Protocol. ([Read more](/details/launchdarkly-mcp-server.md)) `feature-flags` `experimentation` `devops`
    • Softr MCP Server - An MCP server for Softr that enables agents to build and manage custom apps and portals backed by Airtable data, supporting no‑code workflows via the Softr platform. ([Read more](/details/softr-mcp-server.md)) `no-code` `app-development` `portal`
    • WakaTime MCP Server - An MCP server for WakaTime that provides AI access to developer productivity metrics and programming activity dashboards via WakaTime’s tracking platform. ([Read more](/details/wakatime-mcp-server.md)) `developer-tools` `analytics` `productivity`
    • Shadertoy MCP Server - Shadertoy MCP Server provides MCP-based access to Shadertoy, enabling tools to search, retrieve, and interact with shaders and related resources via MCP. ([Read more](/details/shadertoy-mcp-server.md)) `graphics` `developer-tools`
    • Azure DevOps MCP Server - An MCP Server that connects to Azure DevOps, enabling planning, collaboration, and CI/CD operations via MCP-compatible agents or tools. ([Read more](/details/azure-devops-mcp-server.md)) `ci/cd` `devops` `project-management`
    • Firebase Admin SDK MCP Server - An MCP Server for the Firebase Admin SDK, allowing MCP tools to interact programmatically with Firebase services for app management and backend operations. ([Read more](/details/firebase-admin-sdk-mcp-server.md)) `firebase` `app-management` `backend`
    • LinearB MCP Server - An MCP Server for LinearB, connecting MCP clients to its software delivery management platform for engineering operations and R&D visibility. ([Read more](/details/linearb-mcp-server.md)) `analytics` `devops` `engineering-metrics`
    • npm MCP Server - An MCP Server for npm, enabling discovery and use of Node.js packages from the npm ecosystem within MCP tools and automations. ([Read more](/details/npm-mcp-server.md)) `npm` `nodejs` `package-management`
    • SkyCiv MCP Server - MCP Server for SkyCiv’s cloud-based structural engineering software and API, allowing MCP-compatible tools to access structural analysis and design capabilities as part of automated workflows. ([Read more](/details/skyciv-mcp-server.md)) `engineering` `api` `simulation`
    • SwaggerHub MCP Server - MCP Server for SwaggerHub, providing AI agents and MCP tools with programmatic access to API design, documentation, and collaboration workflows based on OpenAPI. ([Read more](/details/swaggerhub-mcp-server.md)) `openapi` `api-design` `documentation`
    • Travis CI MCP Server - MCP Server for Travis CI that lets MCP-compatible agents trigger, manage, and monitor CI builds and deployments through Travis CI’s services. ([Read more](/details/travis-ci-mcp-server.md)) `ci/cd` `devops` `automation`
    • Unity Cloud Build MCP Server - MCP Server for Unity Cloud Build, enabling MCP-compatible agents to initiate and manage cloud-based game builds as part of automated development pipelines. ([Read more](/details/unity-cloud-build-mcp-server.md)) `game-development` `ci/cd` `build-automation`
    • Diabatix ColdStream MCP Server - An MCP server integration for Diabatix ColdStream, providing MCP-compatible tools access to generative design software for thermal and flow topology optimization. ([Read more](/details/diabatix-coldstream-mcp-server.md)) `simulation` `engineering` `optimization`
    • Retool MCP Server - An MCP Server integration for Retool, allowing MCP-based automation and control of internal tools built on Retool. ([Read more](/details/retool-mcp-server.md)) `internal-tools` `automation` `app-development`
    • shadcn-ui-mcp-server - An MCP server that grants AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata, enabling UI-aware reasoning and code generation via the Model Context Protocol. ([Read more](/details/shadcn-ui-mcp-server.md)) `ui` `react` `code-generation`
    • figma-flutter-mcp - An MCP server that provides coding agents with direct access to Figma design data so they can generate Flutter code for building apps, including handling assets and layout details. ([Read more](/details/figma-flutter-mcp.md)) `figma` `flutter` `code-generation`
    • MaxMSP MCP Server - MaxMSP-MCP-Server is a coding agent MCP server for Max (Max/MSP/Jitter), a visual programming environment for music and multimedia. It enables AI-driven code assistance and interaction within Max via the Model Context Protocol. ([Read more](/details/maxmsp-mcp-server.md)) `music` `multimedia` `ai-assistant`
    • mcp-pointer - mcp-pointer is an MCP server and Chrome extension that provides a visual DOM element selector for agentic coding tools such as Claude Code and Cursor, acting as a bridge between the browser and MCP-enabled AI coding environments. ([Read more](/details/mcp-pointer.md)) `browser` `ui` `ai-agent`
    • Next.js DevTools MCP - Official Vercel Model Context Protocol server that automatically discovers and connects to running Next.js 16+ development servers' built-in MCP endpoints for real-time development assistance and debugging. ([Read more](/details/nextjs-devtools-mcp.md)) `Nextjs` `Development` `Debugging`
    • FastMCP Framework - The fast, Pythonic framework for building MCP servers, clients, and applications with decorator-based API, transforming Python functions into MCP-compatible tools, resources, and prompts. ([Read more](/details/fastmcp-framework.md)) `Python` `Framework` `Sdk`
    • Code Documentation Generation MCP Server - An MCP server that analyzes codebases to automatically generate technical documentation, enhancing developer productivity within MCP-powered workflows. ([Read more](/details/code-documentation-generation-mcp-server.md)) `documentation` `code-analysis` `code-generation`
    • Frontend MCP Server - An MCP server that provides guidance and tooling for React and modern web development workflows within MCP-enabled environments. ([Read more](/details/frontend-mcp-server.md)) `react` `web-development` `javascript`
    • Grafbase MCP Server - A Grafbase MCP server at https://api.grafbase.com/mcp providing MCP-compatible access to Grafbase’s backend and GraphQL services with OAuth2.1 authentication. ([Read more](/details/grafbase-mcp-server.md)) `backend` `graphql` `api-integration`
    • Jam MCP Server - An MCP server for Jam.dev that enables AI-powered workflows for software development via the OAuth2.1 endpoint https://mcp.jam.dev/mcp. ([Read more](/details/jam-mcp-server.md)) `bug-tracking` `developer-tools` `collaboration`
    • Figma MCP Server - Official Figma MCP server bringing design directly into AI workflows. Enables design-to-code, live UI capture to editable frames, design system integration with Code Connect, and seamless collaboration between designers and developers through VS Code, Cursor, and Claude Code. ([Read more](/details/figma-mcp-server.md)) `Design` `Ui Ux` `Collaboration`
    • ESLint MCP Server - Official ESLint Model Context Protocol server enabling AI assistants to run ESLint linting and code analysis in IDEs, assisting developers with automated code quality checks and JavaScript/TypeScript error detection. ([Read more](/details/eslint-mcp-server.md)) `Linting` `Code Analysis` `Javascript`
    • LangSmith MCP Server - Official LangChain MCP server for LangSmith providing conversation history, tracing, datasets, experiments, and billing usage access with comprehensive observability for AI applications. ([Read more](/details/langsmith-mcp-server.md)) `Tracing` `Observability` `Langchain`
    • Postman MCP Server - Official Postman remote MCP server connecting Postman to AI agents for secure API workflow automation, including testing APIs, generating code from definitions, and managing collections through natural language. ([Read more](/details/postman-mcp-server.md)) `Api Testing` `Development` `Api Management`
    • Vercel Official MCP Server - Official Model Context Protocol server in Public Beta providing secure, OAuth-compliant interface for AI clients to interact with Vercel projects. Enables Cursor and Claude to access logs, documentation, and project metadata directly from development environments. ([Read more](/details/vercel-official-mcp-server.md)) `Deployment` `Cloud Platform` `Developer Tools`

  • Mcp Server Directories & Lists

    • Model Context Protocol Servers Repository - The official GitHub monorepo containing example and reference MCP servers, utilities, and templates for building and running MCP servers compatible with MCP-enabled clients. ([Read more](/details/model-context-protocol-servers-repository.md)) `mcp` `reference` `examples`
    • Python MCP SDK - Official Python SDK for implementing Model Context Protocol (MCP) servers in Python. It offers primitives and utilities for defining tools, resources, and capabilities that can be safely exposed to LLMs via the MCP standard. ([Read more](/details/python-mcp-sdk.md))
    • Typescript MCP SDK - Official TypeScript SDK for building Model Context Protocol (MCP) servers and tools. It provides the core interfaces, helpers, and runtime support needed to implement MCP servers in TypeScript/JavaScript so LLMs can safely access external tools and data. ([Read more](/details/typescript-mcp-sdk.md))
    • Model Context Protocol Inspector - A visual testing and inspection tool for MCP servers that lets developers explore, debug, and validate MCP server behavior through an interactive UI, improving development and QA workflows for MCP integrations. ([Read more](/details/model-context-protocol-inspector.md))
    • Awesome MCP Servers (appcypher) - A curated awesome list of Model Context Protocol servers compiled by Stephen Akinyemi (appcypher). ([Read more](/details/awesome-mcp-servers-appcypher.md))
    • OpenRPC MCP Server - An MCP server for discovering and interacting with JSON-RPC APIs defined via OpenRPC specifications, exposing them to AI tools through the Model Context Protocol. ([Read more](/details/openrpc-mcp-server.md))
    • BigQuery MCP Server (LucasHild) - An MCP server for Google BigQuery that allows LLMs to inspect database schemas and execute SQL queries directly against BigQuery datasets. ([Read more](/details/bigquery-mcp-server-lucashild.md))
    • Todoist MCP Server - An MCP server that connects to the Todoist task management platform, allowing LLMs to create, read, and manage tasks and projects. ([Read more](/details/todoist-mcp-server.md))
    • Spotify MCP Server - An MCP server that lets LLMs control Spotify, including playing and managing music through the Spotify platform. ([Read more](/details/spotify-mcp-server.md))
    • LlamaCloud MCP Server - An MCP server for integrating and querying data stored in managed indexes on LlamaCloud (LlamaIndex’s hosted service), enabling retrieval-augmented workflows over cloud indexes. ([Read more](/details/llamacloud-mcp-server.md))
    • E2B MCP Server - An MCP server for E2B that enables running arbitrary code inside secure, cloud-hosted sandboxes from within AI agents. ([Read more](/details/e2b-mcp-server.md))
    • Model Context Protocol Quickstart Resources - A collection of example MCP servers and clients used in the official Model Context Protocol tutorials, offering ready-made reference implementations and starter code for learning and prototyping MCP servers. ([Read more](/details/model-context-protocol-quickstart-resources.md))
    • Awesome MCP Servers (wong2) - A well-known awesome list of MCP servers curated by wong2, cataloging top Model Context Protocol server implementations and integrations. ([Read more](/details/awesome-mcp-servers-wong2.md))
    • Home Assistant MCP Server - An MCP server for Home Assistant that enables LLMs to view and control lights, switches, sensors, and other Home Assistant entities in a smart home environment. ([Read more](/details/home-assistant-mcp-server.md))
    • Awesome MCP Servers (punkpeye) - A curated list of MCP servers by Frank Fiegel (punkpeye), serving as a comprehensive directory of popular MCP server integrations. ([Read more](/details/awesome-mcp-servers-punkpeye.md))
    • XMind MCP Server - An MCP server that reads and searches through directories of XMind mind map files, enabling LLMs to browse and query XMind-based knowledge structures. ([Read more](/details/xmind-mcp-server.md))
    • Postman MCP Server - An MCP server for running Postman Collections locally via Newman, executing API tests and returning pass/fail results through the Model Context Protocol. ([Read more](/details/postman-mcp-server.md))
    • Awesome Crypto MCP Servers - A curated GitHub awesome list of crypto-focused Model Context Protocol (MCP) servers, maintained by Luke Fan (badkk). ([Read more](/details/awesome-crypto-mcp-servers.md))
    • Keycloak MCP Server - An MCP server for Keycloak that enables natural language management of realms and users, including creating, deleting, and listing users and realms. ([Read more](/details/keycloak-mcp-server.md))
    • codemirror-mcp - codemirror-mcp is a CodeMirror extension that implements the Model Context Protocol for clients, enabling resource mentions and prompt commands within the editor. ([Read more](/details/codemirror-mcp.md))
    • Elasticsearch MCP Server - An MCP server implementation that provides search and indexing interactions with Elasticsearch clusters via MCP tools. ([Read more](/details/elasticsearch-mcp-server.md))
    • iTerm MCP - An MCP server that integrates with the iTerm2 terminal emulator on macOS, allowing LLMs to execute, monitor, and interact with terminal commands safely. ([Read more](/details/iterm-mcp.md))
    • Holaspirit MCP Server - An MCP server that integrates with the Holaspirit platform, allowing LLMs to interact with Holaspirit’s governance and organizational data via its API. ([Read more](/details/holaspirit-mcp-server.md))
    • Lightdash MCP Server - An MCP server that integrates with Lightdash, enabling LLMs to interact with the Lightdash BI tool for exploring and querying analytics data. ([Read more](/details/lightdash-mcp-server.md))
    • Open Strategy Partners Marketing Tools MCP Server - An MCP-oriented toolkit providing content editing codes, value maps, and positioning tools for product marketing workflows, enabling marketing operations via MCP. ([Read more](/details/open-strategy-partners-marketing-tools-mcp-server.md))
    • Replicate MCP Server - An MCP server that allows LLMs to search, run, and manage machine learning models on Replicate, including browsing models, creating predictions, tracking statuses, and handling generated images. ([Read more](/details/replicate-mcp-server.md))
    • Base Free USDC Transfer MCP Server - An MCP server that enables LLMs to send USDC on the Base network for free using Coinbase CDP wallet infrastructure, integrating on-chain transfers into AI workflows. ([Read more](/details/base-free-usdc-transfer-mcp-server.md))
    • Model Context Protocol Rust SDK - Official Rust SDK for the Model Context Protocol, offering Rust crates to build high-performance MCP servers and clients. ([Read more](/details/model-context-protocol-rust-sdk.md))
    • WildFly MCP Server - An MCP server for WildFly that lets LLMs interact with running WildFly application servers, including retrieving metrics and logs and invoking management operations. ([Read more](/details/wildfly-mcp-server.md))
    • Gmail MCP Server - A Model Context Protocol server for integrating Gmail into Claude Desktop, including automated authentication support and email operations. ([Read more](/details/gmail-mcp-server.md))
    • ClaudePost - An MCP server that integrates with Gmail to enable secure email management tasks such as searching, reading, and sending emails from within MCP-compatible clients. ([Read more](/details/claudepost.md))
    • Rijksmuseum MCP Server - An MCP server that interfaces with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections via LLM tools. ([Read more](/details/rijksmuseum-mcp-server.md))
    • JetBrains MCP Integration - An MCP integration for JetBrains IDEs that enables agents to work with code directly inside JetBrains development environments. ([Read more](/details/jetbrains-mcp-integration.md))
    • Model Context Protocol Kotlin SDK - Official Kotlin SDK for the Model Context Protocol, providing idiomatic Kotlin support for building MCP servers and clients. ([Read more](/details/model-context-protocol-kotlin-sdk.md))
    • Neovim MCP Server - An MCP server for Neovim that exposes your current Neovim session to LLMs, enabling editor-aware operations such as code editing and navigation via MCP. ([Read more](/details/neovim-mcp-server.md))
    • Open-Sourced MCP Servers Directory - A curated GitHub directory of open-source MCP servers maintained by chatmcp, focusing on discoverability of freely available MCP implementations. ([Read more](/details/open-sourced-mcp-servers-directory.md))
    • Lingo.dev MCP Integration - An MCP integration for Lingo.dev that allows agents to use Lingo.dev’s localization engine to support multilingual interactions across many languages. ([Read more](/details/lingodev-mcp-integration.md))
    • Verodat MCP Server - An MCP server for Verodat that enables interaction with the Verodat AI Ready Data platform. ([Read more](/details/verodat-mcp-server.md))
    • ChatSum MCP Server - An MCP server that allows LLMs to query and summarize chat messages, enabling conversational log analysis and condensation. ([Read more](/details/chatsum-mcp-server.md))
    • DeepSeek MCP Server - A Model Context Protocol server that integrates DeepSeek’s language models and exposes additional useful API endpoints to MCP clients. ([Read more](/details/deepseek-mcp-server.md))
    • Deepseek - An MCP server implementation connecting Claude Desktop to DeepSeek’s R1 and V3 language models, enabling them as tools within the MCP ecosystem. ([Read more](/details/deepseek.md)) `ai-integration` `language-models` `llm`
    • ElevenLabs MCP Server - An MCP server that integrates with the ElevenLabs text-to-speech API, capable of generating full voiceovers with multiple voices. ([Read more](/details/elevenlabs-mcp-server.md))
    • Oxylabs MCP - An MCP server for Oxylabs Web API that enables website scraping with dynamic rendering and structured data extraction. ([Read more](/details/oxylabs-mcp.md))
    • Cloudinary - A Cloudinary MCP server that lets MCP clients upload media assets to Cloudinary and retrieve their URLs and metadata. ([Read more](/details/cloudinary.md))
    • AWS S3 MCP Server - A sample Model Context Protocol (MCP) server for AWS S3 that allows LLMs to flexibly fetch objects from S3 buckets, such as PDF documents, for retrieval and processing. ([Read more](/details/aws-s3-mcp-server.md))
    • Discord MCP Server - An MCP server that connects to Discord guilds through a bot, enabling reading and writing messages in channels from MCP-compatible clients. ([Read more](/details/discord-mcp-server.md))
    • Dataset Viewer - An MCP server that lets users browse and analyze Hugging Face datasets, including search, filtering, statistics, and data export capabilities. ([Read more](/details/dataset-viewer.md)) `datasets` `data-exploration`
    • MotherDuck MCP Server - An MCP server for MotherDuck that allows agents to query and analyze data stored in MotherDuck and local DuckDB instances. ([Read more](/details/motherduck-mcp-server.md))
    • ArangoDB MCP Server - An MCP server that exposes ArangoDB database capabilities to LLMs, enabling schema-aware querying and manipulation of ArangoDB collections and graphs. ([Read more](/details/arangodb-mcp-server.md))
    • IBM wxflows MCP Example - An MCP integration example for IBM wxflows, a tool platform to build, test, and deploy tools for any data source using MCP. ([Read more](/details/ibm-wxflows-mcp-example.md))
    • code-executor - An MCP server that allows LLMs to execute Python code inside a specified Conda environment, enabling safe, tool-based code execution workflows. ([Read more](/details/code-executor.md))
    • AlphaVantage MCP Server - An MCP server for the AlphaVantage stock market data API, enabling LLMs to fetch real-time and historical financial and market data. ([Read more](/details/alphavantage-mcp-server.md))
    • coin_api_mcp - An MCP server that exposes CoinMarketCap cryptocurrency market data to MCP-compatible clients for querying prices and market information. ([Read more](/details/coin_api_mcp.md))
    • cognee-mcp - A GraphRAG-focused MCP memory server that provides customizable data ingestion, processing, and search over graph-based knowledge representations. ([Read more](/details/cognee-mcp.md))
    • DevRev - An MCP server that connects to DevRev APIs to search and work with your DevRev Knowledge Graph, aggregating objects imported from multiple sources. ([Read more](/details/devrev.md)) `business` `knowledge-graph` `crm`
    • Anki MCP Server - An MCP server that connects LLMs to Anki, allowing interaction with decks and cards for querying, creating, and updating spaced-repetition flashcards. ([Read more](/details/anki-mcp-server.md))
    • Integration App MCP Server - An MCP server for Integration App that lets agents interact with other SaaS applications on behalf of customers. ([Read more](/details/integration-app-mcp-server.md))
    • Riza MCP - An MCP server from Riza that provides an arbitrary code execution and tool-use platform for LLMs. ([Read more](/details/riza-mcp.md))
    • Airtable MCP Server (felores) - A Model Context Protocol server for Airtable that exposes Airtable data and operations to LLMs for database-driven workflows. ([Read more](/details/airtable-mcp-server-felores.md))
    • CFBD API MCP Server - An MCP server for the College Football Data (CFBD) API that lets LLMs query structured college football statistics and related data. ([Read more](/details/cfbd-api-mcp-server.md))
    • Drupal MCP Server - An MCP server for interacting with Drupal using the STDIO transport layer, exposing Drupal capabilities to MCP clients. ([Read more](/details/drupal-mcp-server.md))
    • Meilisearch MCP Server - An MCP server for Meilisearch that lets agents interact with Meilisearch’s full-text and semantic search API for indexing and querying content. ([Read more](/details/meilisearch-mcp-server.md))
    • Needle MCP - A production-ready MCP server for Needle that provides retrieval-augmented generation (RAG) capabilities to search and retrieve data from your own documents. ([Read more](/details/needle-mcp.md))
    • Tavily MCP - An MCP server for Tavily that gives AI agents access to Tavily’s search and extraction engine for web research. ([Read more](/details/tavily-mcp.md))
    • Dify MCP Server - A simple implementation of a Model Context Protocol (MCP) server for integrating and orchestrating Dify workflows. ([Read more](/details/dify-mcp-server.md))
    • Tavily Search MCP Server - An MCP server for Tavily’s search and news API that offers controlled web search with explicit site inclusions and exclusions for LLM tools. ([Read more](/details/tavily-search-mcp-server.md))
    • MySQL MCP Server (NodeJS, benborla) - A Node.js-based MySQL MCP server with configurable access controls and schema inspection, enabling secure LLM access to MySQL databases. ([Read more](/details/mysql-mcp-server-nodejs-benborla.md))
    • Model Context Protocol Swift SDK - Official Swift SDK for the Model Context Protocol, enabling Swift and Apple platform developers to implement MCP servers and clients. ([Read more](/details/model-context-protocol-swift-sdk.md))
    • awesome-mcp-list - A curated GitHub repository that maintains a concise list of MCP (Model Context Protocol) servers. It serves as a directory of available MCP servers, aiming to help developers quickly discover and explore MCP-compatible server implementations, tools, and related resources. ([Read more](/details/awesome-mcp-list.md)) `curated-list` `directory` `mcp`
    • Qwen_Max MCP Server - A Model Context Protocol server implementation that exposes Qwen models (Qwen_Max) as tools, enabling MCP-compatible clients to interact with Qwen LLMs. ([Read more](/details/qwen_max-mcp-server.md))
    • YouTube MCP Server - A comprehensive MCP server for the YouTube API, supporting video management, Shorts creation, and analytics access from within LLM-driven tools. ([Read more](/details/youtube-mcp-server.md))
    • Placid.app MCP Server - An MCP server that generates image and video creatives using Placid.app templates, allowing AI agents to create marketing visuals programmatically. ([Read more](/details/placidapp-mcp-server.md))
    • Google Calendar MCP Server (nspady) - An MCP server for managing Google Calendar events, including creating, updating, deleting, and searching for events by attributes such as title and location. ([Read more](/details/google-calendar-mcp-server-nspady.md))
    • Chroma - An MCP-compatible vector database server for semantic document search and metadata filtering, built on top of the Chroma vector database. ([Read more](/details/chroma.md))
    • MSSQL MCP Server (JexinSam) - A Python-based MCP server for Microsoft SQL Server (MSSQL) that allows LLMs to query and work with SQL Server databases through the Model Context Protocol. ([Read more](/details/mssql-mcp-server-jexinsam.md))
    • Redis MCP Server (GongRzhe) - A Redis-based MCP server providing database operations and caching capabilities, including key–value operations, expiration management, and pattern-based key listing for LLM workflows. ([Read more](/details/redis-mcp-server-gongrzhe.md))
    • Redis MCP Server (prajwalnayak7) - An MCP server to interact with Redis Server and AWS MemoryDB for caching and other in-memory, key–value storage use cases from LLM tools. ([Read more](/details/redis-mcp-server-prajwalnayak7.md))
    • Goal Story MCP Server - An MCP server for Goal Story, providing goal tracking and visualization tools for personal and professional development through MCP. ([Read more](/details/goal-story-mcp-server.md))
    • Notion MCP Server - A Notion MCP integration that lets you search, read, update, and create Notion pages directly through Claude chat using the Model Context Protocol. ([Read more](/details/notion-mcp-server.md))
    • PIF MCP Server - The MCP-PIF (Personal Intelligence Framework) server provides tools for file operations, structured reasoning, and journal-based documentation to support continuity and evolving human–AI collaboration across sessions. ([Read more](/details/pif-mcp-server.md))
    • Google Calendar MCP Server - An MCP server that integrates with Google Calendar to check schedules, find available times, and add or delete events. ([Read more](/details/google-calendar-mcp-server.md))
    • World Bank Data API MCP Server - An MCP server that connects to the World Bank data API, allowing LLMs to fetch and explore global development indicators and datasets programmatically. ([Read more](/details/world-bank-data-api-mcp-server.md))
    • Glean MCP Server - An MCP server that integrates with the Glean API to enable enterprise search and chat capabilities via MCP tools. ([Read more](/details/glean-mcp-server.md))
    • Google Custom Search MCP Server - An MCP server that exposes Google Custom Search API capabilities, allowing MCP clients to retrieve Google Search results. ([Read more](/details/google-custom-search-mcp-server.md))
    • Scholarly MCP Server - An MCP server that enables LLMs to search for scholarly and academic articles, integrating literature search into Model Context Protocol workflows. ([Read more](/details/scholarly-mcp-server.md))
    • OpenCTI MCP Server - An MCP server that connects to the OpenCTI platform to retrieve threat intelligence data such as reports, indicators, malware, and threat actors. ([Read more](/details/opencti-mcp-server.md))
    • X (Twitter) MCP Server by EnesCinr - An MCP server for the X (Twitter) API that enables posting tweets and searching for tweets by query directly from an LLM environment. ([Read more](/details/x-twitter-mcp-server-by-enescinr.md))
    • X (Twitter) MCP Server by vidhupv - An MCP server for X/Twitter that lets LLMs create, manage, and publish posts directly through chat-based interfaces such as Claude. ([Read more](/details/x-twitter-mcp-server-by-vidhupv.md))
    • FlightRadar24 MCP Server - A Claude Desktop-compatible MCP server that helps track flights in real time using Flightradar24 data. ([Read more](/details/flightradar24-mcp-server.md))
    • Travel Planner MCP Server - A travel planning MCP server integrating Google Maps APIs to support itinerary creation, location search, place details, and route calculations directly from LLMs. ([Read more](/details/travel-planner-mcp-server.md))
    • kintone MCP Server - An MCP server for kintone that lets LLMs manage records and apps on the kintone platform, enabling low-code business data operations through MCP tools. ([Read more](/details/kintone-mcp-server.md))
    • Monday.com MCP Server - An MCP server that integrates with Monday.com, allowing LLMs to interact with boards and items for project and workflow management. ([Read more](/details/mondaycom-mcp-server.md))
    • JSON MCP Server - An MCP server for advanced JSON handling and processing, supporting JSONPath queries and rich array, string, numeric, and date operations over JSON documents. ([Read more](/details/json-mcp-server.md))
    • MCP Badges - A collection of reusable badges for MCP projects, enabling maintainers to highlight MCP-compatible servers, clients, and tools in READMEs and documentation. ([Read more](/details/mcp-badges.md))
    • MSSQL-Python MCP Server - A read-only Python implementation of an MSSQL MCP server focused on secure database access, with enhanced security, configurable access controls, and schema inspection. ([Read more](/details/mssql-python-mcp-server.md))
    • Reaper MCP Server - An MCP server for interacting with Reaper digital audio workstation projects, enabling operations on DAW sessions via Model Context Protocol tools. ([Read more](/details/reaper-mcp-server.md))
    • Rememberizer AI MCP Server - An MCP server for interacting with the Rememberizer AI data source, enabling enhanced knowledge retrieval and context management within LLM sessions. ([Read more](/details/rememberizer-ai-mcp-server.md))
    • Ticketmaster MCP Server - An MCP server for the Ticketmaster Discovery API, enabling search and retrieval of events, venues, and attractions from Ticketmaster within LLM tools. ([Read more](/details/ticketmaster-mcp-server.md))
    • TMDB MCP Server - An MCP server that integrates with The Movie Database (TMDB) API to provide movie metadata, search, and recommendation capabilities to LLM agents. ([Read more](/details/tmdb-mcp-server.md))
    • Descope - An MCP server integrating with Descope to search audit logs, manage users, and perform identity-related operations via MCP tools. ([Read more](/details/descope.md)) `security` `authentication`
    • Markdownify MCP Server - An MCP server that converts various content types (PPTX, HTML, PDF, YouTube transcripts, and more) into Markdown for easier LLM consumption and processing. ([Read more](/details/markdownify-mcp-server.md))
    • awesome mcp projects - A GitHub repository that appears intended as a curated list of MCP (Model Context Protocol) projects and resources. The current repository primarily contains HTML and minimal visible content, suggesting it is an early-stage or placeholder list for MCP-related servers and tools rather than a fully populated directory. ([Read more](/details/awesome-mcp-projects.md)) `curated-list` `directory` `mcp`
    • HubSpot MCP Server - An MCP server that connects to HubSpot CRM, enabling natural language management of contacts and companies, including creating and retrieving CRM records from within an LLM chat. ([Read more](/details/hubspot-mcp-server.md))
    • Neo4j MCP Server - An MCP server for the Neo4j graph database, exposing schema and read/write Cypher operations plus a graph-database-backed memory layer. ([Read more](/details/neo4j-mcp-server.md))
    • Model Context Protocol Registry - A community-driven registry service for Model Context Protocol (MCP) servers, enabling discovery, publishing, and management of MCP server implementations across the ecosystem. ([Read more](/details/model-context-protocol-registry.md))
    • Model Context Protocol Ruby SDK - Official Ruby SDK for the Model Context Protocol, providing Ruby interfaces and utilities to build MCP-compatible servers and tools. ([Read more](/details/model-context-protocol-ruby-sdk.md))
    • Awesome Remote MCP Servers - A curated GitHub repository listing remote Model Context Protocol (MCP) servers, including categories, authentication details, and usage examples for integrating MCP servers with LLM clients. It serves as a central directory for discovering and contributing OAuth 2.0–enabled remote MCP servers. ([Read more](/details/awesome-remote-mcp-servers.md)) `curated-list` `directory` `mcp`
    • SingleStore MCP Server - A Model Context Protocol server for SingleStore database, enabling LLMs to query and manage data in SingleStore via structured tools. ([Read more](/details/singlestore-mcp-server.md))
    • Model Context Protocol Go SDK - Official Go SDK for the Model Context Protocol, providing Go packages and helpers for building MCP servers and clients. ([Read more](/details/model-context-protocol-go-sdk.md))
    • MCPJungle - MCPJungle is a self-hosted MCP server registry for enterprise AI agents, acting as an internal directory and management layer for discovering and operating multiple MCP servers. ([Read more](/details/mcpjungle.md)) `directory` `enterprise` `mcp`
    • MCP Community Discord (Glama) - A community Discord server dedicated to the Model Context Protocol (MCP), hosted by Frank Fiegel (punkpeye) via Glama, for discussion, support, and sharing MCP servers and tools. ([Read more](/details/mcp-community-discord-glama.md))
    • Best of MCP Servers - A GitHub-hosted, automatically ranked and weekly updated curated list of approximately 400 Model Context Protocol (MCP) servers, grouped into 34 categories and scored using project-quality metrics collected from GitHub and package managers. It serves as a centralized directory for discovering top MCP servers and their ecosystems. ([Read more](/details/best-of-mcp-servers.md)) `curated-list` `directory` `tool-discovery`
    • Model Context Protocol PHP SDK - Official PHP SDK for the Model Context Protocol, allowing PHP applications to implement and integrate with MCP servers and clients. ([Read more](/details/model-context-protocol-php-sdk.md))
    • Neon MCP Server - An MCP server that lets AI agents interact with the Neon serverless Postgres platform for database operations. ([Read more](/details/neon-mcp-server.md))
    • Windows CLI MCP Server - An MCP server that provides secure, controlled command-line access on Windows systems, supporting PowerShell, CMD, and Git Bash shells from within LLM tools. ([Read more](/details/windows-cli-mcp-server.md))
    • FireCrawl MCP Server - An MCP server that offers advanced web scraping with JavaScript rendering, PDF support, and smart rate limiting using FireCrawl. ([Read more](/details/firecrawl-mcp-server.md))
    • Model Context Protocol Auth Extensions - Repository of authorization extensions for the Model Context Protocol, providing reusable components and patterns to secure MCP servers and manage authentication flows. ([Read more](/details/model-context-protocol-auth-extensions.md))
    • MSSQL MCP Server (aekanun2020) - An MSSQL MCP server providing database integration with configurable access controls and schema inspection, enabling safe LLM access to SQL Server databases. ([Read more](/details/mssql-mcp-server-aekanun2020.md))
    • MCP Apps / UI Extensions SDK (ext-apps) - Official SDK for building upcoming Apps and UI extensions around the Model Context Protocol ecosystem, enabling richer interfaces on top of MCP servers. ([Read more](/details/mcp-apps-ui-extensions-sdk-ext-apps.md))
    • Anthropic MCP Servers Collection - An open-source collection of example MCP servers (TypeScript and Python) managed by Anthropic and the Model Context Protocol community, including servers for memory, filesystem access, Git, GitHub, Postgres, and more. ([Read more](/details/anthropic-mcp-servers-collection.md))
    • Atlassian MCP Server - An MCP server hosted by Atlassian at `mcp.atlassian.com`, providing MCP-based access to Atlassian products and data streams over SSE. ([Read more](/details/atlassian-mcp-server.md))
    • Atlassian MCP Server (Rovo IDE Integration) - Atlassian’s MCP-based integration for IDEs, used by Rovo to connect tools like Jira, Confluence, and other Atlassian products to AI assistants. The Atlassian CLI MCP server can be registered in environments like Warp so models can query and act on Atlassian project data from within the editor. ([Read more](/details/atlassian-mcp-server-rovo-ide-integration.md))
    • AWS KB Retrieval - An MCP server that retrieves content from AWS Knowledge Bases using the Amazon Bedrock Agent Runtime, enabling LLMs to query AWS-hosted knowledge resources. ([Read more](/details/aws-kb-retrieval.md))
    • Brave Search - An MCP server providing web and local search via the Brave Search API, allowing LLMs to perform privacy-focused internet queries. ([Read more](/details/brave-search.md))
    • Context7 MCP Server Demo - An example MCP server that integrates Context7 with Warp to experiment with bringing external data and best-practice recommendations into development workflows, such as updating an Astro project via MCP tools. ([Read more](/details/context7-mcp-server-demo.md))
    • EverArt - An MCP server for AI image generation using multiple EverArt models, giving LLMs the ability to create and customize images programmatically. ([Read more](/details/everart.md))
    • Fetch - An MCP server for fetching web content and converting it into LLM-friendly formats, enabling efficient retrieval and preprocessing of online data. ([Read more](/details/fetch.md))
    • Git MCP Server - A Python-based MCP server that interfaces with local Git repositories, allowing MCP clients to inspect commits, branches, and repository state via the mcp-server-git package. ([Read more](/details/git-mcp-server.md))
    • GitHub - An MCP server that integrates with the GitHub API for repository management, file operations, and issue/workflow interactions. ([Read more](/details/github.md))
    • GitHub MCP Server Demo - An example MCP server that connects Warp’s agent environment to GitHub, allowing AI agents to access repositories, issues, and pull requests and automate tasks like summarizing open PRs or creating GitHub issues directly via MCP. ([Read more](/details/github-mcp-server-demo.md))
    • GitLab - An MCP server providing access to GitLab’s API for project and repository management, enabling LLM-driven DevOps and collaboration workflows. ([Read more](/details/gitlab.md))
    • Google Drive - An MCP server that connects to Google Drive, exposing file access, listing, and search capabilities to an LLM. ([Read more](/details/google-drive.md))
    • Google Maps - An MCP server wrapping Google Maps functionality, including location search, directions, and place details for geography-aware tasks. ([Read more](/details/google-maps.md))
    • Linear MCP Server - An MCP server hosted by Linear that provides access to Linear issues, projects, and related resources over SSE at the `mcp.linear.app` endpoint. ([Read more](/details/linear-mcp-server.md))
    • Linear MCP Server Demo - An example MCP server that integrates Linear with Warp, giving AI agents structured access to Linear issues, projects, and tickets so they can retrieve and act on project management data via MCP tools. ([Read more](/details/linear-mcp-server-demo.md))
    • Memory - An MCP server implementing a knowledge graph–based persistent memory system, allowing LLMs to store, link, and recall structured information over time. ([Read more](/details/memory.md))
    • Memory MCP Server - An official MCP server that provides in-memory storage and retrieval capabilities for tools and assistants, installable via npm as @modelcontextprotocol/server-memory and easily runnable with npx. ([Read more](/details/memory-mcp-server.md))
    • OpenTools - An open registry and platform for finding, installing, and building with MCP servers, providing discovery and integration tooling for the MCP ecosystem. ([Read more](/details/opentools.md)) `registry` `marketplace` `mcp`
    • Postgres MCP Server - An official MCP server that connects to PostgreSQL databases, allowing MCP clients to run queries against a Postgres instance via @modelcontextprotocol/server-postgres. ([Read more](/details/postgres-mcp-server.md))
    • PostgreSQL - An MCP server for read-only access to PostgreSQL databases, supporting schema inspection and querying for analytics and data exploration. ([Read more](/details/postgresql.md))
    • Puppeteer - An MCP server using Puppeteer for browser automation and web scraping, enabling LLMs to interact with and capture dynamic web content. ([Read more](/details/puppeteer.md))
    • Puppeteer MCP Server Demo - An MCP server demo built around Puppeteer that lets Warp agents drive headless browser sessions for tasks like scraping product reviews or automating web workflows through MCP tools. ([Read more](/details/puppeteer-mcp-server-demo.md))
    • Sentry - An MCP server that connects to Sentry.io to retrieve and analyze issues, supporting debugging and monitoring workflows from within an LLM. ([Read more](/details/sentry.md))
    • Sentry CLI MCP Example - A CLI-based Model Context Protocol (MCP) server configuration that wraps the Sentry CLI, allowing tools like Warp to interact with Sentry via MCP. It demonstrates how to configure authentication (e.g., via environment variables) and serves as a reference implementation for running Sentry as an MCP server. ([Read more](/details/sentry-cli-mcp-example.md))
    • Sentry MCP Server Demo - An MCP server demo that exposes Sentry error monitoring data and alerts to Warp’s agent environment, enabling AI-driven workflows to inspect, prioritize, and help fix application errors using Sentry as a context source. ([Read more](/details/sentry-mcp-server-demo.md))
    • Sequential Thinking - An MCP server for dynamic, reflective problem solving that structures reasoning into sequential thought steps to improve complex task handling. ([Read more](/details/sequential-thinking.md))
    • Slack - An MCP server integrating with Slack for channel management and messaging, enabling LLM-driven collaboration, notifications, and chat automation. ([Read more](/details/slack.md))
    • Sqlite - An MCP server that exposes SQLite databases for querying and lightweight business intelligence tasks, ideal for embedded or local data analysis. ([Read more](/details/sqlite.md))
    • Time - An MCP server that provides time and timezone conversion utilities, helping LLMs work with scheduling, localization, and temporal reasoning. ([Read more](/details/time.md))
    • Chroma Package Search MCP Server - A Chroma-hosted MCP server for package searching at `mcp.trychroma.com`, allowing tools to query packages through the Model Context Protocol. ([Read more](/details/chroma-package-search-mcp-server.md))
    • Create Kotlin MCP Server Sample - Sample Kotlin-based MCP server template included in the Kotlin SDK, demonstrating best practices and providing a starting point for building custom MCP servers in Kotlin. ([Read more](/details/create-kotlin-mcp-server-sample.md))
    • JavaFX MCP Server - An MCP server that exposes a JavaFX canvas so LLMs can programmatically create drawings and visualizations using JavaFX. ([Read more](/details/javafx-mcp-server.md))
    • MCP Servers for Agents - Warp documentation page explaining how Ambient Agents interact with MCP (Model Context Protocol) servers, including how to connect and configure MCP servers for use inside the Warp environment. ([Read more](/details/mcp-servers-for-agents.md))
    • MCP X Community - An X (formerly Twitter) community focused on the Model Context Protocol, providing a social space to share and discover MCP servers, clients, and tooling. ([Read more](/details/mcp-x-community.md))
    • Notes MCP Server - An official Model Context Protocol server for managing local notes, allowing tools to read, create, and organize notes in a specified directory. ([Read more](/details/notes-mcp-server.md))
    • r/mcp - r/mcp is a Reddit community dedicated to the Model Context Protocol, where developers and users share MCP servers, client setups, troubleshooting tips, and ecosystem updates. ([Read more](/details/rmcp.md))
    • Awesome MCP Servers - Data Analytics - A curated category within the Awesome MCP Servers list focused on MCP-compatible data analytics servers and tools. This section collects Model Context Protocol (MCP) servers that provide analytics-related capabilities, such as querying, transforming, and analyzing data sources via standardized MCP interfaces. ([Read more](/details/awesome-mcp-servers-data-analytics.md)) `curated-list` `directory` `data-analysis`
    • GitHub MCP Server Registry - A centralized GitHub organization that serves as a registry of MCP servers, aggregating discoverable Model Context Protocol server repositories across the ecosystem. It’s a primary entry point for finding, browsing, and integrating MCP servers for various tasks such as tools, data access, and automation. ([Read more](/details/github-mcp-server-registry.md)) `directory` `mcp` `tool-discovery`
    • Remote MCP Directory Server - Open MCP directory server at `https://mcp.remote-mcp.com` that indexes and exposes available MCP servers, enabling discovery and integration by agents. ([Read more](/details/remote-mcp-directory-server.md)) `directory` `tool-discovery` `mcp`
    • mcp.run - A hosted registry and control plane for installing and running secure, portable MCP servers, offering centralized management for MCP deployments. ([Read more](/details/mcprun.md))
    • Stripe Agent Toolkit MCP - An MCP-compatible toolkit for interacting with the Stripe API, enabling agents to perform Stripe operations as tools. ([Read more](/details/stripe-agent-toolkit-mcp.md))
    • MCP Server Finder - A comprehensive MCP server discovery tool that provides tutorials and implementation guides alongside a searchable directory of available MCP servers. ([Read more](/details/mcp-server-finder.md)) `directory` `curated-list` `mcp` `tutorials`
    • MCP Servers Collection - A resource offering a diverse selection of MCP servers, including solutions for BigQuery, CLI, document conversion, and media generation. ([Read more](/details/mcp-servers-collection.md)) `curated-list` `directory` `mcp`
    • Atlassian MCP Server (Rovo IDE Integration) - Atlassian’s MCP-based integration for IDEs, used by Rovo to connect tools like Jira, Confluence, and other Atlassian products to AI assistants. The Atlassian CLI MCP server can be registered in environments like Warp so models can query and act on Atlassian project data from within the editor. ([Read more](/details/atlassian-mcp-server-rovo-ide-integration.md))
    • AWS KB Retrieval - An MCP server that retrieves content from AWS Knowledge Bases using the Amazon Bedrock Agent Runtime, enabling LLMs to query AWS-hosted knowledge resources. ([Read more](/details/aws-kb-retrieval.md))
    • Brave Search - An MCP server providing web and local search via the Brave Search API, allowing LLMs to perform privacy-focused internet queries. ([Read more](/details/brave-search.md))

  • File Management MCP Servers

    • server-filesystem - An MCP server for direct local file system access, part of the official Model Context Protocol servers suite. ([Read more](/details/server-filesystem.md)) `mcp` `filesystem` `file-access` `open-source`
    • server-google-drive - An MCP server for Google Drive integration, supporting file listing, reading, and searching via the Model Context Protocol. ([Read more](/details/server-google-drive.md)) `mcp` `google-drive` `file-management` `integration`
    • mcp-filesystem-server - A Golang MCP server for direct local file system access, enabling file management via the Model Context Protocol. ([Read more](/details/mcp-filesystem-server.md)) `filesystem` `golang` `file-management` `mcp`
    • mcp-everything-search - A Windows MCP server for fast file search using the Everything SDK, providing quick local file access. ([Read more](/details/mcp-everything-search.md)) `file-search` `windows` `everything-sdk` `mcp`
    • box-mcp-server - An MCP server that integrates Box cloud storage, enabling file listing, reading, and searching through the Model Context Protocol. ([Read more](/details/box-mcp-server.md)) `box` `cloud-storage` `file-access` `mcp`
    • markdownify-mcp - Markdownify is a Model Context Protocol (MCP) server that converts various file types and web content to Markdown format. It enables powerful workflows by transforming PDFs, images, audio files, and web pages into Markdown text, making it a valuable tool for the MCP ecosystem. ([Read more](/details/markdownify-mcp.md)) `markdown` `document-conversion` `file-management` `mcp`
    • mcp-server-opendal - An MCP server that leverages Apache OpenDAL to access a wide range of storage backends via the Model Context Protocol. `opendal` `storage-backends` `file-access` `mcp`
    • mcp-file-merger - A file merger tool MCP server, designed to help with AI chat length limits and efficient file management. ([Read more](/details/mcp-file-merger.md)) `file-merging` `file-management` `mcp` `ai-assistant`
    • website-downloader - This MCP server provides a tool to download entire websites using wget, preserving structure and converting links for local use. A specialized MCP Server for automated web archiving. ([Read more](/details/website-downloader.md)) `mcp` `web` `file-management` `automation`
    • quarkus-mcp-servers (filesystem) - A Java-based MCP server for browsing and editing filesystems, implemented using Quarkus and available as a jar or native image. ([Read more](/details/quarkus-mcp-servers-filesystem.md)) `filesystem` `java` `file-browsing` `mcp`
    • bear-mcp-server - An MCP server that allows AI to read notes from Bear Notes on macOS, enabling integration with the Bear note-taking app. ([Read more](/details/bear-mcp-server.md)) `mcp` `notes` `macos` `integration`
    • HackMD MCP - An MCP server integrating with the HackMD API, enabling document operations (creation, reading, updating, deletion) within collaborative markdown environments via MCP. Directly relevant as an MCP server. ([Read more](/details/hackmd-mcp.md)) `mcp` `hackmd` `document-management` `markdown`
    • erikhoward/adls-mcp-server - MCP server for Azure Data Lake Storage, enabling management of containers and files, along with metadata operations via MCP. ([Read more](/details/erikhowardadls-mcp-server.md)) `mcp` `azure` `cloud-storage` `file-management` `open-source`
    • Filesystem MCP - A TypeScript-based MCP server implementing a simple notes system, enabling users to create, access, and generate summaries of text notes via URIs and tools. Highly relevant as a concrete MCP server implementation. ([Read more](/details/filesystem-mcp.md)) `typescript` `notes` `file-management` `mcp`
    • alexbakers/mcp-ipfs - MCP server for uploading and manipulating IPFS storage, allowing AI assistants or agents to interact with decentralized storage via the MCP protocol. ([Read more](/details/alexbakersmcp-ipfs.md)) `mcp` `ipfs` `decentralized-storage` `ai-integration`
    • markitdown-mcp - An MCP tool providing access to MarkItDown, a library for converting various file formats to Markdown for LLM consumption. ([Read more](/details/markitdown-mcp.md)) `markdown` `document-conversion` `llm` `mcp`
    • filestash-mcp-plugin - A plugin for Filestash that implements MCP server capabilities for remote storage access, including SFTP, S3, FTP, SMB, and more. ([Read more](/details/filestash-mcp-plugin.md)) `file-management` `storage` `integration` `open-source`
    • hwp-mcp - A Node.js server implementing MCP for controlling Korean word processor (HWP) documents, allowing AI assistants to create and edit Hangul documents. A specialized MCP server for document workflows. ([Read more](/details/hwp-mcp.md)) `mcp` `document-management` `nodejs` `ai-assistant`
    • Editor Mcp - Editor Mcp is a Python-based text editor server built with FastMCP, providing tools for file operations through a standardized MCP API. It enables reading, editing, and managing text files via the MCP protocol, making it directly relevant as an MCP server solution. ([Read more](/details/editor-mcp.md)) `file-management` `editor` `python` `mcp`
    • Files Db MCP - Provides a local vector database system for semantic code search with zero-configuration setup and real-time file monitoring via MCP. Relevant as an MCP server solution. ([Read more](/details/files-db-mcp.md)) `vector-database` `semantic-search` `file-monitoring` `mcp`
    • File Converter Mcp - An MCP server that offers various file conversion tools for AI agents, supporting a wide range of document and image format conversions. ([Read more](/details/file-converter-mcp.md)) `mcp` `document-conversion` `file-management` `ai-integration`
    • Desktop Image Manager MCP - A Model Context Protocol server for managing desktop images, offering functions to count, list, and compress image files. Directly relevant as an MCP server for image management tasks. ([Read more](/details/desktop-image-manager-mcp.md)) `image-management` `desktop` `compression` `file-management`
    • Claudemcpserver - An MCP server providing screen capture capabilities using PyAutoGUI, enabling screenshot capture, compression, and serving for analysis. Directly relevant as a specialized MCP server with screen analysis features. ([Read more](/details/claudemcpserver.md)) `screenshot` `screen-capture` `mcp` `open-source`
    • 302 file parser mcp - An MCP server dedicated to parsing files for Claude Desktop, requiring a 302AI API key, showcasing the extensibility of MCP servers for file parsing and desktop application integration. ([Read more](/details/302-file-parser-mcp.md)) `mcp` `file-analysis` `file-management` `desktop`
    • azure-onenote-mcp - An MCP server implementation for Microsoft OneNote, allowing AI language models to interface with and manage OneNote notebooks, sections, and pages. Demonstrates MCP server patterns. ([Read more](/details/azure-onenote-mcp.md)) `mcp` `document-management` `onenote` `cloud`
    • Bettermcpfileserver - A reimagined MCP server for filesystem access, featuring privacy-preserving path aliases and an optimized LLM-friendly API. ([Read more](/details/bettermcpfileserver.md)) `mcp` `file-management` `privacy` `ai-assistant`
    • Dlis MCP Server - A Model Context Protocol server providing DLIS (Digital Log Interchange Standard) file analysis, enabling LLMs to extract structured information from DLIS files via MCP. ([Read more](/details/dlis-mcp-server.md)) `dlis` `file-analysis` `mcp` `open-source`
    • File Finder Mcp - Provides file search functionality within filesystems, returning detailed metadata for discovered files based on path fragments. ([Read more](/details/file-finder-mcp.md)) `mcp` `file-search` `file-management` `ai-assistant`
    • File System MCP - An MCP server for local file and directory management, pattern matching, and workflow automation via AI. Essential for automating file operations in development environments. ([Read more](/details/file-system-mcp.md)) `file-management` `automation` `mcp` `ai-assistant`
    • Filesystem Server - An MCP server allowing AI assistants to perform filesystem operations like reading, writing, listing, moving files, and searching directories within allowed paths. Multiple implementations exist in different languages, all providing secure, controlled access to local filesystems via MCP. ([Read more](/details/filesystem-server.md)) `filesystem` `file-management` `ai-assistant` `mcp`
    • File Tool - Enables AI models to perform file system operations (reading, creating, and listing files) on a local file system via a standardized Model Context Protocol interface. ([Read more](/details/file-tool.md)) `mcp` `file-management` `filesystem` `ai-integration`
    • Filemanagermcp - Provides FTP file management capabilities for listing, downloading, uploading, and deleting files and directories on remote servers using FluentFTP. Implements MCP server protocol. ([Read more](/details/filemanagermcp.md)) `file-management` `ftp` `mcp` `remote-access`
    • Filesystem Python - An MCP server offering secure, read-only access to directory files, supporting file searching, .gitignore compliance, path traversal protection, and MIME type detection using the 'file://' URI scheme. ([Read more](/details/filesystem-python.md)) `python` `read-only` `filesystem` `mcp`
    • Find Files Mcp - A powerful MCP server for file searching with wildcard patterns, attribute filtering, and content searching across directories, returning detailed file information. ([Read more](/details/find-files-mcp.md)) `file-search` `file-management` `mcp` `open-source`
    • mcp-powerpoint - Enables LLMs to interact with PowerPoint presentations using MCP, supporting text extraction, summarization, and potentially slide generation. ([Read more](/details/mcp-powerpoint.md)) `powerpoint` `file-management` `summarization` `mcp` `open-source`
    • Obsidian MCP - A connector MCP server for Claude Desktop (or any MCP client) to read and search directories containing Markdown notes, such as Obsidian vaults. ([Read more](/details/obsidian-mcp.md)) `mcp` `obsidian` `notes` `file-search`

  • Repository & Code Analysis Mcp Servers

    • GitHub MCP Server - Official Anthropic MCP server for GitHub repository management, file operations, and API integration. Enables AI assistants to handle issues, pull requests, code analysis workflows, and file structure mapping with comprehensive GitHub API access. ([Read more](/details/github-mcp-server.md)) `Github` `Version Control` `Code Management`
    • mcp-server-atlassian-bitbucket - An MCP server that integrates with Atlassian Bitbucket Cloud, allowing AI systems to interact with repositories, pull requests, and workspaces over the Model Context Protocol. ([Read more](/details/mcp-server-atlassian-bitbucket.md)) `bitbucket` `git` `repository`
    • Gitee MCP Server - An MCP server that integrates with the Gitee platform to manage repositories, issues, and pull requests via AI agents. ([Read more](/details/gitee-mcp-server.md)) `repository-management` `issues` `code-management`
    • SonarQube MCP Server - A Model Context Protocol (MCP) server that integrates with SonarQube, giving AI assistants structured access to code quality metrics, issues, and analysis results. ([Read more](/details/sonarqube-mcp-server.md)) `code-analysis` `quality-assurance` `devops`
    • octocode-mcp - octocode-mcp is an AI-powered developer assistant exposed as an MCP server, enabling advanced research, analysis, and discovery across GitHub and npm ecosystems for MCP-compatible coding agents. ([Read more](/details/octocode-mcp.md)) `code-analysis` `github` `npm`
    • Gitea MCP Server - An MCP Server for Gitea that allows MCP clients to interact with Gitea’s Git hosting and code management features via Pipedream workflows. ([Read more](/details/gitea-mcp-server.md)) `git` `repository-management` `devops`
    • SonarCloud MCP Server - An MCP server for SonarCloud that provides AI access to cloud-based code quality and security analysis across multiple languages and repositories. ([Read more](/details/sonarcloud-mcp-server.md)) `code-quality` `security` `analysis`
    • CodeScene MCP Server - An MCP Server integration for CodeScene, allowing MCP tools to analyze codebases with CodeScene’s behavioral code analysis and insights that connect code, teams, and business priorities. ([Read more](/details/codescene-mcp-server.md)) `code-analysis` `quality-assurance` `analytics`
    • Assembla MCP Server - MCP Server for Assembla’s secure Git and source code management platform, enabling repository and development workflow automation via MCP. ([Read more](/details/assembla-mcp-server.md)) `repository-management` `git` `development`
    • Bitbucket Data Center MCP Server - An MCP Server that connects to Bitbucket Data Center, enabling MCP-compatible agents to interact with self-managed Bitbucket repositories for source code collaboration and automation. ([Read more](/details/bitbucket-data-center-mcp-server.md)) `bitbucket` `repository-management` `devops`
    • Greptile MCP Server - An MCP Server for Greptile that lets you chat with code repositories or use Greptile’s API to build AI-powered developer tools from Pipedream. ([Read more](/details/greptile-mcp-server.md)) `code-analysis` `ai-insights` `repository`
    • code-to-tree - code-to-tree is a single-binary Model Context Protocol (MCP) server that converts source code into an abstract syntax tree (AST) representation, regardless of the programming language. It enables MCP-compatible clients to analyze and navigate code structure programmatically via a unified server interface. ([Read more](/details/code-to-tree.md)) `code-analysis` `ast` `multi-language`
    • ai-distiller - A tool that extracts essential code structure from large codebases into an AI-digestible format; commonly used as an MCP-accessible utility to help AI agents understand and work with complex repositories. ([Read more](/details/ai-distiller.md)) `code-analysis` `ai-assistant` `documentation`
    • sourcerer-mcp - An MCP server for semantic code search and navigation that helps LLMs explore codebases efficiently and reduce token usage via the Model Context Protocol. ([Read more](/details/sourcerer-mcp.md)) `semantic-search` `code-search` `development`
    • Claude Context with LanceDB - AI-powered semantic code search Model Context Protocol server using LanceDB local vector database with zero-config setup, optional Milvus/Zilliz Cloud support for enterprise semantic code navigation. ([Read more](/details/claude-context-with-lancedb.md)) `Code Search` `Vector Database` `Lancedb`
    • GitLab MCP Server - Official GitLab MCP server enabling AI tools to securely connect to GitLab instances. Provides project management, issue tracking, merge request creation, CI/CD pipeline operations with OAuth 2.0 Dynamic Client Registration and comprehensive DevOps workflow automation. ([Read more](/details/gitlab-mcp-server.md)) `Git` `Ci Cd` `Devops`
    • CodeGraphContext - CodeGraphContext is an MCP server that indexes local code into a graph database, exposing structured code context to AI assistants. It enables graph-based code exploration and reasoning for coding agents via the MCP protocol. ([Read more](/details/codegraphcontext.md)) `code-analysis` `graph-database` `semantic-search`
    • RepoMapper - RepoMapper is an MCP server and command-line tool that provides a dynamic map of chat-related files from a code repository, allowing MCP-compatible clients to discover, reference, and work with relevant project files more effectively during AI-assisted development or review sessions. ([Read more](/details/repomapper.md)) `code-analysis` `repository` `tool-discovery`
    • Git Repo Research MCP Server - An MCP server for semantic code search and repository analysis, allowing LLMs to explore and understand git repositories programmatically. ([Read more](/details/git-repo-research-mcp-server.md)) `repository` `code-analysis` `semantic-search`
    • CodeWeaver MCP Server - Full-stack Model Context Protocol platform for semantic code navigation using natural language queries with support for multiple embedding providers (Voyage AI, OpenAI, Cohere, HuggingFace) and vector databases (Qdrant, Pinecone, Weaviate, ChromaDB). ([Read more](/details/codeweaver-mcp-server.md)) `Code Search` `Embeddings` `Semantic Search`
    • Sourcegraph Cody MCP - AI code assistant with MCP support providing universal code search capabilities across multiple repositories, enabling AI agents to leverage powerful code navigation and search tools through Model Context Protocol. ([Read more](/details/sourcegraph-cody-mcp.md)) `Code Search` `Ai Assistant` `Code Navigation`
    • MCP Workspace Server - Comprehensive Model Context Protocol server combining secure file operations, git version control, and GitHub integration tools for complete workspace management through AI assistants. ([Read more](/details/mcp-workspace-server.md)) `Git` `Github` `File Management`

  • Code Execution & Automation MCP Servers

    • modelcontextprotocol/server-puppeteer - An MCP server using Puppeteer for browser automation, scraping, and interaction. ([Read more](/details/modelcontextprotocolserver-puppeteer.md)) `puppeteer` `automation` `browser` `mcp`
    • Applescript MCP - MCP server leveraging AppleScript to enable natural language control of macOS applications and system functions within the MCP ecosystem. ([Read more](/details/applescript-mcp.md)) `applescript` `macos` `automation` `natural-language`
    • mcp-server-apple-shortcuts - An MCP server integration with Apple Shortcuts for workflow automation. ([Read more](/details/mcp-server-apple-shortcuts.md)) `mcp` `apple-shortcuts` `automation` `macos`
    • g0t4/mcp-server-commands - A general-purpose MCP Server that can execute any command with run_command and run_script tools, demonstrating the flexible server capabilities under the MCP standard. ([Read more](/details/g0t4mcp-server-commands.md)) `command-execution` `automation` `mcp` `open-source`
    • kimtth/mcp-aoai-web-browsing - A minimal MCP server/client implementation using Azure OpenAI and Playwright for web browsing. ([Read more](/details/kimtthmcp-aoai-web-browsing.md)) `mcp` `web` `playwright` `azure` `openai`
    • apify/mcp-server-rag-web-browser - An MCP server for Apify's RAG Web Browser Actor, performing web searches, scraping URLs, and returning content in Markdown within the MCP protocol. ([Read more](/details/apifymcp-server-rag-web-browser.md)) `mcp` `web` `scraping` `rag` `automation`
    • wcgw - A Mac-specific MCP server for autonomous shell execution, computer control, and coding agent tasks. ([Read more](/details/wcgw.md)) `macos` `shell` `automation` `mcp` `open-source`
    • mcp-shell-server - A secure shell command execution server implementing the Model Context Protocol (MCP), directly relevant as a secure MCP Server example. `mcp` `shell` `command-execution` `security` `open-source`
    • browserbase/mcp-server-browserbase - Automate browser interactions in the cloud, including navigation, data extraction, and form filling, via MCP server. ([Read more](/details/browserbasemcp-server-browserbase.md)) `mcp` `browser` `automation` `cloud` `data-extraction`
    • omniparser-autogui-mcp - An MCP server for automatic on-screen GUI operations, enabling AI models to control GUI elements via MCP. ([Read more](/details/omniparser-autogui-mcp.md)) `automation` `gui` `ai-integration` `mcp` `open-source`
    • blackwhite084/playwright-plus-python-mcp - A Python-based MCP server using Playwright for browser automation, suitable for LLM integration. ([Read more](/details/blackwhite084playwright-plus-python-mcp.md)) `playwright` `python` `browser-automation` `llm`
    • co-browser/browser-use-mcp-server - browser-use packaged as an MCP server with SSE transport, Dockerized Chromium, and VNC server for remote browser automation. ([Read more](/details/co-browserbrowser-use-mcp-server.md)) `mcp` `browser` `automation` `docker` `sse`
    • cli-mcp-server - A command line MCP Server offering secure execution and customizable security policies. Directly relevant to MCP server implementations for command line environments. ([Read more](/details/cli-mcp-server.md)) `mcp` `cli` `code-execution` `security`
    • quarkiverse/mcp-server-jfx - An MCP server enabling drawing on JavaFX canvas, demonstrating graphical integration using the Model Context Protocol. ([Read more](/details/quarkiversemcp-server-jfx.md)) `javafx` `graphics` `integration` `open-source`
    • Fused Mcp - A Python-based framework that connects LLMs to executable Python code via MCP User Defined Functions, allowing data scientists to extend models. Directly relevant as a framework for building extensible MCP servers. ([Read more](/details/fused-mcp.md)) `code-execution` `python` `llm-integration` `mcp`
    • freecad-mcp - An MCP server that enables AI-driven CAD modeling by providing remote programmatic control of FreeCAD, supporting generative design workflows. Directly relevant as an innovative MCP server for CAD automation. ([Read more](/details/freecad-mcp.md)) `freecad` `3d-modeling` `automation` `ai-integration`
    • browser-control-mcp - An MCP server paired with a browser extension that allows LLMs to control Firefox browsers. ([Read more](/details/browser-control-mcp.md)) `mcp` `browser` `automation` `ai-integration`
    • yepcode/mcp-server-js - MCP server for secure and scalable code execution in JavaScript or Python, with support for NPM and PyPI packages and creation of custom MCP tools. ([Read more](/details/yepcodemcp-server-js.md)) `code-execution` `javascript` `python` `mcp`
    • Desktop Commander MCP - A feature-rich MCP Server that can manage and execute programs, as well as read, write, search, and edit code and text files across desktop platforms. Includes implementation by wonderwhy-er. ([Read more](/details/desktop-commander-mcp.md)) `mcp` `desktop` `code-execution` `automation` `file-management`
    • pydantic/mcp-run-python - MCP server for running Python code in a secure sandbox environment via MCP tool calls, tailored for LLM and coding agents. ([Read more](/details/pydanticmcp-run-python.md)) `mcp` `python` `code-execution` `sandbox` `llm`
    • mobile-mcp - MCP Server for Android/iOS application and device automation, development, and app scraping, supporting simulators, emulators, and physical devices. `mcp` `android` `ios` `automation` `device-control`
    • OthmaneBlial/term_mcp_deepseek - A DeepSeek MCP-like Server for terminal environments, providing a concrete implementation of an MCP Server for shell access. ([Read more](/details/othmaneblialterm_mcp_deepseek.md)) `mcp` `terminal` `shell` `reference-implementation`
    • jupyter-notebook-mcp - Connects Jupyter Notebook to Claude AI through MCP, allowing direct AI interaction and notebook control. ([Read more](/details/jupyter-notebook-mcp.md)) `jupyter` `notebooks` `ai-integration` `mcp`
    • simctl-mcp - A MCP server implementation for iOS Simulator control, enabling interaction and automation with iOS simulators. ([Read more](/details/simctl-mcp.md)) `mcp` `ios` `simulator` `automation` `development`
    • swift-mcp-gui - An MCP server that executes commands like keyboard input and mouse movement, facilitating desktop automation via MCP. ([Read more](/details/swift-mcp-gui.md)) `automation` `desktop` `mcp` `open-source` `gui`
    • aircodelabs/grasp - A self-hosted browser agent with built-in MCP and A2A support, enabling browser automation via MCP. ([Read more](/details/aircodelabsgrasp.md)) `browser` `automation` `self-hosted` `ai-integration`
    • node-code-sandbox-mcp - Node.js MCP server that creates isolated Docker sandboxes for executing JavaScript code, supporting on-the-fly npm installation and teardown. ([Read more](/details/node-code-sandbox-mcp.md)) `mcp` `code-execution` `sandbox` `nodejs`
    • apple-notifier-mcp - A simple MCP server for sending notifications on mac devices, directly serving as an MCP server example. ([Read more](/details/apple-notifier-mcp.md)) `mcp` `notifications` `macos` `automation`
    • Cedarscript MCP - Implements CEDARScript, a SQL-like language, as an MCP server for code manipulation, showcasing the adaptability of MCP servers for language and code-based tasks. ([Read more](/details/cedarscript-mcp.md)) `mcp` `sql` `code-execution` `language`
    • linux-terminal-mcp - An experimental MCP Server for the Linux terminal, supporting sandboxed execution and MCP-based automation of command-line scripts. ([Read more](/details/linux-terminal-mcp.md)) `linux` `terminal` `sandbox` `automation` `mcp`
    • harmonyos-mcp-server - MCP server to control HarmonyOS-next devices with AI, supporting device control and UI automation. ([Read more](/details/harmonyos-mcp-server.md)) `mcp` `harmonyos` `device-control` `automation` `ai-integration`
    • computer-control-mcp - An MCP server that enables desktop automation, including mouse control, keyboard input, screenshots, OCR, and window management, allowing LLMs to interact with graphical user interfaces. ([Read more](/details/computer-control-mcp.md)) `mcp` `automation` `desktop` `gui`
    • Container MCP - An MCP server offering secure, sandboxed environments for executing code, running commands, accessing files, and performing web operations through containerization and isolation technologies. ([Read more](/details/container-mcp.md)) `mcp` `container` `sandbox` `code-execution` `security`
    • Hide MCP - An MCP server that enables agentic work on code in a headless environment, illustrating the adaptability of the Model Context Protocol for automation tasks. ([Read more](/details/hide-mcp.md)) `headless` `automation` `code-execution` `ai-agent`
    • 3D Printer MCP - 3D Printer MCP enables LLMs to control and monitor 3D printing hardware, manage print jobs, and optimize the additive manufacturing process. ([Read more](/details/3d-printer-mcp.md)) `mcp` `3d-printing` `hardware` `automation` `monitoring`
    • 3D Printer Server - An MCP server that integrates with 3D printer management systems (OctoPrint, Klipper, Duet, etc.) enabling remote control, STL file manipulation, slicing, and advanced print job workflows, highlighting MCP servers in IoT and device automation. ([Read more](/details/3d-printer-server.md)) `mcp` `3d-printing` `iot` `automation`
    • Android MCP - An MCP server providing control over Android devices via ADB, including screenshot capture, UI analysis, package management, and command execution. ([Read more](/details/android-mcp.md)) `mcp` `android` `command-execution` `automation`
    • Awsome Kali MCP Servers - MCP servers providing a secure, sandboxed environment for executing Kali Linux security tools like nmap, objdump, and wireshark for network analysis and vulnerability scanning. ([Read more](/details/awsome-kali-mcp-servers.md)) `security` `sandbox` `kali-linux` `code-execution` `mcp`
    • browser-automation-mcp - Integrates Playwright with MCP to enable automated web interactions, scraping, and testing across browsers. `mcp` `browser` `automation` `playwright`
    • Browser MCP - MCP servers for automating and controlling the user's browser using existing browser profiles, ideal for tasks requiring logged-in sessions and avoiding bot detection. Includes implementations by browsermcp and modelcontext. ([Read more](/details/browser-mcp.md)) `mcp` `browser` `automation` `web` `open-source`
    • Browser Use - Integrates with web browsers to enable automated web scraping, form filling, and interaction with web applications. This is a popular and well-maintained MCP server focused on browser automation. ([Read more](/details/browser-use.md)) `mcp` `browser` `automation` `scraping`
    • Browser Use Server - Provides an async browser automation server using OpenAI's GPT-4o model, enabling remote web navigation, content extraction, and task execution with configurable browser contexts. This is a robust MCP server solution for browser automation. ([Read more](/details/browser-use-server.md)) `mcp` `browser` `automation` `openai` `web`
    • CLI Server - A secure MCP server for executing shell commands with robust security controls, enabling protected command-line operations. Directly relevant as a widely-used MCP server for secure CLI automation. `mcp` `command-execution` `security` `automation`
    • Cmd Server - Cross-platform MCP server for executing command-line operations and SSH connections on Windows and Linux through a standardized interface. Relevant as a foundational MCP server tool. ([Read more](/details/cmd-server.md)) `mcp` `command-execution` `ssh` `cross-platform`
    • Code Sandbox MCP - A sandboxed MCP server enabling secure, multi-language code execution with resource limits and network restrictions. Direct example of an MCP server providing isolated code execution environments. ([Read more](/details/code-sandbox-mcp.md)) `mcp` `code-execution` `sandbox` `multi-language`
    • Comfy MCP Server - A server using the FastMCP framework to generate images based on prompts via a remote Comfy server, serving as a specialized MCP server for generative tasks. ([Read more](/details/comfy-mcp-server.md)) `generative-ai` `image-generation` `fastmcp` `automation`
    • Design System MCP - Analyzes React component files and design tokens to provide accurate component properties and styling via the Model Context Protocol. Useful as an MCP server for UI code generation and design systems. ([Read more](/details/design-system-mcp.md)) `design` `react` `mcp` `code-generation`
    • Desktop Automation - A Model Context Protocol server that provides desktop automation using RobotJS, enabling LLMs to control the desktop environment for automation tasks. Directly relevant as an MCP server. ([Read more](/details/desktop-automation.md)) `desktop` `automation` `robotjs` `llm`
    • Docker MCP Server - Docker MCP Server is an MCP implementation that executes code and manages environments inside secure Docker containers. It provides container lifecycle management, script execution, and multi-language support, making it a robust solution for secure, AI-powered development workflows. Directly relevant as a specialized MCP server using Docker for isolation and automation. ([Read more](/details/docker-mcp-server.md)) `docker` `code-execution` `automation` `mcp`
    • e2b-mcp - E2B MCP is an MCP server that lets users run AI-generated code in secure sandboxes using E2B's open-source infrastructure, providing code execution and analysis features to MCP clients. ([Read more](/details/e2b-mcp.md)) `mcp` `code-execution` `sandbox` `open-source`
    • Headless Ida Server - An MCP server for headless operation of IDA Pro, enabling reverse engineering functions such as disassembly and code annotation via the Model Context Protocol. Directly relevant as an MCP server. ([Read more](/details/headless-ida-server.md)) `reverse-engineering` `disassembly` `automation` `mcp` `headless`
    • Make MCP Server - The Make MCP Server (formerly Integromat) allows AI to automate and control Make scenarios through MCP, enabling integration with various APIs and complex workflow automation. ([Read more](/details/make-mcp-server.md)) `make.com` `automation` `integration` `workflow`
    • mcp-jupyter - Enables LLMs to interact with Jupyter notebooks through MCP, potentially executing code, analyzing results, or extracting notebook insights. ([Read more](/details/mcp-jupyter.md)) `jupyter` `notebooks` `llm` `code-execution`
    • MCP Server Chatsum - An MCP server dedicated to summarizing chat messages, demonstrating the use of the Model Context Protocol for NLP and summarization. ([Read more](/details/mcp-server-chatsum.md)) `summarization` `nlp` `chat` `ai-integration`
    • Pandoc MCP Server - An MCP server for document format conversion using Pandoc, supporting formats like Markdown, HTML, and plain text. ([Read more](/details/pandoc-mcp-server.md)) `pandoc` `document-conversion` `automation` `open-source`
    • Playwright MCP Server - An MCP server implementation using Playwright for browser automation and web scraping tasks, enabling automation within the MCP ecosystem. Several projects implement this, including Automata Labs, ExecuteAutomation, and the Playwright Community. `mcp` `playwright` `browser` `automation` `web`
    • Puppeteer-MCP - Allows LLMs to control and interact with web browsers via Puppeteer and MCP, supporting web scraping, automated testing, and web-based report generation. ([Read more](/details/puppeteer-mcp.md)) `mcp` `puppeteer` `browser` `automation` `web`
    • Unreal MCP - Experimental MCP server that allows AI assistants to control Unreal Engine using natural language, supporting tasks like level editing and blueprint scripting. ([Read more](/details/unreal-mcp.md)) `unreal-engine` `natural-language` `ai-integration` `automation`
    • Windows CLI MCP - A community MCP Server for Windows Command Line, providing auto-script generation and command auditing via the Model Context Protocol. ([Read more](/details/windows-cli-mcp.md)) `windows` `cli` `automation` `script-generation`
    • Zapier MCP Server - An MCP server that allows LLMs to interact with over 6,000 integrated apps via Zapier, enabling workflow automation and live integration context for GenAI systems. ([Read more](/details/zapier-mcp-server.md)) `zapier` `automation` `integration` `ai-integration`
    • browser-automation-mcp - Integrates Playwright with MCP to enable automated web interactions, scraping, and testing across browsers. `mcp` `browser` `automation` `playwright`
    • gnuradio-mcp - An MCP server for GNU Radio, enabling LLMs to autonomously create and modify RF flowcharts using the Model Context Protocol. ([Read more](/details/gnuradio-mcp.md)) `gnuradio` `automation` `llm` `mcp`

  • Monitoring

    • Raygun MCP - An MCP server providing Raygun API V3 integration for crash reporting and real user monitoring, including outage prediction and alert routing to collaboration platforms via MCP integration. ([Read more](/details/raygun-mcp.md)) `raygun` `monitoring` `error-tracking` `mcp`
    • modelcontextprotocol/server-sentry - An MCP server integrating Sentry.io for error tracking and performance monitoring through the Model Context Protocol. ([Read more](/details/modelcontextprotocolserver-sentry.md)) `mcp` `sentry` `monitoring` `error-tracking`
    • MCP Grafana - An MCP server for Grafana that enables searching dashboards, investigating incidents, and querying datasources within a Grafana instance. Highly relevant as a monitoring-focused MCP server. ([Read more](/details/mcp-grafana.md)) `grafana` `monitoring` `dashboard` `mcp`
    • Grafana Loki MCP - An MCP server that allows querying Loki logs through the Grafana API, providing log access and monitoring via MCP. ([Read more](/details/grafana-loki-mcp.md)) `grafana` `loki` `logs` `monitoring`
    • opik-mcp - An MCP server for Comet’s Opik platform that lets LLMs query and explore LLM observability, traces, and monitoring data using natural language through the Model Context Protocol. ([Read more](/details/opik-mcp.md)) `observability` `llm` `monitoring`
    • prometheus-mcp-server - An MCP server for querying and analyzing Prometheus, the popular open-source monitoring system, through the MCP interface. ([Read more](/details/prometheus-mcp-server.md)) `mcp` `prometheus` `monitoring` `analytics`
    • pydantic/logfire-mcp - An MCP server offering access to OpenTelemetry traces and metrics via Logfire, supporting robust monitoring and observability. ([Read more](/details/pydanticlogfire-mcp.md)) `mcp` `monitoring` `observability` `opentelemetry` `metrics`
    • seekrays/mcp-monitor - A system monitoring MCP server that exposes system metrics (CPU, memory, disk, network, etc.) for LLMs via an MCP-compatible interface. `system-monitoring` `metrics` `llm-integration` `open-source`
    • last9/last9-mcp-server - An MCP server that brings real-time production context—logs, metrics, and traces—into local development environments for automated code fixes. ([Read more](/details/last9last9-mcp-server.md)) `monitoring` `logs` `metrics` `real-time`
    • sentry-mcp - An MCP server integration for Sentry that exposes Sentry.io error tracking and performance monitoring data to LLMs via the Model Context Protocol. ([Read more](/details/sentry-mcp.md)) `error-tracking` `observability` `developer-tools`
    • mcp-victoriametrics - An MCP server providing comprehensive integration with VictoriaMetrics, exposing its APIs and documentation for metrics querying, monitoring, and troubleshooting through LLMs. ([Read more](/details/mcp-victoriametrics.md)) `victoriametrics` `metrics` `observability`
    • Honeycomb Mcp - An MCP server integrating with the Honeycomb API for direct observability data querying and analysis, useful for automated monitoring and troubleshooting. ([Read more](/details/honeycomb-mcp.md)) `honeycomb` `observability` `monitoring` `api-integration`
    • Datadog MCP Server Comprehensive - Comprehensive Datadog Model Context Protocol server providing AI assistants with access to unified observability data including metrics, logs, APM traces, RUM, monitors, dashboards, and specialized toolsets for error tracking and feature flags. ([Read more](/details/datadog-mcp-server-comprehensive.md)) `Monitoring` `Apm` `Observability`
    • Honeycomb Server - A TypeScript-based MCP server for interacting with Honeycomb's observability API, facilitating dataset management and event monitoring through natural language. ([Read more](/details/honeycomb-server.md)) `honeycomb` `observability` `typescript` `natural-language`
    • HoneyHive MCP Server - An MCP server for HoneyHive that connects AI observability and evaluation tooling with MCP agents, allowing monitoring and evaluation workflows through MCP. ([Read more](/details/honeyhive-mcp-server.md)) `ai-integration` `observability` `analytics`
    • Langfuse MCP Server - MCP Server for Langfuse, integrating open-source LLM observability—traces, evals, prompt management, and metrics—into MCP apps. ([Read more](/details/langfuse-mcp-server.md)) `observability` `llm` `metrics`
    • H-supertools Analytics Tool MCP Server - An MCP Server for the H-supertools Analytics Tool that enables privacy-friendly, real-time visitor analytics to be consumed and automated via MCP-compatible agents and workflows. ([Read more](/details/h-supertools-analytics-tool-mcp-server.md)) `analytics` `website-monitoring` `real-time`
    • LiveSession MCP Server - LiveSession MCP Server connects LiveSession’s session replay and customer experience analytics to MCP, allowing automated analysis and optimization flows using MCP-compatible tools. ([Read more](/details/livesession-mcp-server.md)) `analytics` `customer-experience` `session-replay`
    • Dynatrace API MCP Server - An MCP Server that integrates with the Dynatrace API, providing MCP-based agents with access to observability, security, and AIOps data from Dynatrace. ([Read more](/details/dynatrace-api-mcp-server.md)) `observability` `monitoring` `devops`
    • Insites MCP Server - An MCP Server for Insites, enabling automated audits of a website’s online presence in under 60 seconds. ([Read more](/details/insites-mcp-server.md)) `website-monitoring` `analytics` `seo`
    • Loggly MCP Server - An MCP Server for sending logs to Loggly, providing an integration that allows MCP workflows to push log data to the Loggly logging platform (requires separate credentials to read data). ([Read more](/details/loggly-mcp-server.md)) `logging` `observability` `metrics`
    • Pulsetic MCP Server - An MCP Server that integrates Pulsetic’s website uptime and availability monitoring services into MCP-based workflows and observability tools. ([Read more](/details/pulsetic-mcp-server.md)) `website-monitoring` `uptime` `alerting`
    • Splunk MCP Server - An MCP Server that connects MCP tools to Splunk, enabling visibility and insights across organizational data for security, reliability, and operations analytics. ([Read more](/details/splunk-mcp-server.md)) `observability` `logs` `security`
    • Airbrake MCP Server - An MCP server that connects to Airbrake error monitoring, enabling MCP-based automation and querying of collected application errors and aggregates. ([Read more](/details/airbrake-mcp-server.md)) `error-tracking` `monitoring` `observability`
    • Datadog MCP Server - MCP Server for Datadog, enabling model-context agents to query and interact with Datadog’s cloud monitoring and observability services. ([Read more](/details/datadog-mcp-server.md)) `monitoring` `observability` `cloud-native`
    • elmah.io MCP Server - MCP Server integration for elmah.io, bringing .NET error logging and uptime monitoring features into the MCP ecosystem. ([Read more](/details/elmahio-mcp-server.md)) `error-tracking` `monitoring`
    • Freshping MCP Server - An MCP Server that connects Freshping’s website and uptime monitoring features to MCP-compatible environments using Pipedream as the host. ([Read more](/details/freshping-mcp-server.md)) `monitoring` `uptime` `web`
    • Freshstatus MCP Server - An MCP Server that integrates Freshstatus status page management into MCP workflows through Pipedream, enabling status updates and incident communication automations. ([Read more](/details/freshstatus-mcp-server.md)) `status-pages` `incident-management` `notifications`
    • Minerstat MCP Server - An MCP Server for Minerstat that allows MCP-aware agents to interact with Minerstat’s monitoring, automation, and analytics for cryptocurrency mining operations. ([Read more](/details/minerstat-mcp-server.md)) `crypto` `monitoring` `automation`
    • New Relic MCP Server - An MCP Server for New Relic, exposing observability and performance monitoring data to MCP clients so AI agents can query and act on application and infrastructure metrics. ([Read more](/details/new-relic-mcp-server.md)) `monitoring` `observability` `metrics`
    • Opsgenie MCP Server - An MCP Server integration for Opsgenie, allowing AI agents to interact with the Opsgenie incident management platform for alerting and incident operations via MCP tools. ([Read more](/details/opsgenie-mcp-server.md)) `incident-management` `alerting`
    • PagerDuty MCP Server - An MCP Server that exposes PagerDuty’s real-time operations and incident response capabilities to Model Context Protocol clients for alerting, on-call, and incident workflows. ([Read more](/details/pagerduty-mcp-server.md)) `incident-management` `alerting`
    • Pingdom MCP Server - An MCP Server for SolarWinds Pingdom, giving MCP-compatible clients access to website uptime, performance, and synthetic monitoring features. ([Read more](/details/pingdom-mcp-server.md)) `uptime` `performance` `synthetic-monitoring`
    • Rollbar MCP Server - An MCP Server for Rollbar that exposes error monitoring and tracking capabilities to MCP-compatible agents for finding and fixing code errors faster. ([Read more](/details/rollbar-mcp-server.md)) `error-tracking` `observability` `debugging`
    • Statuscake MCP Server - An MCP server for StatusCake that allows AI agents to interact with website uptime, SSL, page speed, and domain monitoring services. ([Read more](/details/statuscake-mcp-server.md)) `uptime` `website-monitoring` `alerting`
    • Bugsnag MCP Server - An MCP (Model Context Protocol) server integration for Bugsnag, enabling AI agents or MCP-compatible tools to access Bugsnag’s error monitoring and application stability management capabilities via the Pipedream MCP platform. ([Read more](/details/bugsnag-mcp-server.md)) `error-tracking` `monitoring` `quality-assurance`
    • Honeybadger MCP Server - MCP Server for Honeybadger that lets AI agents access error, outage, and service degradation data via the Model Context Protocol to support monitoring and incident workflows. ([Read more](/details/honeybadger-mcp-server.md)) `error-tracking` `monitoring` `incident-management`
    • ncScale MCP Server - An MCP Server integration for ncScale that allows AI agents to monitor and observe no-code applications, providing access to reliability, security, and visibility tooling via MCP. ([Read more](/details/ncscale-mcp-server.md)) `no-code` `observability` `monitoring`
    • OneUptime MCP Server - An MCP Server for OneUptime, allowing AI agents to interact with its SRE and DevOps platform features like monitoring, status pages, and incident management via MCP. ([Read more](/details/oneuptime-mcp-server.md)) `monitoring` `incident-management` `status-pages`
    • Papertrail MCP Server - An MCP Server that integrates with SolarWinds Papertrail, enabling AI agents to search, tail, and troubleshoot logs from apps, servers, and infrastructure using MCP. ([Read more](/details/papertrail-mcp-server.md)) `logs` `troubleshooting` `observability`
    • Splunk HTTP Event Collector MCP Server - An MCP Server that integrates with Splunk HTTP Event Collector (HEC), allowing MCP clients to send and query log and event data via HTTP/HTTPS. ([Read more](/details/splunk-http-event-collector-mcp-server.md)) `logs` `observability` `metrics`
    • Statuspage MCP Server - An MCP Server for Statuspage that lets MCP tools query and manage real-time incident and status information. ([Read more](/details/statuspage-mcp-server.md)) `status-pages` `incident-management` `notifications`
    • Sumo Logic MCP Server - An MCP Server that connects to Sumo Logic, enabling MCP-based access to cloud log management, monitoring, and SIEM capabilities. ([Read more](/details/sumo-logic-mcp-server.md)) `logs` `siem` `observability`
    • Updown.io MCP Server - An MCP Server for the updown.io monitoring service, providing HTTP(S)/TCP/ICMP uptime and performance checks so MCP-compatible clients can monitor URLs and detect downtime, bad responses, degraded performance, or SSL issues. ([Read more](/details/updownio-mcp-server.md)) `uptime` `website-monitoring` `alerting`
    • UptimeRobot MCP Server - An MCP Server that connects to UptimeRobot, enabling model-context-aware agents to access and manage uptime monitoring, alerts, and status checks for websites and services. ([Read more](/details/uptimerobot-mcp-server.md)) `uptime` `website-monitoring` `alerting`
    • Mediatoolkit MCP Server - An MCP server for Mediatoolkit that exposes media monitoring and online mention tracking capabilities to Model Context Protocol clients for real-time brand and keyword monitoring. ([Read more](/details/mediatoolkit-mcp-server.md)) `media-monitoring` `brand-monitoring` `social-media`
    • Better Stack MCP Server - An MCP Server for Better Stack observability and incident management, giving MCP clients access to monitoring, logging, and incident data through Model Context Protocol tools. ([Read more](/details/better-stack-mcp-server.md)) `observability` `logs` `incident-management`
    • Fluxguard MCP Server - An MCP Server for Fluxguard that automates web change detection via AI-powered web surveillance exposed through MCP, enabling monitoring and alerts in AI-driven workflows. ([Read more](/details/fluxguard-mcp-server.md)) `website-monitoring` `change-detection` `alerting`
    • GTmetrix MCP Server - An MCP Server providing access to GTmetrix’s website performance testing and monitoring features directly within Pipedream workflows. ([Read more](/details/gtmetrix-mcp-server.md)) `website-monitoring` `performance` `testing`
    • LogSnag MCP Server - An MCP Server for LogSnag, enabling simple event tracking and notifications within MCP workflows and tools. ([Read more](/details/logsnag-mcp-server.md)) `event-tracking` `notifications`
    • VisualPing MCP Server - An MCP Server integration for VisualPing that exposes website change detection and monitoring features as MCP tools. ([Read more](/details/visualping-mcp-server.md)) `website-monitoring` `change-detection` `alerting`
    • Wachete MCP Server - MCP Server that integrates Wachete’s web page change tracking and monitoring into the MCP environment. ([Read more](/details/wachete-mcp-server.md)) `website-monitoring` `change-detection` `alerting`
    • SalesLens MCP Server - SalesLens MCP Server offers MCP access to SalesLens’s AI-driven call center quality monitoring, allowing agents to analyze and optimize call performance via MCP tools. ([Read more](/details/saleslens-mcp-server.md)) `call-center` `analytics` `quality-assurance`
    • zabbix-mcp-server - An MCP server that integrates with Zabbix, exposing hosts, items, triggers, templates, problems, and related monitoring data to LLMs via the Model Context Protocol. ([Read more](/details/zabbix-mcp-server.md)) `monitoring` `cloud-native` `observability`
    • ScreenMonitorMCP - An MCP server for real-time screen analysis and UI monitoring that supports AI vision, context-aware recording, and event hooks, making desktop context available to MCP clients. ([Read more](/details/screenmonitormcp.md)) `screen-capture` `ai-vision` `desktop`
    • opentelemetry-mcp-server - An MCP server that connects LLMs to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.), exposing telemetry data and observability insights through the Model Context Protocol. ([Read more](/details/opentelemetry-mcp-server.md)) `opentelemetry` `observability` `metrics`
    • Amazon CloudWatch Application Signals MCP Server - An MCP server that integrates with Amazon CloudWatch Application Signals to provide application monitoring, tracing, and performance insights to MCP-enabled tools and agents. ([Read more](/details/amazon-cloudwatch-application-signals-mcp-server.md)) `monitoring` `aws` `observability`
    • Amazon CloudWatch MCP Server - An MCP server that enables metrics, alarms, and logs analysis for operational troubleshooting with Amazon CloudWatch, integrating observability capabilities into Model Context Protocol workflows. ([Read more](/details/amazon-cloudwatch-mcp-server.md)) `aws` `monitoring` `observability`
    • AWS Managed Prometheus MCP Server - An MCP server providing Prometheus-compatible operations for monitoring via Amazon Managed Service for Prometheus. ([Read more](/details/aws-managed-prometheus-mcp-server.md)) `prometheus` `monitoring` `aws`
    • Cloudflare Observability MCP Server - An MCP server for Cloudflare Observability at https://observability.mcp.cloudflare.com/sse, giving MCP tools programmatic access to Cloudflare observability and monitoring data via OAuth2.1. ([Read more](/details/cloudflare-observability-mcp-server.md)) `observability` `cloud` `metrics`
    • Polar Signals MCP Server - An MCP server from Polar Signals that exposes performance engineering and profiling capabilities via the MCP protocol, allowing tools and AI agents to query profiling data programmatically. ([Read more](/details/polar-signals-mcp-server.md)) `performance` `profiling` `observability`
    • Prometheus MCP Server - Go-based Model Context Protocol server for Prometheus and Mimir providing AI assistants with authenticated, multi-tenant access to metrics infrastructure through 18 read-only tools wrapping the Prometheus HTTP API. ([Read more](/details/prometheus-mcp-server.md)) `Prometheus` `Monitoring` `Metrics`
    • New Relic MCP Server - Official New Relic Model Context Protocol server providing AI assistants like GitHub Copilot, ChatGPT, Claude, and Cursor with direct access to comprehensive New Relic observability data including APM, NRQL queries, and log parsing. ([Read more](/details/new-relic-mcp-server.md)) `Monitoring` `Apm` `Observability`

  • Media Processing Mcp Servers

    • mcp-youtube - An MCP server for fetching YouTube subtitles, allowing MCP-compatible clients to retrieve and work with caption data from YouTube videos via the Model Context Protocol. ([Read more](/details/mcp-youtube.md)) `youtube` `subtitles` `content-extraction`
    • video-editing-mcp - An MCP server for AI-driven video editing, analysis, and semantic search within video collections. ([Read more](/details/video-editing-mcp.md)) `video-editing` `media-processing` `analysis`
    • davinci-resolve-mcp - An MCP server that integrates with DaVinci Resolve to automate video editing, color grading, and media management via natural language instructions. ([Read more](/details/davinci-resolve-mcp.md)) `video-editing` `media-processing` `automation`
    • Ableton Live MCP Server - An MCP server that allows controlling Ableton Live via the Model Context Protocol, enabling automation and LLM-driven interactions with Ableton Live sessions. ([Read more](/details/ableton-live-mcp-server.md)) `audio` `music` `automation`
    • Manim MCP Server - A local MCP server that generates mathematical animations using Manim, letting models script and render animations programmatically. ([Read more](/details/manim-mcp-server.md)) `animation` `mathematics` `visualization`
    • ScreenshotOne MCP - An MCP server that integrates ScreenshotOne’s webpage rendering API, allowing LLMs to generate website screenshots on demand through the Model Context Protocol. ([Read more](/details/screenshotone-mcp.md)) `screenshot` `web` `image-generation`
    • aseprite-mcp - An MCP server that uses the Aseprite API to programmatically create and edit pixel art sprites from model instructions. ([Read more](/details/aseprite-mcp.md)) `graphics` `image-processing` `creative`
    • imagesorcery-mcp - An MCP server providing computer-vision powered image recognition and editing tools so AI assistants can search, analyze, and manipulate images through the Model Context Protocol. ([Read more](/details/imagesorcery-mcp.md)) `computer-vision` `image-processing` `image-recognition`
    • ffmpeg-mcp - An MCP server that wraps ffmpeg command-line functionality, allowing conversational control over local video and audio processing tasks via the Model Context Protocol. ([Read more](/details/ffmpeg-mcp.md)) `ffmpeg` `video` `audio-processing`
    • mcp-screenshot-website-fast - An MCP server offering fast website screenshot capture optimized for Claude Vision, automatically tiling full pages into 1072x1072 chunks and exposing screenshot functionality as MCP tools. ([Read more](/details/mcp-screenshot-website-fast.md)) `screenshot` `web` `image-processing`
    • voicemode - A complete voice interaction MCP server providing speech-to-text, text-to-speech, and real-time voice conversation capabilities for LLM-based assistants. ([Read more](/details/voicemode.md)) `speech-to-text` `text-to-speech` `audio`
    • All-Images.ai MCP Server - MCP server for All-Images.ai that lets AI agents generate unique, royalty-free, and personalized visuals via the Model Context Protocol. ([Read more](/details/all-imagesai-mcp-server.md)) `image-generation` `generative-ai` `media-generation`
    • api4ai MCP Server - MCP server for api4ai, providing ready-to-use AI APIs for extracting information from images to agents that speak the Model Context Protocol. ([Read more](/details/api4ai-mcp-server.md)) `image-processing` `api-integration` `computer-vision`
    • Bruzu MCP Server - An MCP Server that connects to Bruzu’s Simple Image API, allowing image generation and manipulation through MCP. ([Read more](/details/bruzu-mcp-server.md)) `image-generation` `image-processing` `api-integration`
    • Castmagic MCP Server - An MCP Server for Castmagic, enabling MCP-based agents to transform and repurpose audio content with AI. ([Read more](/details/castmagic-mcp-server.md)) `audio-processing` `content-repurposing` `ai`
    • Claid AI MCP Server - An MCP server for Claid AI that transforms e-commerce visuals with image enhancement and AI photoshoot capabilities. ([Read more](/details/claid-ai-mcp-server.md)) `image-processing` `e-commerce` `media-management`
    • ContentGroove MCP Server - MCP server for ContentGroove that uses generative AI to create video highlights. ([Read more](/details/contentgroove-mcp-server.md)) `video` `media-processing` `generative-ai`
    • Deepgram MCP Server - MCP server integration for Deepgram, providing intelligent, high-accuracy speech recognition for business applications. ([Read more](/details/deepgram-mcp-server.md)) `speech-to-text` `audio-processing` `ai`
    • DeepImage MCP Server - MCP server for DeepImage, an AI image enhancer for generating and upscaling images. ([Read more](/details/deepimage-mcp-server.md)) `image-processing` `image-enhancement` `upscaling`
    • fal.ai MCP Server - An MCP Server for fal.ai, exposing generative media APIs for developers through the Model Context Protocol. ([Read more](/details/falai-mcp-server.md)) `generative-ai` `image-generation` `media-processing`
    • Fireflies MCP Server - An MCP Server for Fireflies.ai, allowing AI agents to access transcription, summarization, and analysis of voice conversations via the Model Context Protocol. ([Read more](/details/fireflies-mcp-server.md)) `transcription` `summarization` `voice`
    • Gan.AI MCP Server - An MCP Server that connects to Gan.AI, allowing generation and management of personalized videos at scale through MCP-aware agents. ([Read more](/details/ganai-mcp-server.md)) `video` `personalization` `marketing`
    • Generated Photos MCP Server - An MCP Server that integrates Generated Photos’ library of unique, worry‑free model photos for programmatic use through MCP. ([Read more](/details/generated-photos-mcp-server.md)) `images` `stock-media` `api-integration`
    • Google Cloud Vision MCP Server - An MCP Server for Google Cloud Vision API, exposing image recognition and analysis capabilities via the Model Context Protocol. ([Read more](/details/google-cloud-vision-mcp-server.md)) `image-recognition` `google-cloud` `vision`
    • HeyGen MCP Server - An MCP server that exposes HeyGen’s AI-powered video creation capabilities, enabling agents to generate and manage videos programmatically via MCP. ([Read more](/details/heygen-mcp-server.md)) `video` `media-generation` `ai-integration`
    • IBM Cloud Speech to Text MCP Server - An MCP server for IBM Cloud Speech to Text, enabling speech recognition and transcription capabilities to be used through MCP-based agents and tools. ([Read more](/details/ibm-cloud-speech-to-text-mcp-server.md)) `speech-to-text` `transcription` `ai-integration`
    • Imagga MCP Server - An MCP Server integration for Imagga's Image Recognition API, providing tools for image tagging, categorization, visual search, and content moderation within MCP-compatible environments. ([Read more](/details/imagga-mcp-server.md)) `image-recognition` `computer-vision` `content-moderation`
    • LMNT MCP Server - MCP Server for LMNT, enabling creation of expressive, human-like speech and custom voices from within MCP-compatible tools. ([Read more](/details/lmnt-mcp-server.md)) `speech-to-text` `text-to-speech` `audio-processing`
    • Maestra MCP Server - An MCP Server for Maestra that exposes Maestra’s automatic transcription and captioning capabilities to MCP-compatible clients for audio-to-text workflows. ([Read more](/details/maestra-mcp-server.md)) `transcription` `captioning` `speech-to-text`
    • Matterport MCP Server - An MCP Server for Matterport that allows MCP tools to access and work with Matterport’s 3D capture and collaboration platform. ([Read more](/details/matterport-mcp-server.md)) `3d-modeling` `collaboration` `real-estate`
    • Rev.ai MCP Server - An MCP server integration for Rev.ai that exposes accurate speech-to-text APIs and transcription services to MCP-based applications. ([Read more](/details/revai-mcp-server.md)) `speech-to-text` `transcript` `audio-processing`
    • Runware MCP Server - An MCP server integration for Runware, enabling low-cost, high-speed Stable Diffusion image generation through MCP-compatible tools. ([Read more](/details/runware-mcp-server.md)) `image-generation` `stable-diffusion` `generative-ai`
    • Uberduck MCP Server - An MCP server that connects to Uberduck, enabling AI-generated vocals, singing, and rapping via MCP-enabled applications. ([Read more](/details/uberduck-mcp-server.md)) `audio-processing` `ai-integration` `media-generation`
    • Pexels MCP Server - An MCP Server for Pexels that lets MCP tools search and retrieve free stock photos programmatically. ([Read more](/details/pexels-mcp-server.md)) `image-search` `media` `content-discovery`
    • Klipy MCP Server - Klipy MCP Server exposes Klipy’s library of localized GIFs, stickers, and clips through an MCP interface so agents and apps can search and use rich media content via MCP. ([Read more](/details/klipy-mcp-server.md)) `media` `gif` `content-discovery`
    • PDF Charts MCP Server - An MCP Server that exposes PDF Charts’ drag-and-drop chart design and PDF generation features, letting MCP agents create and download chart PDFs via API calls. ([Read more](/details/pdf-charts-mcp-server.md)) `pdf` `document-generation` `charts`
    • Cloudflare Browser Rendering MCP Server - MCP Server that exposes Cloudflare’s headless browser rendering capabilities, allowing programmatic control of a browser instance from MCP-compatible tools. ([Read more](/details/cloudflare-browser-rendering-mcp-server.md)) `browser` `web-automation` `screenshot`
    • RenderForm MCP Server - An MCP Server for RenderForm that allows MCP tools to generate and automate image or PDF creation from RenderForm design templates programmatically. ([Read more](/details/renderform-mcp-server.md)) `image-generation` `pdf` `templates`
    • Adobe Photoshop MCP Server - An MCP Server that exposes Adobe Photoshop APIs, enabling automated and programmatic image editing and creative workflows through the MCP ecosystem. ([Read more](/details/adobe-photoshop-mcp-server.md)) `image-processing` `automation` `creative`
    • Dacast MCP Server - An MCP Server enabling integration with Dacast’s video streaming and hosting platform, supporting live and on‑demand video workflows and API access via MCP. ([Read more](/details/dacast-mcp-server.md)) `video-streaming` `live-video` `api-integration`
    • Invidious MCP Server - An MCP Server for Invidious, enabling interaction with the open‑source alternative YouTube front‑end via MCP for video search and retrieval tasks. ([Read more](/details/invidious-mcp-server.md)) `video` `web-search`
    • JW Player MCP Server - An MCP Server integration with JW Player, providing access to its powerful online video platform and player capabilities through MCP-compatible tools. ([Read more](/details/jw-player-mcp-server.md)) `video` `media-management`
    • Memix MCP Server - An MCP Server that integrates with Memix, allowing applications to instantly transform text into memes and automate meme generation via MCP. ([Read more](/details/memix-mcp-server.md)) `image-generation` `media-processing` `content-creation`
    • Mux MCP Server - Mux MCP Server is a Model Context Protocol server that integrates Mux’s video streaming and monitoring APIs into MCP-compatible clients, enabling LLMs and tools to interact programmatically with Mux video services. ([Read more](/details/mux-mcp-server.md)) `video` `streaming` `monitoring`
    • Rumble MCP Server - Rumble MCP Server integrates Rumble’s video platform with MCP, allowing MCP clients to search, access, and manage Rumble video content programmatically. ([Read more](/details/rumble-mcp-server.md)) `video` `content-platform` `api-integration`
    • Shutterstock MCP Server - Shutterstock MCP Server is an MCP integration for Shutterstock’s stock media library, allowing MCP clients to search and retrieve images, vectors, video, and music assets. ([Read more](/details/shutterstock-mcp-server.md)) `stock-media` `images` `video`
    • SpiritMe MCP Server - SpiritMe MCP Server connects MCP-enabled tools to SpiritMe’s AI video platform, enabling creation and management of personalized avatar-based videos through MCP. ([Read more](/details/spiritme-mcp-server.md)) `video` `media-generation` `avatar`
    • StreamWish MCP Server - An MCP Server for StreamWish that lets MCP-enabled tools upload and share videos through the StreamWish monetization platform. ([Read more](/details/streamwish-mcp-server.md)) `video` `media-management` `content-hosting`
    • Owen Wilson Wow MCP Server - An MCP Server that interfaces with the Owen Wilson Wow API, allowing MCP tools to retrieve "wow" clips and related data programmatically. ([Read more](/details/owen-wilson-wow-mcp-server.md)) `media` `entertainment` `api-integration`
    • Twitch MCP Server - An MCP Server for Twitch, enabling MCP-compatible applications to integrate with Twitch’s livestreaming platform and related APIs. ([Read more](/details/twitch-mcp-server.md)) `streaming` `social-media` `api-integration`
    • YouTube Data API MCP Server - An MCP Server for the YouTube Data API that enables MCP tools to upload videos, manage playlists and subscriptions, and modify channel settings programmatically. ([Read more](/details/youtube-data-api-mcp-server.md)) `youtube` `media-management` `video`
    • APITemplate.io MCP Server - An MCP server for APITemplate.io that allows automated generation of images and PDF documents via a simple API exposed through MCP. ([Read more](/details/apitemplateio-mcp-server.md)) `document-generation` `image-generation` `automation`
    • Bannerbear MCP Server - An MCP server for Bannerbear, providing API-based automated image and video generation capabilities to MCP-compatible environments. ([Read more](/details/bannerbear-mcp-server.md)) `image-generation` `video` `automation`
    • Cincopa MCP Server - An MCP server for Cincopa that connects MCP tools to Cincopa’s photo and video hosting, galleries, and video player services. ([Read more](/details/cincopa-mcp-server.md)) `media` `video`
    • ConvertAPI MCP Server - An MCP server for ConvertAPI that provides high-performance online file conversion and manipulation (200+ actions) through an MCP-compatible interface. ([Read more](/details/convertapi-mcp-server.md)) `document-conversion` `file-processing` `api`
    • Frame.io MCP Server - An MCP server integration with Frame.io’s video review and collaboration platform, letting AI tools upload media, collect feedback, and manage review workflows via MCP. ([Read more](/details/frameio-mcp-server.md)) `video` `collaboration` `review-workflows`
    • Giphy MCP Server - An MCP server that connects to Giphy, allowing MCP clients to search and retrieve GIFs and animated stickers programmatically. ([Read more](/details/giphy-mcp-server.md)) `gifs` `media` `content-search`
    • HTML/CSS to Image MCP Server - An MCP Server wrapper around the HTML/CSS to Image API, allowing AI tools to render high-quality images from HTML and CSS markup. ([Read more](/details/htmlcss-to-image-mcp-server.md)) `image-generation` `html` `api-integration`
    • Imgur MCP Server - An MCP Server for the Imgur image hosting platform, enabling AI agents to manage and share images programmatically through Pipedream MCP. ([Read more](/details/imgur-mcp-server.md)) `image-management` `media` `content-hosting`
    • Pixelbin MCP Server - An MCP Server integrating Pixelbin’s AI-powered image optimization and digital asset management capabilities for use by AI agents. ([Read more](/details/pixelbin-mcp-server.md)) `image-processing` `image-optimization` `media-management`
    • Placid MCP Server - An MCP server for Placid that automates generation of thousands of visuals from custom templates using dynamic data, making it easy to create auto-updating creatives via APIs or no-code integrations. ([Read more](/details/placid-mcp-server.md)) `image-generation` `marketing-automation` `api-integration`
    • Remove.bg MCP Server - An MCP server for Remove.bg that provides background removal for images via MCP-compatible workflows, enabling AI-powered cutout and isolation of subjects from photos. ([Read more](/details/removebg-mcp-server.md)) `media-processing` `image-processing` `ai-integration`
    • Shotstack MCP Server - An MCP server for Shotstack that lets MCP tools create, edit, and distribute large volumes of data-driven videos programmatically via Shotstack’s video automation API. ([Read more](/details/shotstack-mcp-server.md)) `video-automation` `video-editing` `api-integration`
    • SmugMug MCP Server - An MCP server that links to SmugMug’s online photo application, allowing MCP clients to manage and interact with photo libraries and galleries programmatically. ([Read more](/details/smugmug-mcp-server.md)) `media` `image-management`
    • Tolstoy MCP Server - An MCP Server integration for Tolstoy that lets MCP clients work with interactive video experiences, enabling automated access and management of Tolstoy conversations. ([Read more](/details/tolstoy-mcp-server.md)) `interactive-video` `marketing` `video-engagement`
    • Trint MCP Server - An MCP Server for Trint that exposes Trint’s speech-to-text and media management capabilities to MCP clients for transcribing and searching audio and video. ([Read more](/details/trint-mcp-server.md)) `speech-to-text` `video` `search`
    • Vimeo MCP Server - An MCP Server for Vimeo that lets MCP tools interact with Vimeo’s video platform for uploading, managing, and accessing video content and related tools. ([Read more](/details/vimeo-mcp-server.md)) `video` `media-management` `streaming`
    • Wistia MCP Server - An MCP Server for Wistia that exposes video hosting, audience engagement, and analytics features to MCP-compatible tools and agents. ([Read more](/details/wistia-mcp-server.md)) `video` `analytics` `audience-engagement`
    • Getty Images MCP Server - An MCP Server integration for Getty Images, enabling MCP-based tools to search and retrieve professional news, fashion, and entertainment imagery. ([Read more](/details/getty-images-mcp-server.md)) `image-search` `media` `stock-media`
    • 3Scribe MCP Server - An MCP server integration for 3Scribe that provides automated, human-accuracy transcription capabilities to MCP-compatible clients. ([Read more](/details/3scribe-mcp-server.md)) `transcription` `speech-to-text` `audio-video`
    • Amazon Polly MCP Server - MCP server wrapper for Amazon Polly, enabling MCP clients to generate high-quality, natural-sounding human speech in many languages. ([Read more](/details/amazon-polly-mcp-server.md)) `speech-to-text` `text-to-speech` `aws`
    • Gladia MCP Server - MCP server integration for Gladia’s Audio Intelligence API, offering speech-related and audio analysis features to MCP clients. ([Read more](/details/gladia-mcp-server.md)) `audio-processing` `speech-to-text` `ai-integration`
    • Happy Scribe MCP Server - An MCP server that connects to Happy Scribe’s transcription and subtitling platform, enabling automated subtitle and transcript generation. ([Read more](/details/happy-scribe-mcp-server.md)) `transcription` `subtitles` `audio-video`
    • Rev MCP Server - MCP server integration for Rev, giving MCP clients access to Rev’s human- and AI-powered transcription, captions, and subtitles services. ([Read more](/details/rev-mcp-server.md)) `transcript` `media-processing` `video`
    • Sonix MCP Server - MCP server for Sonix that enables automated transcription, translation, and subtitling in over 40 languages through MCP-based tools. ([Read more](/details/sonix-mcp-server.md)) `transcription` `translation` `audio-video`
    • Temi MCP Server - An MCP server for Temi’s automated English transcription service, providing transcript generation and editing features to MCP clients. ([Read more](/details/temi-mcp-server.md)) `speech-to-text` `transcript` `audio-processing`
    • Adobe Photoshop Lightroom MCP Server - Adobe Photoshop Lightroom MCP Server is an MCP-compatible server that exposes Adobe Lightroom photo editing and asset management capabilities to AI agents and tools via the Model Context Protocol. ([Read more](/details/adobe-photoshop-lightroom-mcp-server.md)) `photo-editing` `media-management` `creative`
    • Autodesk MCP Server - Autodesk MCP Server is an MCP integration that exposes Autodesk’s 3D design, engineering, and construction software capabilities to MCP-compatible AI agents and tools. ([Read more](/details/autodesk-mcp-server.md)) `3d-modeling` `design` `engineering`
    • Abyssale MCP Server - An MCP Server for Abyssale that lets MCP-compatible clients programmatically generate banners for social media and online ads in minutes through the Pipedream MCP platform. ([Read more](/details/abyssale-mcp-server.md)) `image-generation` `marketing` `banner`
    • Cloud Convert MCP Server - An MCP Server for CloudConvert, allowing MCP-based tools to perform file conversions using CloudConvert’s API. ([Read more](/details/cloud-convert-mcp-server.md)) `document-conversion` `api-integration` `file-processing`
    • DynaPictures MCP Server - An MCP Server for DynaPictures, allowing MCP clients to generate dynamic, personalized images at scale via DynaPictures’ cloud-based image generation API. ([Read more](/details/dynapictures-mcp-server.md)) `image-generation` `media-processing` `automation`
    • Hippo Video MCP Server - An MCP Server for Hippo Video that exposes the interactive video CX platform’s capabilities—such as creation, sending, and tracking of B2B videos—through the Model Context Protocol. ([Read more](/details/hippo-video-mcp-server.md)) `video` `customer-experience` `marketing`
    • Hyperise MCP Server - An MCP Server for Hyperise, providing programmatic access via MCP to Hyperise’s personalized image generation and MarTech integrations for outreach and landing pages. ([Read more](/details/hyperise-mcp-server.md)) `image-generation` `personalization` `marketing`
    • Nexweave MCP Server - An MCP Server for Nexweave that exposes its hyper-personalized images, GIFs, and interactive video capabilities to Model Context Protocol clients for personalized outreach. ([Read more](/details/nexweave-mcp-server.md)) `media-processing` `personalization` `marketing`
    • SEEN MCP Server - An MCP Server for SEEN, enabling communication workflows that use personalized, data‑driven video. ([Read more](/details/seen-mcp-server.md)) `video` `personalization` `marketing`
    • Streamlabs MCP Server - An MCP Server for Streamlabs that exposes live streaming software functionality via the Model Context Protocol for automation and tooling around streaming workflows. ([Read more](/details/streamlabs-mcp-server.md)) `live-video` `streaming` `media-management`
    • Supportivekoala MCP Server - An MCP Server connecting to Supportivekoala, enabling automated generation of marketing images based on input data through the Model Context Protocol. ([Read more](/details/supportivekoala-mcp-server.md)) `image-generation` `marketing` `templates`
    • WOXO MCP Server - An MCP Server for WOXO, allowing MCP-compatible agents to programmatically create and edit videos from spreadsheet data at scale. ([Read more](/details/woxo-mcp-server.md)) `video` `automation` `media-generation`
    • Amara MCP Server - An MCP Server integration for Amara, exposing caption and subtitle editing and collaboration features to MCP clients. ([Read more](/details/amara-mcp-server.md)) `subtitles` `captioning` `collaboration`
    • CastingWords MCP Server - An MCP Server for CastingWords, exposing high-quality audio transcription services through the MCP protocol. ([Read more](/details/castingwords-mcp-server.md)) `transcription` `speech-to-text`
    • GetScreenshot MCP Server - An MCP Server for GetScreenshot, providing programmable screenshot capture and processing actions at scale for MCP workflows. ([Read more](/details/getscreenshot-mcp-server.md)) `screenshot` `screen-capture` `automation`
    • Imejis.io MCP Server - MCP Server integration for Imejis.io, offering programmatic image generation and management capabilities through MCP. ([Read more](/details/imejisio-mcp-server.md)) `image-generation` `media-management`
    • Let's Enhance MCP Server - An MCP Server for Let’s Enhance, exposing AI-powered image enhancement capabilities to MCP-compatible agents and workflows. ([Read more](/details/lets-enhance-mcp-server.md)) `image-enhancement` `image-processing` `ai`
    • Logoraisr MCP Server - An MCP Server for Logoraisr, providing programmatic access to its graphic design API for logo and visual asset generation within MCP workflows. ([Read more](/details/logoraisr-mcp-server.md)) `design` `image-generation` `branding`
    • MoDeck MCP Server - An MCP Server that connects MoDeck’s online editable video templates and After Effects–based workflows to MCP clients for automated or assisted content generation. ([Read more](/details/modeck-mcp-server.md)) `video` `content-generation`
    • Pikaso MCP Server - An MCP Server for Pikaso, enabling automated creation and retrieval of high-quality Twitter/X screenshots via MCP tools. ([Read more](/details/pikaso-mcp-server.md)) `screenshot` `social-media`
    • screenshot.fyi MCP Server - An MCP Server for screenshot.fyi that lets AI agents generate high-quality website screenshots via a simple API using the Model Context Protocol. ([Read more](/details/screenshotfyi-mcp-server.md)) `screenshot` `screen-capture` `web`
    • Spotlightr MCP Server - An MCP Server for Spotlightr that exposes the Spotlightr video hosting and course-focused functionality through the MCP protocol for use in AI-driven tools and automations. ([Read more](/details/spotlightr-mcp-server.md)) `video-hosting` `courses` `media-management`
    • TinyPNG MCP Server - MCP server integration for TinyPNG, enabling smart lossy compression and optimization of PNG images via MCP-compatible tools and workflows. ([Read more](/details/tinypng-mcp-server.md)) `image-compression` `image-processing` `optimization`
    • ApiFlash MCP Server - An MCP Server that integrates ApiFlash’s website screenshot API, enabling MCP tools to capture and use website screenshots programmatically. ([Read more](/details/apiflash-mcp-server.md)) `screenshot` `web` `image-processing`
    • change.photos MCP Server - An MCP Server for change.photos that exposes its photo processing API—resize, compress, sharpen, blur, and transform images at scale—to MCP clients. ([Read more](/details/changephotos-mcp-server.md)) `image-processing` `image-compression` `api`
    • HTML to Image MCP Server - An MCP Server that captures website screenshots and converts HTML/CSS to images or PDFs via a flexible API in Pipedream workflows. ([Read more](/details/html-to-image-mcp-server.md)) `screenshot` `image-generation` `web`
    • Imagior MCP Server - An MCP Server for Imagior that automates image generation workflows and integrates Imagior’s capabilities into Pipedream. ([Read more](/details/imagior-mcp-server.md)) `image-generation` `automation` `ai-integration`
    • imgix MCP Server - An MCP Server for imgix, providing end-to-end visual media processing and optimization features within Pipedream workflows. ([Read more](/details/imgix-mcp-server.md)) `image-optimization` `media-processing` `cdn`
    • Kraken.io MCP Server - An MCP Server for Kraken.io that provides robust, ultra-fast image optimization and compression using best-in-class algorithms via MCP-compatible workflows. ([Read more](/details/krakenio-mcp-server.md)) `image-compression` `image-optimization` `media-processing`
    • Logo.dev MCP Server - An MCP Server for Logo.dev that provides programmatic access to its logo generation and logo API features from MCP-compatible clients. ([Read more](/details/logodev-mcp-server.md)) `image-generation` `branding` `api`
    • Modelry MCP Server - An MCP Server integration for Modelry that streamlines ordering, reviewing, and publishing 3D models via MCP-compatible interfaces. ([Read more](/details/modelry-mcp-server.md)) `3d-modeling` `asset-management`
    • ShortPixel MCP Server - A Pipedream MCP Server integration for ShortPixel, enabling MCP workflows to optimize images by resizing, compressing, and serving them from a CDN. ([Read more](/details/shortpixel-mcp-server.md)) `image-optimization` `cdn` `image-compression`
    • Templated MCP Server - MCP Server integration for Templated, enabling generation of social media visuals, banners, PDFs, and more via its API from MCP-enabled environments. ([Read more](/details/templated-mcp-server.md)) `image-generation` `templates` `media-management`
    • Urlbox.io MCP Server - MCP Server for Urlbox.io, providing screenshot capture and website rendering capabilities through the MCP interface. ([Read more](/details/urlboxio-mcp-server.md)) `screenshot` `web` `rendering`
    • AiVOOV MCP Server - MCP Server for AiVOOV, providing text-to-speech capabilities with AI voices to MCP-based applications and agents. ([Read more](/details/aivoov-mcp-server.md)) `text-to-speech` `audio` `ai-voices`
    • DreamStudio MCP Server - An MCP Server for DreamStudio / Stable Diffusion, allowing MCP clients to generate images using the latest Stable Diffusion models through standardized MCP tool calls. ([Read more](/details/dreamstudio-mcp-server.md)) `stable-diffusion` `image-generation` `generative-ai`
    • ImageKit MCP Server - An MCP Server for ImageKit.io, offering media management, optimization, and delivery features to MCP-enabled applications. ([Read more](/details/imagekit-mcp-server.md)) `image-optimization` `media-management` `cdn`
    • ScreenshotOne MCP Server - ScreenshotOne MCP Server exposes ScreenshotOne’s high-scale screenshot API through MCP, enabling automated website capture and rendering tasks inside MCP-based environments. ([Read more](/details/screenshotone-mcp-server.md)) `screenshot` `screen-capture` `web-automation`
    • Trakt MCP Server - An MCP server for Trakt, allowing MCP agents to access and manage TV and movie watch data via Trakt’s tracking service. ([Read more](/details/trakt-mcp-server.md)) `media` `tracking` `entertainment`
    • Uscreen MCP Server - An MCP server that exposes Uscreen’s video membership and streaming platform features as tools for MCP agents. ([Read more](/details/uscreen-mcp-server.md)) `video-streaming` `membership` `content-platform`
    • yutu - A fully featured MCP server and CLI for YouTube that automates YouTube operations such as searching, fetching, and managing video data for LLM workflows. ([Read more](/details/yutu.md)) `youtube` `video` `content-management`
    • Amazon Bedrock Data Automation MCP Server - An MCP server for Amazon Bedrock that automates analysis of documents, images, videos, and audio files, providing multimodal content processing through MCP-compatible agents. ([Read more](/details/amazon-bedrock-data-automation-mcp-server.md)) `aws` `media-processing` `multimodal`
    • Amazon Nova Canvas MCP Server - An MCP server enabling AI image generation via Amazon Nova Canvas using text and color guidance, designed for conversational assistants and creative agents. ([Read more](/details/amazon-nova-canvas-mcp-server.md)) `image-generation` `generative-ai` `aws`
    • Canva MCP Server - A Canva MCP server at https://mcp.canva.com/mcp that integrates Canva’s design capabilities with MCP-powered applications via OAuth2.1 authentication. ([Read more](/details/canva-mcp-server.md)) `design` `media-generation` `content-creation`
    • Cloudinary Asset Management MCP Server - The Cloudinary Asset Management MCP server at https://asset-management.mcp.cloudinary.com/sse exposes Cloudinary media and asset APIs to MCP-compatible clients using OAuth2.1. ([Read more](/details/cloudinary-asset-management-mcp-server.md)) `media-management` `image-management` `api-integration`
    • Invideo MCP Server - An MCP server for Invideo that exposes its video platform capabilities to AI clients through the SSE endpoint https://mcp.invideo.io/sse with OAuth2.1 authentication. ([Read more](/details/invideo-mcp-server.md)) `video` `media-processing` `ai-integration`
    • video-creator/ffmpeg-mcp - An MCP server that leverages ffmpeg to enable multimedia operations (search, cutting, stitching, playback) through MCP dialogues. ([Read more](/details/video-creatorffmpeg-mcp.md)) `ffmpeg` `media-processing` `video-editing` `open-source`
    • VideoDB MCP Server - AI-powered video database Model Context Protocol server automatically tagging scenes, generating accurate transcriptions, and enabling quick video moment retrieval through simple queries for intelligent video content management. ([Read more](/details/videodb-mcp-server.md)) `Video` `Ai Assistant` `Media`
    • Amazon Bedrock Data Automation MCP Server - An MCP server for Amazon Bedrock that automates analysis of documents, images, videos, and audio files, providing multimodal content processing through MCP-compatible agents. ([Read more](/details/amazon-bedrock-data-automation-mcp-server.md)) `Aws` `media-processing` `Multimodal`

  • AI Integration MCP Servers

    • mcp-server-openai - A Python-based MCP server for querying OpenAI models directly from Claude or other clients using the Model Context Protocol. ([Read more](/details/mcp-server-openai.md)) `open-source` `mcp` `python` `openai` `llm-integration`
    • mcp-server-perplexity - An MCP server for interacting with the Perplexity API, providing AI assistants with access to Perplexity's capabilities via MCP. ([Read more](/details/mcp-server-perplexity.md)) `mcp` `perplexity` `ai-integration` `llm`
    • Any Chat Completions MCP - An MCP server for chatting with any OpenAI SDK compatible Chat Completions API, including Perplexity, Groq, and xAI, enabling connection to multiple AI providers through a unified OpenAI-compatible API interface using the Model Context Protocol. ([Read more](/details/any-chat-completions-mcp.md)) `mcp` `chat` `openai` `ai-integration`
    • mcp-hfspace - An MCP server to access HuggingFace Spaces from Claude or other AI agents, supporting image, audio, and text uploads/downloads for versatile AI tasks. ([Read more](/details/mcp-hfspace.md)) `mcp` `huggingface` `ai-integration` `media-processing`
    • mcp-openai - An MCP server designed for chatting with OpenAI's models, enabling seamless integration of OpenAI capabilities into MCP workflows. ([Read more](/details/mcp-openai.md)) `mcp` `openai` `chat` `ai-integration`
    • unichat-mcp-server - An MCP server to send requests to multiple AI providers (OpenAI, MistralAI, Anthropic, xAI, Google AI, DeepSeek) via tool or predefined prompts, requiring vendor API key. ([Read more](/details/unichat-mcp-server.md)) `mcp` `llm-integration` `ai-integration` `multi-platform`
    • piapi-mcp-server - A PiAPI MCP server that enables media content generation with services like Midjourney, Flux, Kling, Hunyuan, Udio, and Trellis, accessible from Claude and other MCP-compatible apps. ([Read more](/details/piapi-mcp-server.md)) `mcp` `media-generation` `image-generation` `ai-integration`
    • Amazon Bedrock Nova Canvas - An MCP server that utilizes Amazon Nova Canvas model for image generation, integrating Amazon Bedrock with MCP-compatible clients. ([Read more](/details/amazon-bedrock-nova-canvas.md)) `mcp` `generative-ai` `image-generation` `aws`
    • anti-bullshit-mcp-server - A Model Context Protocol (MCP) server designed to analyze claims, validate sources, and detect manipulation using various epistemological frameworks. Highly relevant for those seeking advanced MCP Server solutions with tools for epistemic analysis and manipulation detection. ([Read more](/details/anti-bullshit-mcp-server.md)) `ai-integration` `epistemology` `analysis` `mcp`
    • chronulus-mcp - An MCP server that provides forecasting and prediction capabilities using Chronulus AI agents, making predictive analytics accessible via the Model Context Protocol. ([Read more](/details/chronulus-mcp.md)) `mcp` `ai-integration` `analytics` `forecasting` `prediction`
    • Ai Prompts Mcp - A Model Context Protocol implementation for managing and serving AI prompts with a TypeScript architecture, showcasing MCP server capabilities for AI prompt management. ([Read more](/details/ai-prompts-mcp.md)) `mcp` `prompt-management` `typescript` `ai-integration` `open-source`
    • 21st.dev Magic MCP - A community-driven, extensible MCP server implementation focused on flexibility for Claude-based AI agents. It offers customizable memory persistence and toolchains, suitable for indie developers and personal projects. ([Read more](/details/21stdev-magic-mcp.md)) `mcp` `claude` `memory` `extensible`
    • Home Assistant MCP - An MCP server for accessing and controlling Home Assistant devices, integrating home automation into AI workflows using MCP, exposing all Home Assistant voice intents. ([Read more](/details/home-assistant-mcp.md)) `mcp` `home-assistant` `smart-home` `ai-integration`
    • raindrop-io-mcp-server - An MCP server for integrating Raindrop.io bookmarks with LLMs using the Model Context Protocol. ([Read more](/details/raindrop-io-mcp-server.md)) `mcp` `bookmark-management` `llm-integration` `open-source`
    • Hass Mcp - An MCP server integrating with Home Assistant, enabling natural language control and management of smart home devices via Docker and the Home Assistant API. Directly relevant as an MCP server. ([Read more](/details/hass-mcp.md)) `mcp` `home-assistant` `smart-home` `natural-language`
    • Calculator MCP Server - An MCP server that enables LLMs to use a calculator for precise numerical calculations through the MCP protocol. ([Read more](/details/calculator-mcp-server.md)) `mcp` `computation` `ai-integration` `open-source`
    • Genesis MCP - An MCP server bridging AI assistants with Genesis World simulations, enabling customizable agent-based virtual world simulations and behavior analysis within conversations. ([Read more](/details/genesis-mcp.md)) `mcp` `simulation` `ai-integration` `virtual-world`
    • mcp-server-langfuse - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management. ([Read more](/details/mcp-server-langfuse.md)) `mcp` `langfuse` `prompt-management` `llm` `ai-integration`
    • user-feedback-mcp - A simple MCP Server designed to enable human-in-the-loop workflows in tools, allowing real-time user feedback integration. Highly relevant as an example of a specialized MCP Server. ([Read more](/details/user-feedback-mcp.md)) `mcp` `ai-integration` `real-time` `feedback` `workflow`
    • Claude Server - An MCP server enhancing Claude's context management, knowledge organization, and conversation thread storage across sessions. Relevant as a robust MCP server solution for persistent state and project context organization. ([Read more](/details/claude-server.md)) `mcp` `ai-integration` `context-management` `open-source`
    • reading-plus-ai/mcp-server-deep-research - MCP server offering OpenAI/Perplexity-style autonomous deep research, query elaboration, and reporting, compliant with MCP. ([Read more](/details/reading-plus-aimcp-server-deep-research.md)) `mcp` `ai-integration` `deep-research` `autonomous`
    • mcp-chatgpt-responses - An MCP server that enables Claude to talk to ChatGPT and utilize its web search capabilities. ([Read more](/details/mcp-chatgpt-responses.md)) `mcp` `ai-integration` `chat` `web-search`
    • Choturobo - An MCP server integrating Arduino-based robotics (ESP32 or Arduino Nano) with AI, enabling control of hardware components like LEDs, motors, servos, and sensors through AI assistants. Highly relevant as an innovative MCP server expanding hardware interaction capabilities. ([Read more](/details/choturobo.md)) `mcp` `hardware` `ai-integration` `iot`
    • translated/lara-mcp - MCP Server for Lara Translate API, providing language detection and context-aware translation capabilities. ([Read more](/details/translatedlara-mcp.md)) `mcp` `translation` `language-models` `open-source`
    • Klavis AI - Klavis AI is an open-source MCP (Multi-Channel Platform) solution designed for easy AI tool integration. It allows users to utilize AI in Slack and Discord, offering hosted servers and secure OAuth, which makes it a direct and relevant tool for building and hosting MCP servers. ([Read more](/details/klavis-ai.md)) `open-source` `ai-integration` `slack` `discord`
    • Context 7 - A lightweight, modular MCP-compatible memory and agent protocol server designed for privacy-first, on-device AI agents. Supports local and cloud-based LLMs with persistent, session-aware memory. Also integrates real-time, up-to-date documentation directly into your coding environment, providing accurate and context-aware API information to streamline development workflows and reduce errors. ([Read more](/details/context-7.md)) `mcp` `memory` `privacy` `ai-agent`
    • interactive-mcp - Enables interactive LLM workflows by adding local user prompts and chat functionality directly into the MCP loop, enhancing the interactivity of MCP servers. ([Read more](/details/interactive-mcp.md)) `interactive` `chat` `llm-integration` `mcp` `open-source`
    • WayStation-ai MCP - An MCP server solution to securely connect Claude Desktop and other MCP hosts to popular productivity apps like Notion, Slack, and Airtable. Streamlines MCP server connectivity. ([Read more](/details/waystation-ai-mcp.md)) `mcp` `ai-integration` `notion` `slack` `airtable`
    • Claude desktop api use via mcp - A server that enables Claude Desktop users to access the Claude API directly, bypass Professional Plan limitations, and use advanced features like custom system prompts and conversation management. A practical MCP server for enhanced Claude integration. ([Read more](/details/claude-desktop-api-use-via-mcp.md)) `mcp` `ai-integration` `claude` `context-management` `open-source`
    • Houdini Mcp - Connects Houdini to Claude AI using the Model Context Protocol (MCP), enabling AI-assisted 3D modeling and scene creation. Directly relevant as an MCP server implementation for creative AI workflows. ([Read more](/details/houdini-mcp.md)) `houdini` `3d-modeling` `ai-integration` `mcp` `creative`
    • Gemini Thinking MCP - A Model Context Protocol (MCP) server implementation for the Google Gemini language model, allowing Claude Desktop users to access the reasoning capabilities of Gemini-2.0-flash-thinking-exp-01-21. ([Read more](/details/gemini-thinking-mcp.md)) `mcp` `gemini` `llm` `ai-integration`
    • Ephor Mcp - An MCP server that enables multiple LLMs to share and analyze responses for collaborative problem-solving and multi-perspective analysis using the Model Context Protocol. Directly relevant as an MCP server. ([Read more](/details/ephor-mcp.md)) `ai-integration` `collaboration` `llm` `mcp`
    • Claude Prompts Mcp - A flexible, template-based prompt system server for Claude models, enabling standardized interactions and complex reasoning workflows through a TypeScript/Node.js MCP server with API support. Highly relevant as an MCP server for prompt management. ([Read more](/details/claude-prompts-mcp.md)) `mcp` `ai-integration` `prompt-management` `typescript` `open-source`
    • DeepLucid3D MCP - An open-source Model Context Protocol (MCP) server implementing the Unified Cognitive Processing Framework (UCPF). It provides advanced cognitive analysis, creative problem-solving, and structured thinking tools via the MCP protocol. (Merged 'Deeplucid3d Mcp' and 'DeepLucid3D UCPF Server') ([Read more](/details/deeplucid3d-mcp.md)) `open-source` `cognitive-analysis` `ucpf` `problem-solving`
    • flux-dev-mcp - An MCP server powered by Flux API from Cephalon Cloud, providing advanced AI capabilities through a standardized Model Context Protocol interface. ([Read more](/details/flux-dev-mcp.md)) `mcp` `ai-integration` `cloud` `generative-ai`
    • chucknorris-mcp - A specialized MCP server providing LLM enhancement prompts and jailbreaks with dynamic schema adaptation, designed to augment AI capabilities via the MCP protocol. ([Read more](/details/chucknorris-mcp.md)) `mcp` `llm-integration` `prompt-management` `open-source`
    • Chess MCP - MCP server that integrates with chess engines and libraries to provide game analysis, move generation, and position evaluation, illustrating how MCP servers can power AI-driven chess research and applications. ([Read more](/details/chess-mcp.md)) `mcp` `chess` `ai-integration` `game-data`
    • Jetson MCP - Jetson MCP integrates LLMs with NVIDIA Jetson hardware, enabling control and interaction with edge AI devices for robotics and IoT applications. ([Read more](/details/jetson-mcp.md)) `jetson` `iot` `edge` `llm`
    • Ai Image Gen Mcp - An MCP-compliant server that generates images from text prompts using Replicate's model, demonstrating extensibility and protocol adherence in the MCP server ecosystem. ([Read more](/details/ai-image-gen-mcp.md)) `mcp` `image-generation` `generative-ai` `open-source` `replicate`
    • Grasshopper Mcp - Connects Grasshopper design software to Claude via a bidirectional MCP server, enabling natural language control of modeling workflows. Illustrates MCP server applications in design automation. ([Read more](/details/grasshopper-mcp.md)) `ai-integration` `design` `claude` `workflow` `mcp`
    • Ai Expert Workflow Mcp - Facilitates structured product development via specialized AI roles using the Model Context Protocol, converting requirements into actionable tasks. Highlights workflow automation with MCP servers. ([Read more](/details/ai-expert-workflow-mcp.md)) `mcp` `ai-integration` `workflow` `automation` `product-development`
    • 5ire - 5ire is a cross-platform desktop AI assistant and MCP client, compatible with major service providers and supporting local knowledge bases and tools via Model Context Protocol servers. ([Read more](/details/5ire.md)) `ai-assistant` `cross-platform` `knowledge-base` `desktop`
    • Ai Humanizer Server - A Model Context Protocol (MCP) server that enhances AI-generated content to sound more natural and human-like, with features like AI detection and text refinement. Highly relevant as an example of an advanced MCP server implementation. ([Read more](/details/ai-humanizer-server.md)) `mcp` `ai-integration` `nlp` `content-refinement` `open-source`
    • Anthropic Prompt MCP - MCP server that provides tools for interacting with Anthropic's prompt engineering APIs, allowing users to generate, improve, and templatize prompts. ([Read more](/details/anthropic-prompt-mcp.md)) `prompt-management` `anthropic` `ai-integration` `open-source`
    • Auto-MCP - A tool for building MCP servers tailored for AI agents such as CrewAI and LangGraph. It streamlines the process of deploying and connecting MCP servers to platforms like Cursor and Claude. ([Read more](/details/auto-mcp.md)) `mcp` `ai-integration` `agent-framework` `deployment`
    • Autogen MCP - Bridges Microsoft's AutoGen framework with external tools, enabling autonomous agents to execute code, perform research, and collaborate in multi-agent conversations for complex problem-solving tasks via an MCP server. ([Read more](/details/autogen-mcp.md)) `mcp` `ai-integration` `autogen` `open-source` `agent-framework`
    • blender-mcp - An MCP server connecting Blender to AI assistants through the Model Context Protocol, enabling prompt-based 3D modeling and scene manipulation directly from natural language prompts. ([Read more](/details/blender-mcp.md)) `mcp` `blender` `3d-modeling` `ai-integration`
    • chatgpt-mcp - An MCP server integrating with OpenAI's GPT-4o model for text analysis, summarization, and generation, providing advanced language capabilities through the Model Context Protocol. ([Read more](/details/chatgpt-mcp.md)) `mcp` `openai` `summarization` `nlp`
    • chatmcp - chatmcp is an AI chat client that implements the Model Context Protocol (MCP), making it a practical and interactive MCP server/client solution for AI chat experiences. ([Read more](/details/chatmcp.md)) `mcp` `chat` `ai-integration` `client`
    • Cwkcursorpippamcp - A comprehensive memory management system MCP server for Cursor IDE, allowing AI assistants to remember, recall, and manage information across conversations—showcasing advanced MCP server design. ([Read more](/details/cwkcursorpippamcp.md)) `mcp` `memory` `context-management` `cursor`
    • deepseek-server - Enables integration of DeepSeek's language models with MCP-compatible applications, providing AI-powered chat completions, custom model selection, and parameter control, making it a powerful MCP server for language-based tasks. `mcp` `ai-integration` `chat` `language-models` `open-source`
    • Elysia-mcp - An implementation of the Model Context Protocol (MCP) server using Bun and the Elysia web framework, enabling high-performance MCP servers that expose resources, tools, and prompts to LLMs through a standardized interface. ([Read more](/details/elysia-mcp.md)) `bun` `elysia` `llm-integration` `open-source`
    • Fastn - An MCP server enabling dynamic tool registration and execution based on API definitions, allowing seamless integration with AI services like Claude.ai and Cursor.ai. ([Read more](/details/fastn.md)) `ai-integration` `api-integration` `mcp` `dynamic`
    • Folderr Server - A Model Context Protocol server offering tools for interaction with Folderr's API, specifically for managing Folderr Assistants through MCP. ([Read more](/details/folderr-server.md)) `mcp` `ai-integration` `open-source` `api-integration`
    • Geminimcpa - A flexible MCP server powered by Gemini, enabling step-by-step problem analysis and reasoning with dynamic thought generation and session tracking for workflow optimization. ([Read more](/details/geminimcpa.md)) `mcp` `gemini` `reasoning` `workflow`
    • Gemsuite - Open-source MCP server for advanced Gemini API interaction, with intelligent model selection capabilities. (Merged with 'Gemsuite Mcp') ([Read more](/details/gemsuite.md)) `gemini` `ai-integration` `open-source` `model-selection`
    • Goose - Allows Goose to interact with MCP servers, enabling AI models to securely access resources via the MCP standard. ([Read more](/details/goose.md)) `mcp` `ai-integration` `security` `resource-access`
    • Goose mcp - Extends the Goose AI assistant with a suite of MCP servers, enabling integration with Plex Media Server, Rotten Tomatoes, eBay, SearxNG for web search, and Taskwarrior. ([Read more](/details/goose-mcp.md)) `ai-assistant` `integration` `media` `task-management`
    • Hfspace - An MCP server connecting Claude Desktop to Hugging Face Spaces with minimal setup, enabling advanced AI capabilities including image generation, vision tasks, and text-to-speech. Demonstrates MCP server extensibility. ([Read more](/details/hfspace.md)) `huggingface` `ai-integration` `image-generation` `mcp` `vision`
    • HyperChat - HyperChat is a chat client utilizing APIs from various LLMs, implementing productivity tools through the MCP protocol, making it an example of a modern MCP Server application. ([Read more](/details/hyperchat.md)) `chat` `llm-integration` `productivity` `api`
    • Knowledge Graph Memory - An MCP extension that provides AI agents with persistent contextual memory by creating a knowledge graph from project or documentation data, allowing for accurate context-aware responses and documentation retrieval. ([Read more](/details/knowledge-graph-memory.md)) `knowledge-graph` `memory` `context-management` `ai-assistant`
    • Knowledge Graph Memory by Anthropics - Knowledge Graph Memory is an MCP server that organizes and retains contextual memory across sessions, helping developers track relationships between data entities and maintain continuity in complex projects. ([Read more](/details/knowledge-graph-memory-by-anthropics.md)) `knowledge-graph` `memory` `context-management` `developer-tools`
    • LangChain Memory Hub - An experimental MCP-integrated memory hub for LangChain, supporting ethical data pruning and auditable AI memory within the Model Context Protocol framework. ([Read more](/details/langchain-memory-hub.md)) `langchain` `memory` `context-management` `ai-integration`
    • MCPHost - A CLI host application that allows Large Language Models (LLMs) to interact with external tools via the Model Context Protocol, serving as a host for MCP servers. ([Read more](/details/mcphost.md)) `cli` `llm-integration` `host` `open-source`
    • MemGPT - An open-source, modular MCP-aligned server/framework for building custom memory agents with hybrid vector and symbolic memory. Ideal for developers seeking full control over their MCP server setup and agent logic. ([Read more](/details/memgpt.md)) `open-source` `memory` `modular` `ai-agent`
    • Memory Extension - An MCP extension that stores user preferences, habits, and session-specific information, helping AI agents personalize interactions and maintain a technical decision trail. ([Read more](/details/memory-extension.md)) `memory` `personalization` `context-management` `ai-assistant`
    • Minima - A local RAG (Retrieval-Augmented Generation) solution with an MCP server, enabling on-premises use of Model Context Protocol for private data and AI workflows. ([Read more](/details/minima.md)) `mcp` `rag` `ai-integration` `data-access`
    • multi-ai-advisor-mcp - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, offering diverse AI perspectives via a single MCP server endpoint. ([Read more](/details/multi-ai-advisor-mcp.md)) `ollama` `llm-integration` `multi-model` `open-source`
    • perplexity-mcp - Perplexity MCP is an MCP server that integrates the Sonar API with the MCP ecosystem, providing real-time, web-wide research capabilities to clients like Claude. ([Read more](/details/perplexity-mcp.md)) `mcp` `perplexity` `web-search` `real-time`
    • sakura-mcp - sakura-mcp is a Scala-based MCP Framework for building effective agents, featuring comprehensive server and client implementation. ([Read more](/details/sakura-mcp.md)) `scala` `agent-framework` `ai-integration` `framework`
    • Sequential Thinking MCP - Implements a step-by-step reasoning framework for LLMs, supporting structured problem-solving and complex task execution. Includes implementation by hemangjoshi37a. ([Read more](/details/sequential-thinking-mcp.md)) `mcp` `llm` `reasoning` `ai-integration`
    • Stagehand - Stagehand is an open-source MCP (Model Context Protocol) server from Browserbase that enables AI agents to interact with the web, simulating browser actions such as clicking links and scraping text. It is designed to empower AIs with the ability to surf the web programmatically, making it directly relevant as an MCP server solution. `open-source` `ai-agent` `web-automation` `browser`
    • think-mcp - An MCP server that enhances AI agent reasoning by integrating the 'think-tools' as described by Anthropic, boosting AI context management via MCP. ([Read more](/details/think-mcp.md)) `reasoning` `context-management` `ai-integration` `mcp` `open-source`
    • Upsonic - A reliability-focused AI agent framework utilizing the Model Context Protocol, offering integration with diverse tools and a secure runtime for MCP servers. ([Read more](/details/upsonic.md)) `ai-agent` `framework` `secure` `integration`
    • Vibe Check MCP - An MCP server that checks for alignment and prevents scope creep by calling a Vibe-check agent. ([Read more](/details/vibe-check-mcp.md)) `mcp` `ai-integration` `workflow` `open-source`
    • Magic UI MCP by Anthropic - A Claude-native MCP (Model Context Protocol) server providing a graphical interface for managing tasks, tool usage, memory, and knowledge graphs. It's designed for developers needing persistent memory and workflow management for AI coding agents. ([Read more](/details/magic-ui-mcp-by-anthropic.md)) `mcp` `claude` `memory` `workflow`

  • Documentation & Learning Resources

    • mcp-obsidian - An MCP server for interacting with Obsidian via its REST API, enabling AI-powered knowledge management with the Model Context Protocol. ([Read more](/details/mcp-obsidian.md)) `mcp` `obsidian` `knowledge-base` `ai-integration`
    • godoc-mcp - An MCP server that provides token-efficient access to Go documentation, allowing AI assistants to retrieve Go package docs without needing full source files. ([Read more](/details/godoc-mcp.md)) `mcp` `documentation` `golang` `open-source`
    • MCP Example Servers - A gallery of official MCP servers and implementations that demonstrate how to expose specific capabilities via the Model Context Protocol. These are directly relevant as they serve as reference and starting points for building and deploying MCP servers. ([Read more](/details/mcp-example-servers.md)) `reference-implementation` `examples` `mcp` `open-source`
    • mcp-zotero - An MCP server connector that lets LLMs work with Zotero Cloud collections and sources, enabling citation retrieval and reference management via the MCP protocol. ([Read more](/details/mcp-zotero.md)) `reference-management` `zotero` `research`
    • rember-mcp - An MCP server for creating spaced repetition flashcards in Rember, enabling AI-assisted learning via MCP. ([Read more](/details/rember-mcp.md)) `spaced-repetition` `learning` `flashcards` `mcp` `open-source`
    • MCP Server Guide - A comprehensive resource for building Awesome MCP Servers using Python and TypeScript. It includes example implementations, detailed documentation, and quick start instructions for setting up MCP servers, making it directly relevant for developers working with Model Context Protocol (MCP) servers. ([Read more](/details/mcp-server-guide.md)) `documentation` `python` `typescript` `mcp`
    • EduBase MCP Server - An MCP server that connects AI agents to EduBase, allowing interaction with e-learning content, quizzes, and exam management features. ([Read more](/details/edubase-mcp-server.md)) `education` `lms` `course-management`
    • Hexdocs Mcp - An MCP server enabling AI systems to retrieve and search Elixir documentation from HexDocs, providing formatted package information. Directly relevant as an MCP server. ([Read more](/details/hexdocs-mcp.md)) `documentation` `elixir` `search` `mcp` `reference`
    • rust-docs-mcp-server - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search and LLM summarization. ([Read more](/details/rust-docs-mcp-server.md)) `mcp` `documentation` `rust` `semantic-search`
    • mcp-server-leetcode - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access. ([Read more](/details/mcp-server-leetcode.md)) `mcp` `leetcode` `ai-integration` `coding`
    • leetcode-mcp-server - MCP server enabling automated access to LeetCode's programming problems, solutions, submissions, and user-specific features. It supports both the global and China LeetCode sites. ([Read more](/details/leetcode-mcp-server.md)) `mcp` `leetcode` `coding` `automation`
    • Grounded Docs MCP Server - Grounded Docs MCP Server is an open‑source Model Context Protocol (MCP) server that lets AI coding assistants access and query documentation and other grounded technical content, improving code assistance with up‑to‑date, context‑aware information. It integrates with MCP‑compatible clients to expose documentation search and retrieval as tools within the AI’s environment. ([Read more](/details/grounded-docs-mcp-server.md)) `documentation` `search` `open-source`
    • Guide - An interactive tutorial and tool for understanding, implementing, and exploring MCP concepts and capabilities. Essential as an educational resource for MCP server development. ([Read more](/details/guide.md)) `tutorials` `educational` `mcp` `reference` `learning`
    • atlas-docs-mcp-server - An open-source Model Context Protocol (MCP) server that provides LLMs with clean, markdown documentation for libraries and frameworks. Directly relevant as it is a robust MCP server solution designed for enhancing AI assistant capabilities with up-to-date library docs. ([Read more](/details/atlas-docs-mcp-server.md)) `mcp` `documentation` `open-source` `ai-assistant`
    • Daipendency MCP - Supplies narrative and API documentation for dependencies (currently Rust), serving as an MCP server for development documentation and dependency insights. ([Read more](/details/daipendency-mcp.md)) `documentation` `dependency-management` `rust` `api`
    • Coding Standards MCP - An MCP server that provides access to coding style guidelines and best practices for multiple technologies, offering standardized protocol-based retrieval of coding standards. ([Read more](/details/coding-standards-mcp.md)) `mcp` `best-practices` `reference` `coding-standards`
    • Devdocs Mcp - Integrates with software documentation sources to process, index, and retrieve technical content using the Model Context Protocol, enhancing code assistance and API exploration. Relevant as an MCP server for documentation management. ([Read more](/details/devdocs-mcp.md)) `documentation` `api` `mcp` `open-source`
    • Base MCP Protocol - Defines the standard protocol and architecture for MCP servers, ensuring universal compatibility and standardized interfaces for AI-powered tool integration. ([Read more](/details/base-mcp-protocol.md)) `specification` `standardization` `protocol` `reference`
    • docs-server - A Model Context Protocol (MCP) server that scrapes, indexes, and searches documentation for third-party libraries and packages, supporting versioning and hybrid search. Directly relevant as an MCP server. ([Read more](/details/docs-server.md)) `mcp` `documentation` `search` `integration`
    • MCP Documentation - Comprehensive documentation and resource hub for MCP servers, providing protocol specifications, implementation guides, and best practices for developing, configuring, and testing MCP servers compatible with Cursor IDE. Essential for anyone building or managing Awesome MCP Servers. ([Read more](/details/mcp-documentation.md)) `documentation` `mcp` `best-practices` `reference`
    • MCP Server Documentation - A comprehensive guide for building and registering Model Context Protocol (MCP) servers, detailing best practices, implementation steps, and integration with NANDA. Essential for developers creating or managing awesome MCP servers. ([Read more](/details/mcp-server-documentation.md)) `documentation` `mcp` `best-practices` `integration`
    • MCP Specification - The official specification document for the Model Context Protocol, outlining the standards and requirements for MCP servers. Critical reference for server implementers aiming to build compliant and awesome MCP servers. ([Read more](/details/mcp-specification.md)) `specification` `mcp` `documentation` `reference`
    • Model Context Protocol (MCP) - An open standard and protocol for building MCP servers that connect AI assistants with various data sources. MCP servers enable secure, two-way connections between data repositories and AI-powered tools, forming the backbone for context-aware AI integrations. The protocol includes specifications, SDKs, and pre-built servers for popular platforms. ([Read more](/details/model-context-protocol-mcp.md)) `mcp` `specification` `documentation` `ai-integration`
    • vercel-ai-docs-mcp - A MCP server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation. ([Read more](/details/vercel-ai-docs-mcp.md)) `mcp` `vercel` `documentation` `ai-integration` `search`
    • Illumidesk MCP Server - An MCP server for IllumiDesk’s interactive learning platform, enabling AI agents to assist instructors and learners through MCP-connected educational tools and workflows. ([Read more](/details/illumidesk-mcp-server.md)) `education` `lms` `course-management`
    • Stack Overflow for Teams MCP Server - MCP Server for Stack Overflow for Teams, connecting collaborative team Q&A and knowledge sharing into MCP-based environments. ([Read more](/details/stack-overflow-for-teams-mcp-server.md)) `knowledge-base` `collaboration` `qa`
    • Kaggle MCP Server - An MCP Server for Kaggle, giving access to Kaggle’s machine learning and data science resources and community datasets via MCP. ([Read more](/details/kaggle-mcp-server.md)) `datasets` `machine-learning` `community`
    • ClickHelp MCP Server - An MCP server for ClickHelp that lets MCP clients interface with ClickHelp’s AI-powered documentation and knowledge management features via the Pipedream MCP environment. ([Read more](/details/clickhelp-mcp-server.md)) `documentation` `knowledge-management` `ai-assistant`
    • KnowBe4 MCP Server - An MCP Server for KnowBe4, integrating its security awareness training platform with MCP-based tools and workflows. ([Read more](/details/knowbe4-mcp-server.md)) `security-awareness` `training` `education`
    • Trainual MCP Server - An MCP Server for Trainual that allows automated interaction with business playbooks, SOPs, onboarding, and training content. ([Read more](/details/trainual-mcp-server.md)) `training` `onboarding` `knowledge-management`
    • Free Dictionary MCP Server - An MCP server exposing the Free Dictionary API, enabling dictionary and definition lookups within MCP-based workflows. ([Read more](/details/free-dictionary-mcp-server.md)) `dictionary` `reference` `language`
    • Oxford Dictionaries MCP Server - An MCP server for Oxford Dictionaries data, offering authoritative dictionary and lexical resources from Oxford University Press via MCP. ([Read more](/details/oxford-dictionaries-mcp-server.md)) `dictionary` `reference` `language`
    • API.Bible MCP Server - API.Bible MCP Server is a Model Context Protocol server that provides access to API.Bible’s collection of Bible translations and related data for use within MCP-enabled AI workflows and tools. ([Read more](/details/apibible-mcp-server.md)) `api` `reference` `educational`
    • Canvas MCP Server - Canvas MCP Server is a Model Context Protocol server that integrates with the Canvas learning management system, enabling MCP-based tools to interact with courses, users, and learning data. ([Read more](/details/canvas-mcp-server.md)) `lms` `education` `courses`
    • Coassemble MCP Server - Coassemble MCP Server is an MCP integration for the Coassemble online training platform, enabling MCP-aware agents to create and manage engaging SaaS-focused training experiences programmatically. ([Read more](/details/coassemble-mcp-server.md)) `lms` `training` `courses`
    • D2L Brightspace MCP Server - D2L Brightspace MCP Server is an MCP-compatible server that integrates the Brightspace LMS with MCP-based tools, enabling AI-driven access to courses, content, and learner data. ([Read more](/details/d2l-brightspace-mcp-server.md)) `lms` `courses` `education`
    • Degreed MCP Server - Degreed MCP Server is a Model Context Protocol server providing programmatic access to Degreed’s learning experience platform so MCP clients can support skills, learning paths, and career growth workflows. ([Read more](/details/degreed-mcp-server.md)) `learning` `lms` `skills`
    • EdApp MCP Server - EdApp MCP Server is an MCP server that connects AI agents to EdApp’s mobile-first training platform, supporting the creation and management of bite-sized learning content via MCP. ([Read more](/details/edapp-mcp-server.md)) `training` `lms` `education`
    • Google Classroom MCP Server - An MCP Server for Google Classroom, allowing programmatic access to classroom management and learning experience data. ([Read more](/details/google-classroom-mcp-server.md)) `education` `classroom` `google-workspace`
    • iSpring Learn MCP Server - An MCP Server for iSpring Learn, a cloud‑based learning management system for onboarding, upskilling, and certifying teams. ([Read more](/details/ispring-learn-mcp-server.md)) `education` `course-management` `lms`
    • Navigatr MCP Server - An MCP Server for Navigatr, a platform for discovering nearby learning activities, courses, and educational inspiration. ([Read more](/details/navigatr-mcp-server.md)) `education` `courses` `discovery`
    • Stack Exchange MCP Server - Stack Exchange (Stack Overflow) MCP Server is a Model Context Protocol server that provides AI agents structured access to Stack Exchange and Stack Overflow Q&A content for development and knowledge tasks. ([Read more](/details/stack-exchange-mcp-server.md)) `qa` `development` `knowledge-base`
    • Guru MCP Server - MCP Server for Guru, exposing verified team knowledge and cards so MCP-based agents can retrieve and leverage organizational documentation. ([Read more](/details/guru-mcp-server.md)) `knowledge-base` `documentation` `searchable`
    • Lessonspace MCP Server - An MCP Server integration for Lessonspace, giving MCP tools access to online teaching and collaborative classroom features. ([Read more](/details/lessonspace-mcp-server.md)) `education` `collaboration` `online-learning`
    • Dev.to MCP Server - An MCP server that connects to the Dev.to platform, allowing MCP-compatible clients to search, read, and work with developer articles and content from Dev.to. ([Read more](/details/devto-mcp-server.md)) `developer-tools` `content-search` `articles`
    • Axis LMS MCP Server - An MCP Server for Axis LMS that streamlines access to learning management system features from MCP-aware tools and agents. ([Read more](/details/axis-lms-mcp-server.md)) `lms` `course-management` `education`
    • Memberspot.io MCP Server - An MCP Server for Memberspot.io, enabling MCP-based access to its e-learning platform for employees and customers. ([Read more](/details/memberspotio-mcp-server.md)) `e-learning` `courses` `training`
    • Astro Docs MCP Server - Open documentation MCP server at `https://mcp.docs.astro.build/mcp` providing MCP-friendly access to Astro’s framework documentation. ([Read more](/details/astro-docs-mcp-server.md)) `documentation` `framework` `web-development`
    • augments-mcp-server - An MCP server that transforms Claude Code with intelligent, real-time access to 90+ framework documentation sources, enabling accurate code assistance grounded in extensive docs via the Model Context Protocol. ([Read more](/details/augments-mcp-server.md)) `documentation` `ai-assistant` `development`
    • Model Context Protocol Documentation - The official documentation site for the Model Context Protocol (MCP), detailing the protocol specification, how MCP servers and tools are structured, and how to implement and integrate MCP servers with compatible clients. ([Read more](/details/model-context-protocol-documentation.md)) `documentation` `specification` `reference`
    • AWS Documentation MCP Server - An MCP server that lets AI assistants research and generate up-to-date code and guidance for any AWS service using the latest AWS documentation. Ideal for building coding assistants and workflows that need current AWS API references and examples. ([Read more](/details/aws-documentation-mcp-server.md)) `aws` `documentation` `cloud`
    • AWS Diagram MCP Server - An MCP server that generates AWS architecture diagrams and technical illustrations to support system design and documentation workflows. ([Read more](/details/aws-diagram-mcp-server.md)) `diagramming` `aws` `documentation`
    • AWS Knowledge MCP Server - An open AWS Knowledge MCP server at https://knowledge-mcp.global.api.aws that lets MCP-aware tools query AWS knowledge resources and documentation programmatically. ([Read more](/details/aws-knowledge-mcp-server.md)) `aws` `documentation` `knowledge-base`
    • Cloudflare Docs MCP Server - Documentation MCP server at `https://docs.mcp.cloudflare.com/sse` that gives MCP agents open access to Cloudflare’s developer documentation. ([Read more](/details/cloudflare-docs-mcp-server.md)) `documentation` `web` `reference`
    • Javadocs.dev MCP Server - An open MCP server by Javadocs.dev that allows MCP-compatible tools to search and retrieve Java API documentation programmatically. ([Read more](/details/javadocsdev-mcp-server.md)) `java` `documentation` `api`
    • r/modelcontextprotocol - A Reddit community focused on the Model Context Protocol, providing a space to discuss MCP servers, ask questions, share ideas, and showcase MCP-related projects. ([Read more](/details/rmodelcontextprotocol.md)) `community` `discussion` `mcp`
    • Stack Overflow MCP Server - Official MCP server at `https://mcp.stackoverflow.com` that connects agents to Stack Overflow Q&A content using OAuth 2.1 for authenticated access. ([Read more](/details/stack-overflow-mcp-server.md)) `development` `qa` `reference`
    • Context7 MCP - Connects to Context7.com's documentation database as an MCP server, providing intelligent access to library and framework documentation for developers and AI assistants. ([Read more](/details/context7-mcp.md)) `mcp` `documentation` `ai-assistant` `integration`
    • AWS Knowledge MCP Server - An open AWS Knowledge MCP server at https://knowledge-mcp.global.api.aws that lets MCP-aware tools query AWS knowledge resources and documentation programmatically. ([Read more](/details/aws-knowledge-mcp-server.md)) `Aws` `Documentation` `Knowledge Base`
    • Cloudflare Docs MCP Server - Documentation MCP server at `https://docs.mcp.cloudflare.com/sse` that gives MCP agents open access to Cloudflare’s developer documentation. ([Read more](/details/cloudflare-docs-mcp-server.md)) `Documentation` `web` `Reference`
    • nyt MCP Server - An MCP server that integrates with the New York Times API to search NYT articles via the Model Context Protocol. ([Read more](/details/nyt-mcp-server.md)) `news` `api-integration` `search`
    • mcp-twikit - An MCP server that uses Twikit to interact with Twitter (X) search and timelines, enabling AI agents to query and work with Twitter content via the Model Context Protocol. ([Read more](/details/mcp-twikit.md)) `twitter` `social-media` `search`
    • Perplexity MCP Server - An MCP server maintained by Perplexity that connects to the Sonar API, enabling real-time web-scale research and question answering via AI assistants. ([Read more](/details/perplexity-mcp-server.md)) `web-search` `question-answering` `ai-integration`
    • NAVER MCP Server - A Python MCP server for accessing various NAVER services, enabling tools to search blogs, news, books, and other NAVER content from MCP-compatible clients. ([Read more](/details/naver-mcp-server.md)) `web-search` `news` `books`
    • openai-websearch-mcp - A Python-based MCP server that wraps and exposes OpenAI’s built-in web_search tool through the Model Context Protocol, allowing MCP-enabled clients to perform OpenAI-powered web searches. ([Read more](/details/openai-websearch-mcp.md)) `web-search` `openai` `ai-integration`
    • mcp-local-rag - A local, "primitive" RAG-style MCP server that uses Google’s MediaPipe Text Embedder and DuckDuckGo Search to provide web search and retrieval-augmented generation without requiring external APIs. ([Read more](/details/mcp-local-rag.md)) `rag` `web-search` `local-models`
    • octagon-deep-research-mcp - An MCP server providing a lightning-fast, high-accuracy deep research agent that can be used as a Model Context Protocol server to power complex research workflows. ([Read more](/details/octagon-deep-research-mcp.md)) `deep-research` `web-search` `ai-agents`
    • Anchor Browser MCP Server - An MCP server providing access to Anchor Browser, a browser optimized for AI agents to navigate and interact with the web programmatically. ([Read more](/details/anchor-browser-mcp-server.md)) `browser` `web-automation` `web-search`
    • Lightpanda MCP Server - MCP Server for Lightpanda, exposing a headless Chrome API and tailored browser automation capabilities to MCP clients. ([Read more](/details/lightpanda-mcp-server.md)) `browser-automation` `headless` `web-scraping`
    • Linkup MCP Server - MCP Server for Linkup, allowing MCP-based AIs to connect to and interact with the web. ([Read more](/details/linkup-mcp-server.md)) `web-search` `web` `browser-automation`
    • OpenPerplex MCP Server - An MCP Server that enables MCP-integrated applications to use OpenPerplex for advanced content retrieval and search functionalities. ([Read more](/details/openperplex-mcp-server.md)) `search` `content-search` `retrieval`
    • BC Gov News MCP Server - An MCP Server that surfaces Government of British Columbia news and information streams to MCP tools and agents for programmatic access and analysis. ([Read more](/details/bc-gov-news-mcp-server.md)) `news` `government` `web-search`
    • DataForSEO MCP Server - An MCP Server that integrates DataForSEO’s aggregated SERP, marketplace, review, and web data into MCP-compatible tools to power SEO, marketing, and analytics workflows. ([Read more](/details/dataforseo-mcp-server.md)) `seo` `market-data` `marketing`
    • lobste.rs MCP Server - An MCP Server integration for lobste.rs, enabling programmatic interaction with the computing-focused link aggregation and discussion community via MCP. ([Read more](/details/lobsters-mcp-server.md)) `community` `content-discovery` `developer-tools`
    • Aylien News API MCP Server - An MCP Server that integrates the Aylien News API, giving MCP-compatible tools real-time access to enriched and structured news data feeds. ([Read more](/details/aylien-news-api-mcp-server.md)) `news` `api-integration` `content-discovery`
    • BuiltWith MCP Server - An MCP Server for BuiltWith, allowing MCP-based agents to look up technology stacks and profiling data for websites programmatically. ([Read more](/details/builtwith-mcp-server.md)) `technology-detection` `web`
    • Currents API MCP Server - An MCP Server that exposes the Currents API news aggregation service through MCP, enabling structured access to curated world news data. ([Read more](/details/currents-api-mcp-server.md)) `news` `api-integration` `content-discovery`
    • Larger.io MCP Server - An MCP Server that connects to Larger.io to detect and report the technologies used on websites, making tech stack discovery available inside MCP-based tools. ([Read more](/details/largerio-mcp-server.md)) `technology-detection` `research` `web`
    • News API MCP Server - An MCP Server for NewsAPI.org, enabling MCP-compatible applications to search and retrieve news and blog articles from across the web programmatically. ([Read more](/details/news-api-mcp-server.md)) `news` `web-search` `articles`
    • Perigon MCP Server - An MCP Server for Perigon’s news intelligence platform, allowing MCP clients to compare news from multiple perspectives and transform media content into structured insights. ([Read more](/details/perigon-mcp-server.md)) `news` `web-search` `analysis`
    • Serply MCP Server - An MCP Server for Serply that delivers accurate, real-time Google search and SERP results as JSON with a lightweight interface compared to alternative SERP APIs. ([Read more](/details/serply-mcp-server.md)) `google` `serp` `web-search`
    • Trawlingweb MCP Server - An MCP Server for Trawlingweb that provides access to large-scale news and social data collections gathered from the web and social networks. ([Read more](/details/trawlingweb-mcp-server.md)) `news` `social-media` `data-extraction`
    • World News API MCP Server - An MCP server that connects to the World News API, giving MCP clients access to thousands of global news sources in over 50 languages and 150+ countries for retrieval, monitoring, and analysis tasks. ([Read more](/details/world-news-api-mcp-server.md)) `news` `web-search` `analytics`
    • Zenserp MCP Server - An MCP server for Zenserp that allows MCP agents to programmatically scrape and query search engine results pages (SERPs) quickly and at scale via Zenserp’s API. ([Read more](/details/zenserp-mcp-server.md)) `serp` `web-scraping` `api`
    • Hacker News MCP Server - An MCP Server that provides access to the Hacker News social news website data, enabling querying and automation of HN content through MCP. ([Read more](/details/hacker-news-mcp-server.md)) `hacker-news` `content-discovery` `news`
    • New York Times MCP Server - New York Times MCP Server exposes the New York Times APIs via the Model Context Protocol, allowing MCP clients to search and retrieve articles and metadata from NYT programmatically. ([Read more](/details/new-york-times-mcp-server.md)) `news` `content-search` `articles`
    • NewsCatcher MCP Server - NewsCatcher MCP Server is an MCP-compatible server for the NewsCatcher News API, providing multi-language, worldwide online news search and retrieval to MCP tools. ([Read more](/details/newscatcher-mcp-server.md)) `news` `search` `content-discovery`
    • Piped MCP Server - Piped MCP Server integrates the privacy-friendly Piped YouTube alternative with the Model Context Protocol, allowing MCP clients to search and access YouTube content via Piped. ([Read more](/details/piped-mcp-server.md)) `web-search` `video` `privacy`
    • Swiftype MCP Server - An MCP server that integrates Swiftype’s site, app, and enterprise search platform into MCP tools, allowing agents to perform powerful search and indexing operations across websites and applications. ([Read more](/details/swiftype-mcp-server.md)) `search` `api-integration` `content-search`
    • Rapid URL Indexer MCP Server - An MCP Server for Rapid URL Indexer, offering Google indexing operations for links, websites, and backlinks through MCP-compatible clients. ([Read more](/details/rapid-url-indexer-mcp-server.md)) `indexing` `seo` `web`
    • Reddit MCP Server - An MCP Server that interfaces with Reddit, enabling AI agents to search, read, and interact with subreddit content and discussions via the Model Context Protocol. ([Read more](/details/reddit-mcp-server.md)) `social-media` `content-discovery` `communities`
    • SERPhouse MCP Server - An MCP Server that connects AI agents to SERPhouse’s high-volume SEO and SERP data APIs, suitable for SEO companies and data mining workflows within MCP-enabled environments. ([Read more](/details/serphouse-mcp-server.md)) `seo` `serp` `analytics`
    • Feedbin MCP Server - An MCP Server for Feedbin that lets MCP workflows access and manage RSS feeds, subscriptions, and items from the Feedbin service. ([Read more](/details/feedbin-mcp-server.md)) `rss` `web` `content-discovery`
    • Google Search Console MCP Server - An MCP Server for Google Search Console, providing MCP workflows access to search traffic metrics, reports, and related SEO data. ([Read more](/details/google-search-console-mcp-server.md)) `web-search` `analytics` `seo`
    • DarkSky API MCP Server - An MCP server providing access to the DarkSky API, enabling MCP clients to query weather forecasts and historical weather data programmatically. ([Read more](/details/darksky-api-mcp-server.md)) `weather` `environmental-data` `api-integration`
    • Meetup MCP Server - An MCP server that integrates with Meetup, enabling discovery and retrieval of event and group data through the MCP interface. ([Read more](/details/meetup-mcp-server.md)) `events` `communities` `api-integration`
    • Tripadvisor Content API MCP Server - An MCP server for the Tripadvisor Content API that surfaces Tripadvisor’s trusted travel and brand content for use in applications via MCP. ([Read more](/details/tripadvisor-content-api-mcp-server.md)) `travel` `api-integration` `content-search`
    • Autom MCP Server - An MCP Server for Autom that provides lightning-fast Google search and SERP API access to MCP clients, enabling programmatic web search from within the Model Context Protocol. ([Read more](/details/autom-mcp-server.md)) `web-search` `serp` `google`
    • SerpApi MCP Server - A Pipedream MCP Server integration for SerpApi, allowing MCP tools to scrape Google and other search engines through SerpApi’s fast and complete search API. ([Read more](/details/serpapi-mcp-server.md)) `web-search` `api-integration` `scraping`
    • Serpdog MCP Server - A Pipedream MCP Server for Serpdog, providing access to Google Search results via an API that handles proxies and CAPTCHAs for smooth scraping. ([Read more](/details/serpdog-mcp-server.md)) `google` `web-search` `scraping`
    • Smartproxy MCP Server - MCP Server providing access to Smartproxy’s web scraping and proxy infrastructure, enabling AI agents and MCP clients to collect web data programmatically through Smartproxy services. ([Read more](/details/smartproxy-mcp-server.md)) `proxies` `web-scraping` `data-collection`
    • Exa MCP Server - An MCP Server for Exa (formerly Metaphor) that gives MCP clients embeddings-based web search tools, enabling retrieval of high-quality web content optimized for AI consumption. ([Read more](/details/exa-mcp-server.md)) `web-search` `semantic-search` `embedding`
    • Search API MCP Server - Search API MCP Server provides MCP-compatible access to a real-time SERP API, handling proxy management, CAPTCHAs, and JSON parsing for seamless search result extraction. ([Read more](/details/search-api-mcp-server.md)) `serp` `web-search` `api-integration`
    • Brave Search MCP Server - An MCP server providing web search capabilities through the Brave Search API, allowing AI tools to perform privacy-focused web searches. ([Read more](/details/brave-search-mcp-server.md)) `web-search` `brave` `privacy`
    • open-webSearch - An MCP-compatible web search server using free multi-engine search (no API keys) with support for Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. ([Read more](/details/open-websearch.md)) `web-search` `multi-engine` `open-source`
    • Exa Search MCP Server - Search-focused MCP server at `https://mcp.exa.ai/mcp` exposing Exa’s AI search capabilities as an open MCP endpoint. ([Read more](/details/exa-search-mcp-server.md)) `ai-search` `web-search` `open-data`
    • Find-A-Domain MCP Server - The Find-A-Domain MCP server at https://api.findadomain.dev/mcp provides open MCP-based access to domain search and discovery capabilities. ([Read more](/details/find-a-domain-mcp-server.md)) `domain` `search` `api-integration`
    • Parallel Search MCP Server - The Parallel Search MCP server that provides web search capabilities through the OAuth2.1 endpoint https://search-mcp.parallel.ai/mcp. ([Read more](/details/parallel-search-mcp-server.md)) `web-search` `search` `oauth2`
    • Parallel Task MCP Server - The Parallel Task MCP server that supports web research tasks for AI agents via https://task-mcp.parallel.ai/mcp with OAuth2.1. ([Read more](/details/parallel-task-mcp-server.md)) `web-search` `research` `ai-agents`
    • Perplexity Ask MCP Server - An MCP server that integrates the Perplexity API into MCP-compatible clients. It is distributed as an npm package invoked via npx (server-perplexity-ask) and configured as an MCP stdio server, using the PERPLEXITY_API_KEY environment variable for authentication. ([Read more](/details/perplexity-ask-mcp-server.md)) `web-search` `ai` `npm`
    • Firecrawl MCP Server - Official Firecrawl MCP server providing powerful web scraping and search capabilities for Cursor, Claude, and other LLM clients, returning clean markdown or structured JSON with automatic retries and error handling. ([Read more](/details/firecrawl-mcp-server.md)) `Web Scraping` `Search` `Data Extraction`
    • Perplexity MCP Server - Official Perplexity AI MCP server providing real-time web search, reasoning, and deep research capabilities through Sonar models, enabling AI assistants to access powerful search-augmented intelligence. ([Read more](/details/perplexity-mcp-server.md)) `Search` `Ai Search` `Research`

  • API Integration MCP Servers

    • blazickjp/arxiv-mcp-server - Search ArXiv research papers via this MCP server, providing academic search functionality in the MCP ecosystem. ([Read more](/details/blazickjparxiv-mcp-server.md)) `mcp` `arxiv` `research` `search`
    • mcp-gsuite - An MCP server for integrating with Gmail and Google Calendar, demonstrating multi-service MCP server utility. ([Read more](/details/mcp-gsuite.md)) `mcp` `google-workspace` `gmail` `calendar`
    • MCP GraphQL - An MCP server that allows AI to query GraphQL servers, enabling data access and manipulation via MCP protocol, transforming any GraphQL API into dynamic tools using automatic schema introspection. ([Read more](/details/mcp-graphql.md)) `mcp` `graphql` `api-integration` `ai-integration`
    • hellokaton/unsplash-mcp-server - An MCP server for Unsplash image search, allowing image retrieval within the MCP server architecture. ([Read more](/details/hellokatonunsplash-mcp-server.md)) `mcp` `image-search` `unsplash` `search`
    • mcp-server-nationalparks - National Park Service API integration via MCP Server, providing park details, alerts, visitor centers, and events for U.S. National Parks. ([Read more](/details/mcp-server-nationalparks.md)) `mcp` `api-integration` `open-data` `travel`
    • app-store-connect-mcp-server - An MCP server to communicate with the App Store Connect API for iOS Developers, enabling automation and data access. `mcp` `ios` `api-integration` `automation`
    • mcp-wolfram-alpha - An MCP server for querying the Wolfram Alpha API, enabling advanced computational queries via MCP. ([Read more](/details/mcp-wolfram-alpha.md)) `wolfram-alpha` `computation` `api-integration` `mcp`
    • hbg/mcp-paperswithcode - An MCP server for searching through the PapersWithCode API, enabling research paper and code discovery within the MCP protocol. ([Read more](/details/hbgmcp-paperswithcode.md)) `mcp` `research` `paperswithcode` `search`
    • apisix-mcp - Model Context Protocol server for bridging LLMs with the APISIX Admin API to query and manage Apache APISIX resources. ([Read more](/details/apisix-mcp.md)) `mcp` `apisix` `api-integration` `ai-integration`
    • postmancer - A MCP server replacing REST clients like Postman/Insomnia, allowing LLMs to maintain and use API collections. ([Read more](/details/postmancer.md)) `mcp` `api` `postman` `insomnia` `llm-integration`
    • mcp-openapi - MCP server that provides LLMs with comprehensive access to OpenAPI specs for discovery, explanation, and code/mock data generation. ([Read more](/details/mcp-openapi.md)) `openapi` `api-integration` `llm` `documentation`
    • bruno-mcp - An MCP Server for running Bruno Collections, providing integration and automation capabilities for Model Context Protocol workflows. Directly relevant as an MCP Server implementation for API automation. ([Read more](/details/bruno-mcp.md)) `mcp` `bruno` `api-integration` `automation` `workflow`
    • Ghost MCP - A Model Context Protocol (MCP) server for interacting with the Ghost CMS, enabling natural language management of posts, tags, users, and members in a blog environment. ([Read more](/details/ghost-mcp.md)) `ghost` `cms` `natural-language` `blog`
    • hko-mcp - An MCP server demonstrating how to retrieve weather data from the Hong Kong Observatory, useful for context-aware AI agents via MCP. ([Read more](/details/hko-mcp.md)) `mcp` `weather` `api-integration` `open-data`
    • willvelida/mcp-afl-server - MCP server that integrates with the Squiggle API to deliver AFL statistics, results, and rankings through the Model Context Protocol. ([Read more](/details/willvelidamcp-afl-server.md)) `mcp` `api-integration` `sports` `open-source`
    • ndthanhdev/mcp-browser-kit - An MCP server for interacting with manifest v2 compatible browsers. ([Read more](/details/ndthanhdevmcp-browser-kit.md)) `mcp` `browser` `integration` `open-source`
    • 0xdaef0f/job-searchoor - An MCP server for searching job listings, with filters for date, keywords, remote work, and more, adhering to the MCP server protocol. ([Read more](/details/0xdaef0fjob-searchoor.md)) `mcp` `job-search` `search` `open-source`
    • genomoncology/biomcp - A biomedical research MCP server that provides access to PubMed, ClinicalTrials.gov, and MyVariant.info, compliant with the MCP protocol. ([Read more](/details/genomoncologybiomcp.md)) `mcp` `biomedical` `research` `pubmed`
    • takashiishida/arxiv-latex-mcp - MCP server to retrieve LaTeX source of arXiv papers, handling mathematical content and equations via MCP. ([Read more](/details/takashiishidaarxiv-latex-mcp.md)) `mcp` `arxiv` `latex` `research`
    • the0807/GeekNews-MCP-Server - MCP server for retrieving and processing news data from GeekNews, designed for integration in the MCP server ecosystem. ([Read more](/details/the0807geeknews-mcp-server.md)) `mcp` `news` `geeknews` `data-access`
    • Balldontlie Mcp - An MCP Server implementation that integrates the Balldontlie API, providing information about NBA, NFL, and MLB players, teams, and games. ([Read more](/details/balldontlie-mcp.md)) `mcp` `sports` `api-integration` `nba`
    • jaipandya/producthunt-mcp-server - An MCP server for Product Hunt, enabling interactions with posts, comments, and users—showcasing MCP server integrations for web services. ([Read more](/details/jaipandyaproducthunt-mcp-server.md)) `mcp` `producthunt` `web` `integration`
    • mcp-openapi-schema-explorer - A token-efficient MCP Server for accessing OpenAPI/Swagger specs via MCP resources, enabling intelligent API exploration and integration. ([Read more](/details/mcp-openapi-schema-explorer.md)) `mcp` `openapi` `swagger` `api-integration` `exploration`
    • ckanthony/openapi-mcp - Dockerized MCP server that enables AI agents to access any API with OpenAPI documentation through the MCP protocol. ([Read more](/details/ckanthonyopenapi-mcp.md)) `mcp` `openapi` `api-integration` `docker` `ai-agent`
    • Databutton App Mcp - A proxy MCP server that enables LLM clients to interact with Databutton app API endpoints via the MCP protocol over websockets. This is a notable addition to the ecosystem of Awesome MCP Servers. ([Read more](/details/databutton-app-mcp.md)) `mcp` `api-integration` `proxy` `websocket`
    • OpenAPI MCP Server - A community-developed, open-source MCP server implementing OpenAPI standards for transparent, standardized LLM context injection, suitable for experiments and API interoperability. Implementation by Hugging Face. ([Read more](/details/openapi-mcp-server.md)) `mcp` `openapi` `api-integration` `llm` `open-source`
    • API Market Server - A Model Context Protocol server that exposes over 200+ APIs from API.market as MCP resources, allowing large language models to discover and interact with various APIs. A robust and feature-rich MCP server for API aggregation. ([Read more](/details/api-market-server.md)) `mcp` `api-integration` `ai-integration` `open-source`
    • kunallunia/twitter-mcp - All-in-one Twitter management MCP server, enabling timeline access, tweet retrieval, conversation analysis, and sentiment analysis via the MCP protocol. ([Read more](/details/kunalluniatwitter-mcp.md)) `mcp` `twitter` `social-media` `sentiment-analysis`
    • Glide Api Server - An MCP server bridging Glide's API to enable automated management and data operations for Glide applications, demonstrating the versatility of MCP servers. ([Read more](/details/glide-api-server.md)) `api-integration` `glide` `automation` `mcp` `data-access`
    • ricocf/mcp-wolframalpha - An MCP server that enables AI assistants to access the Wolfram Alpha API for real-time computational knowledge and data, fitting directly into the Model Context Protocol (MCP) server ecosystem. ([Read more](/details/ricocfmcp-wolframalpha.md)) `wolfram-alpha` `computation` `real-time` `ai-integration`

  • Project Management MCP Servers

    • notion_mcp - An MCP server that integrates with Notion's API to manage personal todo lists from MCP-compatible clients. ([Read more](/details/notion_mcp.md)) `mcp` `notion` `project-management` `integration`
    • mcp-notion-server - An MCP server for interacting with the Notion API, allowing AI models to access and manage Notion data via MCP. ([Read more](/details/mcp-notion-server.md)) `notion` `integration` `project-management` `mcp` `open-source`
    • Linear MCP - An MCP server integrating Linear's project management system, enabling LLMs to interact with Linear issues and project data via the MCP protocol. ([Read more](/details/linear-mcp.md)) `mcp` `linear` `project-management` `ai-integration`
    • MCP Atlassian - MCP server for Atlassian products (Confluence and Jira), offering tools to search, read, create, and manage content across Atlassian workspaces. Directly relevant as a comprehensive MCP Server solution for Atlassian environments. ([Read more](/details/mcp-atlassian.md)) `mcp` `atlassian` `project-management` `integration`
    • gtasks-mcp - An MCP server for managing Google Tasks, showcasing task management integration via MCP servers. ([Read more](/details/gtasks-mcp.md)) `mcp` `google-tasks` `task-automation` `integration`
    • mcp-kibela-server - A robust MCP server for interacting with Kibela API, providing powerful features for managing Kibela data. ([Read more](/details/mcp-kibela-server.md)) `mcp` `knowledge-base` `api-integration` `open-source`
    • mcp-server-taskwarrior - An MCP server for local Taskwarrior integration, supporting add, update, and remove task operations through MCP. ([Read more](/details/mcp-server-taskwarrior.md)) `mcp` `task-management` `automation` `open-source`
    • mcp-kibela - An MCP server that allows AI models to interact with Kibela via the Kibela API. ([Read more](/details/mcp-kibela.md)) `mcp` `knowledge-base` `api-integration` `open-source`
    • Jira MCP Server - An MCP Server for accessing Jira data via JQL and API, including creating and editing tickets. Enables AI assistants to interact with Jira using the MCP protocol. ([Read more](/details/jira-mcp-server.md)) `mcp` `jira` `project-management` `ai-integration`
    • Confluence MCP Server - An MCP server to get Confluence data via CQL and read pages, supporting multiple platforms. ([Read more](/details/confluence-mcp-server.md)) `mcp` `confluence` `project-management` `data-access`
    • mcp-server-asana - An MCP server implementation for Asana, allowing interaction with Asana's API from MCP clients such as Claude Desktop. ([Read more](/details/mcp-server-asana.md)) `asana` `project-management` `mcp` `integration`
    • mcp-jira - Enables LLMs to interact with Jira project management software via MCP, supporting issue retrieval, progress tracking, and ticket creation. ([Read more](/details/mcp-jira.md)) `mcp` `jira` `project-management` `llm`
    • gitlab-server - GitLab MCP Server offering robust integration with GitLab API, enabling interaction with repositories, issues, merge requests, and project events through natural language and SSE transports, representing a prime example of an Awesome MCP Server. ([Read more](/details/gitlab-server.md)) `mcp` `gitlab` `repository-management` `natural-language`
    • jira-mcp - A Go-based MCP connector for Jira, allowing AI assistants to interact with Atlassian Jira. Enables common Jira operations via a standardized MCP interface. Directly relevant as an MCP Server for Jira. ([Read more](/details/jira-mcp.md)) `mcp` `jira` `project-management` `ai-integration`
    • confluence-mcp - Provides a robust bridge to the Atlassian Confluence API as an MCP server, enabling search, retrieval, creation, and update of Confluence pages with full-text search and version control. ([Read more](/details/confluence-mcp.md)) `mcp` `confluence` `documentation` `project-management`
    • plane-mcp-server - An MCP server to manage projects and issues using Plane's API via MCP protocol. ([Read more](/details/plane-mcp-server.md)) `mcp` `project-management` `issues` `api-integration`
    • gitlab-mr-mcp - MCP server for seamless interaction with issues and merge requests in GitLab projects. Illustrates an MCP Server for GitLab. ([Read more](/details/gitlab-mr-mcp.md)) `mcp` `gitlab` `project-management` `issues`
    • notion-mcp - A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently. ([Read more](/details/notion-mcp.md)) `mcp` `notion` `project-management` `api-integration`
    • mcp-miro - A Miro MCP server exposing all functionalities available in the official Miro SDK via MCP protocol. ([Read more](/details/mcp-miro.md)) `mcp` `miro` `collaboration` `api-integration`
    • keep-mcp - An MCP server for Google Keep, supporting reading, creating, updating, and deleting notes through the MCP protocol. ([Read more](/details/keep-mcp.md)) `mcp` `notes` `google-workspace` `open-source`
    • confluence-cloud-mcp - An MCP server integrating with Atlassian Confluence Cloud for space management, page operations, content searching, and label handling, facilitating documentation and knowledge management workflows via the MCP protocol. ([Read more](/details/confluence-cloud-mcp.md)) `mcp` `confluence` `documentation` `project-management` `cloud`
    • JotDown - An MCP server to create and update pages in Notion and auto-generate mdBooks from structured content. ([Read more](/details/jotdown.md)) `mcp` `notion` `notes` `documentation`
    • clickup-mcp-server - A Node.js-based MCP server for ClickUp, enabling workspace, task, document, and checklist management directly from conversation interfaces. ([Read more](/details/clickup-mcp-server.md)) `clickup` `project-management` `nodejs` `mcp`
    • coda-mcp - An MCP server for accessing and interacting with Coda documents and APIs, integrating Coda functionality into AI workflows using MCP. ([Read more](/details/coda-mcp.md)) `coda` `integration` `project-management` `mcp` `open-source`
    • Hex - An MCP server allowing AI assistants to manage Hex projects via a standardized interface, enabling project viewing, running, and management. Directly relevant as an MCP server. ([Read more](/details/hex.md)) `mcp` `project-management` `ai-assistant` `workflow`
    • Harvest Server - MCP server integrating with Harvest's time tracking and project management, enabling natural language management via MCP endpoints. ([Read more](/details/harvest-server.md)) `harvest` `project-management` `time-tracking` `natural-language`
    • Atlassian MCP - An MCP server enabling AI agents to interact with Atlassian products (Confluence and Jira) for content management, issue tracking, and project management through a standardized interface. ([Read more](/details/atlassian-mcp.md)) `mcp` `atlassian` `project-management` `ai-integration`
    • Azuredevops MCP - Model Context Protocol (MCP) server offering a convenient API for interacting with Azure DevOps services, enabling management of work items, repositories, boards, and sprints. ([Read more](/details/azuredevops-mcp.md)) `azure` `devops` `project-management` `api-integration`
    • Claude Taskmaster - Claude Taskmaster is an MCP server focused on transforming high-level project goals into detailed, actionable tasks, dynamically adapting task lists and boosting team productivity through advanced task management features. ([Read more](/details/claude-taskmaster.md)) `mcp` `project-management` `ai-integration` `task-automation`
    • ClickUp MCP - An MCP server for integrating with ClickUp, enabling task creation, project management, and workflow automation for teams using AI-powered assistants. (Merged both ClickUp Server entries) ([Read more](/details/clickup-mcp.md)) `clickup` `project-management` `workflow` `ai-assistant`
    • Jira Context MCP - An MCP server to provide Jira tickets information to AI coding agents, streamlining project management in the MCP ecosystem. ([Read more](/details/jira-context-mcp.md)) `mcp` `jira` `project-management` `ai-integration`
    • notion-mcp-adapter - A community MCP adapter for Notion that extracts tasks and automates meeting note conversions to other tools via the Model Context Protocol. ([Read more](/details/notion-mcp-adapter.md)) `mcp` `notion` `project-management` `automation`
    • notion-mcp-bridge - An MCP bridge that translates natural language queries into Notion database operations, supports bidirectional sync, and includes AI-powered summaries and deadline predictions, enhancing workflow automation. `mcp` `notion` `workflow` `ai-integration` `synchronization`
    • phabricator-mcp-server - An MCP server for interacting with the Phabricator API, enabling task and project management via MCP protocol. ([Read more](/details/phabricator-mcp-server.md)) `mcp` `project-management` `api-integration` `task-automation`
    • ticktick-mcp - TickTick MCP server integrates with TickTick's API to manage personal todo projects and tasks through MCP. ([Read more](/details/ticktick-mcp.md)) `mcp` `task-management` `api-integration` `open-source`

  • Media Processing MCP Servers

    • kimtaeyoon83/mcp-server-youtube-transcript - An MCP server for fetching YouTube subtitles and transcripts for AI analysis. ([Read more](/details/kimtaeyoon83mcp-server-youtube-transcript.md)) `youtube` `transcript` `content-extraction` `ai-integration`
    • tiktok-mcp - An MCP server for interacting with TikTok videos, allowing AI models to process and retrieve TikTok content via MCP. ([Read more](/details/tiktok-mcp.md)) `tiktok` `media-processing` `ai-integration` `mcp` `open-source`
    • Blender Open MCP - A server that integrates Blender with local AI models via the Model Context Protocol (MCP), allowing users to control Blender using natural language prompts for 3D modeling tasks. This is directly relevant as an example of an MCP server. ([Read more](/details/blender-open-mcp.md)) `blender` `3d-modeling` `ai-integration` `natural-language`
    • replicate-flux-mcp - An MCP server providing image generation capabilities via Replicate's API. ([Read more](/details/replicate-flux-mcp.md)) `mcp` `image-generation` `replicate` `ai-integration`
    • mcp-server-giphy - An MCP server for searching and retrieving GIFs from Giphy using the Giphy API, enabling AI assistants to incorporate media content via MCP. ([Read more](/details/mcp-server-giphy.md)) `mcp` `media` `giphy` `api-integration`
    • Kokoro TTS MCP - An MCP Server using Kokoro TTS models to convert text to speech, supporting output to MP3 and S3. ([Read more](/details/kokoro-tts-mcp.md)) `mcp` `text-to-speech` `media-processing` `open-source`
    • mcp-image-compression - MCP server for local compression of various image formats, enabling automated image processing via MCP interface. ([Read more](/details/mcp-image-compression.md)) `mcp` `image-compression` `media-processing` `automation` `image-management`
    • speech.sh - Lets the agent speak things out loud and notify with a summary when done, using MCP server capabilities. ([Read more](/details/speechsh.md)) `mcp` `text-to-speech` `notifications` `open-source`
    • Aivis Speech MCP - MCP server that generates and plays speech audio from text input, demonstrating media and speech integration within the MCP protocol. ([Read more](/details/aivis-speech-mcp.md)) `text-to-speech` `audio` `media-processing` `open-source`
    • ElevenLabs MCP - MCP server integrating ElevenLabs' Text-to-Speech and audio processing APIs, enabling MCP clients to generate speech, clone voices, and transcribe audio. ([Read more](/details/elevenlabs-mcp.md)) `text-to-speech` `audio-processing` `ai-integration` `open-source`
    • hamflx/imagen3-mcp - A powerful MCP server for image generation using Google's Imagen 3.0 API, supporting advanced text-to-image capabilities. ([Read more](/details/hamflximagen3-mcp.md)) `image-generation` `google-imagen` `ai-integration` `media-generation`
    • Gyazo Server - A TypeScript-based MCP server enabling AI assistants to interact with Gyazo images using the Model Context Protocol (MCP), providing access to image URIs, metadata, and OCR data via the Gyazo API. Highly relevant as a specialized MCP server implementation. ([Read more](/details/gyazo-server.md)) `image-management` `gyazo` `mcp` `ai-assistant` `api-integration`
    • Highlight Youtube Mcp - An MCP server that extracts transcripts from YouTube videos, enabling automated content analysis and summarization via the Model Context Protocol. ([Read more](/details/highlight-youtube-mcp.md)) `youtube` `summarization` `content-extraction` `ai-integration`
    • SureScaleAI/openai-gpt-image-mcp - An MCP server for image generation and editing using OpenAI's GPT models. Showcases integration of advanced AI image tools as MCP servers. ([Read more](/details/surescaleaiopenai-gpt-image-mcp.md)) `image-generation` `openai` `ai-integration` `media-generation`
    • flux-schnell-mcp - Bridges Claude with Replicate's flux-schnell image generation model, enabling direct image creation from text prompts within conversations through MCP. ([Read more](/details/flux-schnell-mcp.md)) `mcp` `image-generation` `ai-integration` `replicate`
    • jyjune/mcp_vms - Model Context Protocol (MCP) server for connecting to CCTV VMS software, enabling AI-driven retrieval of video streams and control features. ([Read more](/details/jyjunemcp_vms.md)) `mcp` `video` `vms` `ai-integration`
    • flstudio-mcp - An MCP server connecting Claude to FL Studio, enabling AI-driven music composition, instrument control, and live recording, all via the Model Context Protocol. ([Read more](/details/flstudio-mcp.md)) `flstudio` `music` `ai-integration` `mcp`
    • Ableton MCP - An MCP server enabling AI assistants to interact with Ableton Live for automated music creation, track editing, and session control through natural language prompts. ([Read more](/details/ableton-mcp.md)) `ableton` `music` `automation` `ai-assistant`
    • Eyevinn OSC MCP - A media-focused open-source MCP server featuring instant SQL/NoSQL provisioning, S3-compatible media storage, and a revenue-sharing model for service creators—optimizing AI media workflows. ([Read more](/details/eyevinn-osc-mcp.md)) `open-source` `media-processing` `ai-integration` `s3-compatible`
    • Grok Mcp - A server connecting to xAI/Grok image generation API, enabling text-to-image creation and integration into creative workflows. Representative of MCP servers for generative AI tasks. ([Read more](/details/grok-mcp.md)) `image-generation` `generative-ai` `mcp` `creative` `api-integration`
    • Handwriting Ocr Server - An MCP server that integrates with Handwriting OCR services, enabling image and PDF document uploads and retrieval of OCR results via the Model Context Protocol. Relevant as an MCP server for OCR workflows. ([Read more](/details/handwriting-ocr-server.md)) `ocr` `image-processing` `document-management` `mcp` `integration`
    • PiAPI - An MCP server that allows users to generate media content with tools like Midjourney, Flux, Kling, and others directly from Claude or any MCP-compatible application. ([Read more](/details/piapi.md)) `media-generation` `image-generation` `ai-integration` `mcp` `open-source`
    • Spotify MCP - Spotify MCP is an MCP project that connects Claude and other AI assistants with Spotify, allowing them to start, search, and get specific details from Spotify via the spotipy-dev API. ([Read more](/details/spotify-mcp.md)) `mcp` `spotify` `media-processing` `ai-integration`
    • video-editor-mcp-server - An MCP interface for Video Jungle, allowing video editing functionalities via the Model Context Protocol. Enables AI-driven video editing and processing as an MCP server. ([Read more](/details/video-editor-mcp-server.md)) `video-editing` `media-processing` `ai-integration` `mcp`
    • Bilibili MCP - MCP servers for fetching Bilibili's trending videos and searching Bilibili content, with LangChain integration examples. Includes implementations by xspadex and 34892002. ([Read more](/details/bilibili-mcp.md)) `mcp` `media-processing` `bilibili` `langchain` `open-source`

  • Code Execution & Automation Mcp Servers

    • Playwright MCP Server - An MCP server that leverages Playwright for web automation and data extraction within a Model Context Protocol environment. ([Read more](/details/playwright-mcp-server.md)) `playwright` `web-automation` `testing`
    • Automata Labs Playwright MCP Server - An MCP server from Automata Labs that controls web browsers via Playwright through standardized MCP commands. ([Read more](/details/automata-labs-playwright-mcp-server.md)) `playwright` `browser` `automation`
    • mcp-text-editor - A line-oriented text file editor exposed as an MCP server, optimized for LLM tools with efficient partial file access to reduce token usage when reading and modifying files. ([Read more](/details/mcp-text-editor.md)) `file-editing` `code-execution` `development`
    • stippi/code-assistant - code-assistant is a coding agent MCP server offering basic tools for listing, reading, replacing in files, writing, executing commands, and web search. It supports multiple environments and provides general-purpose coding assistance over MCP. ([Read more](/details/stippicode-assistant.md)) `code-execution` `development` `assistant`
    • ForeverVM MCP Server - An MCP server for ForeverVM that lets AI agents run Python in an isolated code sandbox environment. ([Read more](/details/forevervm-mcp-server.md)) `python` `sandbox` `code-execution`
    • codemcp - codemcp is a minimal coding agent MCP server that exposes basic tools for reading and writing files and executing command-line operations. It is designed as a simple reference implementation of an MCP-based coding agent. ([Read more](/details/codemcp.md)) `code-execution` `reference-implementation` `automation`
    • GitHub Actions MCP Server - A Model Context Protocol server that provides programmatic access to GitHub Actions from LLM environments, enabling workflow management and automation. ([Read more](/details/github-actions-mcp-server.md)) `ci/cd` `automation` `github`
    • Terminal Control MCP - An MCP server that enables secure terminal command execution, directory navigation, and file system operations through a standardized Model Context Protocol interface. ([Read more](/details/terminal-control-mcp.md)) `command-execution` `automation` `shell`
    • BrowserMCP - An MCP server that automates a local Chrome browser, allowing LLMs to control and script browser behavior on the user’s machine. ([Read more](/details/browsermcp.md)) `browser-automation` `web-scraping` `automation`
    • container-use - container-use is an MCP-compatible server from Dagger that provides containerized environments for coding agents, allowing multiple agents to work independently in isolated, fresh containers with persistent volumes and cached images for efficient code execution workflows. ([Read more](/details/container-use.md)) `containers` `code-execution` `automation`
    • unitree-go2-mcp-server - An MCP (Model Context Protocol) server implementation for controlling or interfacing with the Unitree Go2 robot, provided as an open-source project on GitHub. It exposes robot capabilities via the MCP server protocol so MCP-compatible clients can interact with the Go2 platform programmatically. ([Read more](/details/unitree-go2-mcp-server.md)) `robotics` `automation` `iot`
    • Browserless MCP Server - An MCP Server integration for Browserless, providing MCP clients with access to headless Chrome instances in the cloud for automated browsing, scraping, and testing. ([Read more](/details/browserless-mcp-server.md)) `browser-automation` `web-scraping` `testing`
    • SSH MCP Server - An MCP server that uses SSH with password-based authentication to execute commands on remote servers, enabling agents to interact with and manage remote systems. ([Read more](/details/ssh-mcp-server.md)) `ssh` `remote-execution` `server-management`
    • TRIGGERcmd MCP Server - An MCP server for TRIGGERcmd that allows agents to securely and remotely run predefined commands on connected computers via the TRIGGERcmd cloud service. ([Read more](/details/triggercmd-mcp-server.md)) `remote-execution` `automation` `command-execution`
    • Bash MCP Server - An MCP Server that executes Bash commands within Pipedream workflows, enabling shell scripting and curl-based integrations via MCP. ([Read more](/details/bash-mcp-server.md)) `shell` `code-execution` `automation`
    • DeployHQ MCP Server - An MCP Server for DeployHQ that enables MCP clients to automate code deployments from Git, SVN, and Mercurial repositories using DeployHQ’s deployment service. ([Read more](/details/deployhq-mcp-server.md)) `deployment` `ci/cd` `automation`
    • Function MCP Server - An MCP Server that runs Python compute workloads with a simple predict function interface, enabling serverless-style Python execution via MCP. ([Read more](/details/function-mcp-server.md)) `python` `serverless` `code-execution`
    • Go MCP Server - An MCP Server that lets you run Go code and use any Go packages within Pipedream workflows, exposing Go-powered functionality through MCP. ([Read more](/details/go-mcp-server.md)) `go` `code-execution` `automation`
    • Node MCP Server - An MCP Server that provides Node.js execution within MCP workflows, allowing use of Node and most npm packages as part of MCP-based automations. ([Read more](/details/node-mcp-server.md)) `code-execution` `javascript` `automation`
    • Python MCP Server - A general-purpose Python MCP Server on Pipedream that lets you run arbitrary Python code and use any of the 350,000+ PyPI packages within MCP-powered workflows. ([Read more](/details/python-mcp-server.md)) `python` `code-execution` `automation`
    • Puppeteer MCP Server - An MCP Server exposing Puppeteer’s Chrome/Chromium automation APIs, allowing MCP clients to control browsers for scripting and scraping. ([Read more](/details/puppeteer-mcp-server.md)) `browser-automation` `scraping` `javascript`
    • auto-mobile - auto-mobile is a tool suite built around an MCP server for Android automation, supporting developer workflows and testing through MCP-accessible automation capabilities. ([Read more](/details/auto-mobile.md)) `android` `automation` `testing`
    • ROS MCP Server - An MCP server for ROS/ROS2 that supports robot control by converting natural language commands from users or agents into ROS or ROS2 control instructions, enabling robotics automation via the Model Context Protocol. ([Read more](/details/ros-mcp-server.md)) `robotics` `automation` `iot`
    • ros2-mcp - An MCP server for ROS 2 that exposes robotics capabilities and data to AI assistants, enabling AI-driven robotics applications and services through the Model Context Protocol. ([Read more](/details/ros2-mcp.md)) `robotics` `automation` `iot`
    • Browser Use MCP Server - An MCP server packaging the browser-use automation framework with SSE transport, including Dockerized Chromium and VNC support for remote browser control. ([Read more](/details/browser-use-mcp-server.md)) `browser-automation` `web-scraping` `docker`
    • AWS Lambda Tool MCP Server - An MCP server that allows AI agents to execute AWS Lambda functions as tools for secure access to private AWS resources. ([Read more](/details/aws-lambda-tool-mcp-server.md)) `aws` `lambda` `serverless`
    • BrowserAct MCP Server - Browser automation MCP server that transforms AI assistants into powerful automation engines, enabling web testing, scraping, and interaction capabilities through the Model Context Protocol. ([Read more](/details/browseract-mcp-server.md)) `Browser Automation` `Testing` `Web Scraping`
    • Awsome Kali MCP Servers - MCP servers providing a secure, sandboxed environment for executing Kali Linux security tools like nmap, objdump, and wireshark for network analysis and vulnerability scanning. ([Read more](/details/awsome-kali-mcp-servers.md)) `Security` `sandbox` `kali-linux` `code-execution` `mcp`
    • CLI Server - A secure MCP server for executing shell commands with robust security controls, enabling protected command-line operations. Directly relevant as a widely-used MCP server for secure CLI automation. `mcp` `command-execution` `Security` `Automation`

  • Data Analysis & Exploration MCP Servers

    • tinybirdco/mcp-tinybird - An MCP server for interacting with a Tinybird Workspace from any MCP client, demonstrating analytics integration via MCP servers. ([Read more](/details/tinybirdcomcp-tinybird.md)) `mcp` `tinybird` `analytics` `data-integration`
    • Hacker News MCP - An MCP server for Hacker News, providing real-time sentiment-aware comment ranking, technical jargon translation, and trend prediction APIs for monitoring discussions. ([Read more](/details/hacker-news-mcp.md)) `mcp` `hacker-news` `sentiment-analysis` `real-time`
    • Axiom - Axiom's MCP server enables AI agents to query and analyze large datasets in real-time using the Axiom Processing Language (APL). ([Read more](/details/axiom.md)) `data-analysis` `real-time` `ai-integration` `open-source`
    • haris-musa/excel-mcp-server - An Excel manipulation MCP server providing workbook creation, data operations, formatting, and advanced Excel features. ([Read more](/details/haris-musaexcel-mcp-server.md)) `mcp` `excel` `data-analysis` `reporting` `open-source`
    • mcp-datetime - An MCP server providing date and time functions in various formats, supporting time-related operations via MCP. `datetime` `time` `data-analysis` `mcp` `open-source`
    • cal-mcp - An MCP server for mathematical expression calculation, enabling AI models to perform calculations via MCP. ([Read more](/details/cal-mcp.md)) `calculation` `mathematics` `mcp` `open-source` `ai-integration`
    • Fantasy PL MCP - A Model Context Protocol server offering real-time Fantasy Premier League data and analysis tools, enabling integration with AI assistants and other MCP clients for sports analytics. ([Read more](/details/fantasy-pl-mcp.md)) `sports` `analytics` `real-time` `mcp`
    • Iceberg Mcp - Provides AI access to Apache Iceberg catalogs using MCP, allowing exploration of data lake structures. Specialized MCP server for data engineering and analytics. ([Read more](/details/iceberg-mcp.md)) `apache-iceberg` `data-lake` `analytics` `mcp` `exploration`
    • HF Trending MCP - An MCP server designed to track trending AI models, datasets, and spaces on Hugging Face. It exemplifies a practical implementation of the Model Context Protocol (MCP) server architecture. ([Read more](/details/hf-trending-mcp.md)) `mcp` `huggingface` `ai-integration` `data-exploration`
    • zaturn - An MCP server that links multiple data sources (SQL, CSV, Parquet, etc.) and utilizes AI to analyze and visualize data. ([Read more](/details/zaturn.md)) `data-integration` `data-analysis` `ai-integration` `open-source`
    • Cbetamcp - An MCP server for accessing Chinese Buddhist Electronic Text Association (CBETA) resources with catalog browsing, search, and content analysis. Demonstrates the versatility of MCP servers for specialized text retrieval and analysis tasks. ([Read more](/details/cbetamcp.md)) `cbeta` `text-analysis` `catalog` `search`
    • Deepwebresearch - A Model Context Protocol (MCP) server that enables Claude to perform advanced web research with intelligent search queuing, enhanced content extraction, and deep research capabilities. (Merged both Deepwebresearch entries) ([Read more](/details/deepwebresearch.md)) `web-search` `research` `content-extraction` `ai-integration`
    • mcp-dataexploration - An MCP server for autonomous data exploration on CSV-based datasets, providing intelligent insights with minimal effort. ([Read more](/details/mcp-dataexploration.md)) `mcp` `data-exploration` `csv` `ai-insights`

  • Document Management Mcp Servers

    • mcp-pandoc - An MCP server providing seamless document format conversion through Pandoc, supporting Markdown, HTML, PDF, DOCX, CSV and more formats as MCP tools for LLM-powered agents. ([Read more](/details/mcp-pandoc.md)) `document-conversion` `pandoc` `markdown`
    • mcp-gdrive - A Model Context Protocol server for accessing Google Drive files and editing Google Sheets, enabling LLMs to read and manipulate cloud documents via MCP. ([Read more](/details/mcp-gdrive.md)) `google-drive` `google-sheets` `cloud-storage`
    • OneNote MCP Server - An MCP server by Rajesh Vijay that connects to Microsoft OneNote via the Microsoft Graph API, allowing reading and creating notebooks, sections, and pages from within model contexts. ([Read more](/details/onenote-mcp-server.md)) `onenote` `notes` `microsoft-365`
    • obsidian-mcp - An MCP server for Obsidian.md that provides tools for searching, reading, writing, and organizing notes within an Obsidian vault via MCP. ([Read more](/details/obsidian-mcp.md)) `notes` `knowledge-base` `document-management`
    • gistpad-mcp - gistpad-mcp is an MCP server that uses GitHub Gists as a personal knowledge base, allowing LLMs to manage and access notes, reusable prompts, and daily logs via the Model Context Protocol. ([Read more](/details/gistpad-mcp.md)) `knowledge-base` `notes` `github`
    • Documenterra MCP Server - An MCP Server integration for Documenterra, a system for creating corporate knowledge bases and company documentation sites, enabling AI agents to interact with and manage documentation via the Model Context Protocol. ([Read more](/details/documenterra-mcp-server.md)) `documentation` `knowledge-base` `content-management`
    • DocuMerge MCP Server - An MCP Server for DocuMerge providing automated document generation capabilities within MCP flows, such as templated document creation and merging. ([Read more](/details/documerge-mcp-server.md)) `document-generation` `templates` `automation`
    • Slite MCP Server - An MCP Server for Slite, providing MCP-based access to company knowledge base content for retrieval, documentation management, and collaboration workflows. ([Read more](/details/slite-mcp-server.md)) `knowledge-base` `documentation` `collaboration`
    • Superdocu MCP Server - Superdocu MCP Server is an MCP integration for Superdocu’s document collection platform, allowing AI agents to orchestrate and track document requests from clients, employees, or partners. ([Read more](/details/superdocu-mcp-server.md)) `document-management` `workflow-automation`
    • Nutrient Document Web Services API MCP Server - An MCP Server for Nutrient Document Web Services that exposes its PDF and document processing APIs (25+ PDF tools) via the Model Context Protocol for AI-driven document workflows. ([Read more](/details/nutrient-document-web-services-api-mcp-server.md)) `pdf` `document-processing` `api-integration`
    • Readwise MCP Server - An MCP Server that integrates with Readwise, enabling MCP agents to access, search, and work with ebook and article highlights stored in Readwise. ([Read more](/details/readwise-mcp-server.md)) `knowledge-management` `notes`
    • Adobe PDF Services MCP Server - An MCP server integration for Adobe PDF Services that enables creating, converting, transforming, and performing OCR on PDFs and more through an MCP-compatible interface. ([Read more](/details/adobe-pdf-services-mcp-server.md)) `pdf` `document-conversion` `ocr`
    • Crove MCP Server - An MCP server for Crove.app, enabling automation of repetitive business documents using intelligent templates, variables, and logical conditions via MCP. ([Read more](/details/crove-mcp-server.md)) `document-automation` `templates` `workflow`
    • Docnify MCP Server - An MCP server for Docnify that provides document signing capabilities to MCP-compatible agents and applications. ([Read more](/details/docnify-mcp-server.md)) `e-signature` `contracts` `document-workflows`
    • DocuGenerate MCP Server - An MCP server for DocuGenerate that allows automated generation of PDF documents such as invoices, letters, contracts, and certificates through MCP. ([Read more](/details/docugenerate-mcp-server.md)) `pdf` `document-generation` `automation`
    • Documenso MCP Server - An MCP server for Documenso, integrating its open-source document signing and trust infrastructure with MCP-based tools. ([Read more](/details/documenso-mcp-server.md)) `document-management` `e-signature` `workflow-automation`
    • Docupilot MCP Server - An MCP server for Docupilot that exposes document automation capabilities—such as template-driven document generation and workflows—to AI clients through the MCP protocol. ([Read more](/details/docupilot-mcp-server.md)) `document-automation` `templates` `workflow-automation`
    • Evernote MCP Server - An MCP server integration with Evernote, enabling AI agents to create, search, and organize notes and notebooks within Evernote via the MCP protocol. ([Read more](/details/evernote-mcp-server.md)) `notes` `document-management` `productivity`
    • Eversign MCP Server - An MCP server for Eversign that offers legally binding online signature operations—such as sending and tracking documents for signing—through MCP-compatible tools. ([Read more](/details/eversign-mcp-server.md)) `contract-management` `e-signature` `workflow`
    • Fileforge MCP Server - An MCP server integration with Fileforge’s API-first document platform, enabling generation, transformation, and management of documents via MCP tooling. ([Read more](/details/fileforge-mcp-server.md)) `document-generation` `api-first` `document-processing`
    • Formstack Documents MCP Server - An MCP server for Formstack Documents that automates document generation from structured data, allowing MCP-compatible agents to produce and distribute formatted documents programmatically. ([Read more](/details/formstack-documents-mcp-server.md)) `document-generation` `workflow-automation` `documents`
    • Google Docs MCP Server - An MCP server for Google Docs that enables creation, editing, and collaboration on online documents through MCP-aware tools and AI agents. ([Read more](/details/google-docs-mcp-server.md)) `document-management` `collaboration` `google-workspace`
    • Joplin MCP Server - An MCP Server that connects to Joplin, the open-source note-taking app, so AI agents can create and manage notes, notebooks, and other Joplin data. ([Read more](/details/joplin-mcp-server.md)) `notes` `productivity` `open-source`
    • ONLYOFFICE DocSpace MCP Server - An MCP Server for ONLYOFFICE DocSpace that lets AI tools work with customizable collaboration rooms and documents in the ONLYOFFICE ecosystem. ([Read more](/details/onlyoffice-docspace-mcp-server.md)) `collaboration` `documents` `onlyoffice`
    • Outline MCP Server - An MCP Server integration with Outline, a team knowledge base and wiki, giving AI agents structured access to organizational documentation. ([Read more](/details/outline-mcp-server.md)) `knowledge-base` `documentation`
    • PandaDoc MCP Server - An MCP Server for PandaDoc that enables AI-driven creation, approval, tracking, and e-signing of documents through the PandaDoc platform. ([Read more](/details/pandadoc-mcp-server.md)) `document-management` `e-signature` `workflow-automation`
    • PDF-app.net MCP Server - An MCP Server connecting to PDF-app.net for AI-powered creation, modification, and management of PDF documents. ([Read more](/details/pdf-appnet-mcp-server.md)) `pdf` `document-generation` `document-processing`
    • pdfFiller MCP Server - An MCP Server providing AI access to pdfFiller’s online PDF editing and document workflow tools. ([Read more](/details/pdffiller-mcp-server.md)) `pdf` `document-workflows`
    • PDFMonkey MCP Server - An MCP Server for PDFMonkey that lets AI agents generate and manage PDFs via the PDFMonkey document generation API. ([Read more](/details/pdfmonkey-mcp-server.md)) `pdf` `document-generation` `api-integration`
    • signNow MCP Server - An MCP server for signNow that provides eSignature and workflow automation capabilities within MCP ecosystems, supporting document signing, contract negotiation, and payment-enabled forms. ([Read more](/details/signnow-mcp-server.md)) `e-signature` `contracts` `workflow-automation`
    • Spondyr MCP Server - An MCP server for Spondyr that exposes its correspondence template management and distribution API to MCP environments, enabling automated document and communication workflows. ([Read more](/details/spondyr-mcp-server.md)) `templates` `document-automation` `communications`
    • Truss MCP Server - An MCP Server integration for Truss, allowing MCP-based workflows to manage secure client document requests and organization for accounting professionals. ([Read more](/details/truss-mcp-server.md)) `document-management` `accounting` `compliance`
    • WaiverForever MCP Server - An MCP Server integration for WaiverForever, allowing MCP-based agents to work with digital waivers and kiosk-based signature workflows. ([Read more](/details/waiverforever-mcp-server.md)) `e-signature` `document-management` `workflow`
    • Zoho Sign MCP Server - An MCP Server integration for Zoho Sign, exposing digital signature and paperless signing workflows to MCP-compatible agents and tools. ([Read more](/details/zoho-sign-mcp-server.md)) `e-signature` `document-management` `workflow-automation`
    • Concord MCP Server - An MCP Server for Concord contract lifecycle management, enabling MCP-compatible automation around drafting, approvals, e-signature, and contract storage operations. ([Read more](/details/concord-mcp-server.md)) `contracts` `clm` `e-signature`
    • Encodian MCP Server - An MCP Server for Encodian services, allowing MCP-based workflows to leverage Encodian’s document and content processing capabilities within Microsoft ecosystems. ([Read more](/details/encodian-mcp-server.md)) `document-processing` `document-management` `microsoft-365`
    • Edusign MCP Server - Edusign MCP Server is an MCP integration for Edusign, enabling AI agents to automate document signatures, attendance records, and related training-organization workflows via the Model Context Protocol. ([Read more](/details/edusign-mcp-server.md)) `e-signature` `education` `attendance`
    • Roam Research MCP Server - Roam Research MCP Server is an MCP server that exposes Roam Research’s networked note-taking capabilities to AI agents, enabling querying and managing Roam graphs through the Model Context Protocol. ([Read more](/details/roam-research-mcp-server.md)) `notes` `knowledge-base` `productivity`
    • Adobe Document Generation API MCP Server - MCP Server that connects to Adobe’s Document Generation API, allowing automated creation of invoices, contracts, proposals, and other business documents through MCP-compatible clients. ([Read more](/details/adobe-document-generation-api-mcp-server.md)) `document-generation` `automation` `pdf`
    • BunnyDoc MCP Server - An MCP Server integration for BunnyDoc, enabling MCP-based access to its legally binding electronic signature and document workflows. ([Read more](/details/bunnydoc-mcp-server.md)) `e-signature` `document-workflows`
    • CloudFill MCP Server - An MCP Server for CloudFill, allowing MCP clients to generate customized PDFs from templates for customers and leads via simple integrations and APIs. ([Read more](/details/cloudfill-mcp-server.md)) `pdf` `templates` `document-generation`
    • Cloudlayer MCP Server - An MCP Server that interfaces with Cloudlayer’s content generation API, enabling automated document and content generation via MCP-compatible tools. ([Read more](/details/cloudlayer-mcp-server.md)) `document-generation` `document-automation` `api-integration`
    • DocsGenFlow MCP Server - DocsGenFlow MCP Server exposes DocsGenFlow’s document generation and automation capabilities through MCP, supporting templated and dynamic document workflows. ([Read more](/details/docsgenflow-mcp-server.md)) `document-generation` `document-automation` `workflows`
    • Documint MCP Server - Documint MCP Server integrates Documint’s PDF generation service with MCP, enabling automated creation of customized, production-ready PDFs from structured data. ([Read more](/details/documint-mcp-server.md)) `document-automation` `pdf` `document-generation`
    • Draftable MCP Server - Draftable MCP Server exposes Draftable’s document comparison capabilities via MCP so tools can automatically compare versions and highlight differences in documents. ([Read more](/details/draftable-mcp-server.md)) `comparison` `document-processing` `diff`
    • Heyzine MCP Server - MCP Server for Heyzine, providing programmatic access to its flipbook creation and management features for catalogs, magazines, and ebooks. ([Read more](/details/heyzine-mcp-server.md)) `document-management` `publishing`
    • Instapaper MCP Server - MCP Server for Instapaper, allowing MCP-based agents to save, organize, and retrieve web pages and articles for later reading. ([Read more](/details/instapaper-mcp-server.md)) `articles` `bookmark-management` `reading-list`
    • PDF-API.io MCP Server - An MCP Server for PDF-API.io that allows dynamic PDF generation and manipulation functionality to be accessed programmatically within MCP-powered workflows. ([Read more](/details/pdf-apiio-mcp-server.md)) `pdf` `document-generation` `api`
    • Reflect MCP Server - An MCP Server that integrates with Reflect, enabling AI-driven access to notes and knowledge stored in the Reflect note-taking app. ([Read more](/details/reflect-mcp-server.md)) `notes` `knowledge-base` `productivity`
    • Supernotes MCP Server - An MCP Server for Supernotes, exposing Supernotes’ note-taking and knowledge management features to MCP-based AI tools. ([Read more](/details/supernotes-mcp-server.md)) `notes` `knowledge-management` `productivity`
    • WebMerge MCP Server - An MCP Server for WebMerge (now Formstack Documents), providing programmatic access to automated document generation and paperwork workflows via the MCP protocol. ([Read more](/details/webmerge-mcp-server.md)) `document-generation` `document-automation` `pdf`
    • Zoho Notebook MCP Server - An MCP Server that integrates with Zoho Notebook so agents can create, organize, and sync notes across devices using the MCP protocol. ([Read more](/details/zoho-notebook-mcp-server.md)) `notes` `document-management`
    • WaiverFile MCP Server - An MCP Server for WaiverFile, enabling MCP agents to create, manage, and process digital waiver forms and signatures. ([Read more](/details/waiverfile-mcp-server.md)) `e-signature` `forms` `compliance`
    • Api2pdf MCP Server - An MCP Server for Api2pdf that allows MCP agents to generate PDFs from various sources through the Api2pdf API, streamlining document creation workflows. ([Read more](/details/api2pdf-mcp-server.md)) `pdf` `document-generation` `api-integration`
    • Carbone MCP Server - An MCP Server for Carbone that lets MCP-compatible tools generate reports by transforming JSON into formats such as PDF, DOCX, XLSX, PPTX, and more. ([Read more](/details/carbone-mcp-server.md)) `reporting` `document-generation` `templates`
    • CraftMyPDF MCP Server - An MCP Server that connects to CraftMyPDF, enabling automated PDF document generation from reusable templates via MCP-driven workflows and tools. ([Read more](/details/craftmypdf-mcp-server.md)) `pdf` `document-generation` `templates`
    • Docmosis MCP Server - An MCP Server integration for Docmosis, providing template-based generation of custom PDF and Word documents as part of MCP-driven document workflows. ([Read more](/details/docmosis-mcp-server.md)) `document-generation` `pdf` `templates`
    • DocRaptor MCP Server - An MCP Server for DocRaptor that exposes its HTML-to-PDF conversion capabilities as MCP actions, enabling easy PDF generation from HTML content in MCP-compatible tools. ([Read more](/details/docraptor-mcp-server.md)) `html` `pdf` `document-conversion`
    • HTML 2 PDF MCP Server - An MCP Server that converts HTML content to PDF documents, enabling automated HTML-to-PDF generation in Pipedream workflows. ([Read more](/details/html-2-pdf-mcp-server.md)) `document-conversion` `pdf` `html`
    • PDF Toolkit MCP Server - An MCP Server for the PDF Toolkit by CustomJS, allowing MCP tools to apply custom JavaScript logic for PDF and related document processing within their workflows. ([Read more](/details/pdf-toolkit-mcp-server.md)) `pdf` `document-processing` `javascript`
    • SelectPdf MCP Server - A Pipedream MCP Server integration for SelectPdf, enabling HTML-to-PDF conversion via a REST API exposed through MCP. ([Read more](/details/selectpdf-mcp-server.md)) `pdf` `html` `document-conversion`
    • iLovePDF MCP Server - An MCP Server that connects to iLovePDF, allowing AI agents to merge, split, compress, and convert PDF and Office documents via MCP. ([Read more](/details/ilovepdf-mcp-server.md)) `pdf` `document-conversion` `file-processing`
    • Microsoft OneNote MCP Server - An MCP Server for Microsoft OneNote, enabling MCP-based interaction with cross-functional notebooks for capturing and organizing notes. ([Read more](/details/microsoft-onenote-mcp-server.md)) `notes` `document-management` `productivity`
    • Pdfless MCP Server - An MCP server for Pdfless that enables PDF generation via HTML templating through MCP-compatible tools and agents. ([Read more](/details/pdfless-mcp-server.md)) `pdf` `document-generation` `templates`
    • Egnyte MCP Server - The Egnyte MCP server at https://mcp-server.egnyte.com/sse exposes Egnyte’s document management and file services to MCP clients using OAuth2.1 authentication. ([Read more](/details/egnyte-mcp-server.md)) `document-management` `file-storage` `cloud-storage`

  • Data Visualization

    • mcp-vegalite-server - An MCP server to generate visualizations from fetched data using the VegaLite format and renderer. ([Read more](/details/mcp-vegalite-server.md)) `data-visualization` `vegalite` `charts` `mcp`
    • mindmap-mcp-server - A Model Context Protocol (MCP) server that generates beautiful interactive mind maps from structured content, enabling visualization and exploration via AI agents. ([Read more](/details/mindmap-mcp-server.md)) `visualization` `interactive` `ai-assistant`
    • QuickChart MCP Server - A Model Context Protocol server for generating charts using the QuickChart.io API, allowing agents to create chart images programmatically. ([Read more](/details/quickchart-mcp-server.md)) `charts` `image-generation` `api`
    • mcp-server-chart - A Model Context Protocol server for generating visual charts using AntV, providing data visualization capabilities through MCP servers. ([Read more](/details/mcp-server-chart.md)) `mcp` `data-visualization` `charts` `antv`
    • Markmap MCP Server - An MCP server that converts Markdown into interactive markmap-based mind maps, with support for multiple export formats. Useful as an MCP tool for visualizing and exploring Markdown content via mind maps within MCP-compatible clients. ([Read more](/details/markmap-mcp-server.md)) `markdown` `interactive` `visualization`
    • mcp-mermaid - An MCP server for dynamically generating Mermaid diagrams and charts with AI. It lets MCP-compatible clients produce sequence diagrams, flowcharts, and other Mermaid visualizations on demand. ([Read more](/details/mcp-mermaid.md)) `mermaid` `charts` `diagramming`
    • QGIS - MCP server integration connecting QGIS Desktop to Claude AI, enabling prompt-assisted project creation, layer loading, and code execution. ([Read more](/details/qgis.md)) `qgis` `data-visualization` `gis` `mcp` `open-source`
    • SQLite BI MCP - A business intelligence MCP server converting natural language to SQL, auto-generating KPI dashboards, and featuring anomaly detection for proactive analytics. ([Read more](/details/sqlite-bi-mcp.md)) `mcp` `sqlite` `analytics` `natural-language`
    • Columns Ai MCP Server - MCP server for Columns Ai, a simple platform for building data stories and visual narratives. ([Read more](/details/columns-ai-mcp-server.md)) `data-visualization` `storytelling` `analytics`
    • Felt MCP Server - Felt MCP Server connects to Felt’s cloud-native GIS platform, enabling mapping and geospatial workflows via MCP. ([Read more](/details/felt-mcp-server.md)) `gis` `maps` `location-intelligence`
    • Cyfe MCP Server - An MCP Server for Cyfe, allowing MCP-based tools to interact with Cyfe’s all-in-one business dashboard and data visualization platform. ([Read more](/details/cyfe-mcp-server.md)) `dashboard` `bi` `analytics`
    • Domo MCP Server - An MCP Server integration for Domo, allowing MCP tools to interact with Domo’s AI and data products platform for analytics and reporting. ([Read more](/details/domo-mcp-server.md)) `analytics` `bi` `reporting`
    • Geckoboard MCP Server - An MCP Server for Geckoboard, enabling MCP clients to interact with dashboard metrics, KPIs, and visualizations programmatically. ([Read more](/details/geckoboard-mcp-server.md)) `dashboards` `kpi` `reporting`
    • Klipfolio MCP Server - An MCP Server for Klipfolio, enabling data-driven dashboards and reporting capabilities through MCP-based access. ([Read more](/details/klipfolio-mcp-server.md)) `dashboards` `reporting` `analytics`
    • Microsoft Power BI MCP Server - An MCP Server integration for Microsoft Power BI, enabling visualization and analytics of data and embedding of Power BI visuals into MCP-enabled applications and workflows. ([Read more](/details/microsoft-power-bi-mcp-server.md)) `data-visualization` `analytics` `bi`
    • Plecto MCP Server - An MCP Server integration for Plecto’s business performance dashboards, letting MCP tools access real-time KPIs and performance data programmatically. ([Read more](/details/plecto-mcp-server.md)) `dashboards` `kpi` `real-time`
    • Tableau MCP Server - An MCP Server integration with Tableau, exposing visual analytics and data exploration capabilities to MCP-based applications. ([Read more](/details/tableau-mcp-server.md)) `bi` `analytics` `dashboards`
    • Graphy MCP Server - An MCP Server integration for Graphy, a collaborative data visualization platform focused on fast, beautiful dashboards and charts. ([Read more](/details/graphy-mcp-server.md)) `dashboards` `charts` `collaboration`
    • mcp-echarts - An MCP server that uses Apache ECharts to generate interactive visual charts via AI. It enables MCP clients to request ECharts-based visualizations dynamically from within LLM workflows. ([Read more](/details/mcp-echarts.md)) `charts` `data-visualization` `echarts`
    • mindpilot-mcp - An MCP server that visualizes code, architecture, and other concepts as Mermaid diagrams in a locally hosted web app, driven by natural language requests to AI agents. ([Read more](/details/mindpilot-mcp.md)) `mermaid` `diagrams` `documentation`
    • Tableau MCP Server - Official Tableau MCP server helping AI agents see and understand data, enabling natural language queries of Tableau environments and data sources for AI-powered analytics. ([Read more](/details/tableau-mcp-server.md)) `Data Visualization` `Analytics` `Bi`

  • Business & Commerce MCP Servers

    • sergehuber/inoyu-mcp-unomi-server - An MCP server for accessing and updating profiles on Apache Unomi CDP, showing customer data platform capabilities with MCP servers. ([Read more](/details/sergehuberinoyu-mcp-unomi-server.md)) `mcp` `cdp` `unomi` `customer-data`
    • contentful-mcp - An MCP server to update, create, and delete content, content-models, and assets in a Contentful Space. ([Read more](/details/contentful-mcp.md)) `mcp` `cms` `content-management` `api-integration`
    • mcp-server-iaptic - An MCP server for connecting to iaptic, enabling queries about customer purchases, transactions, and app revenue—demonstrating CDP integration with MCP servers. ([Read more](/details/mcp-server-iaptic.md)) `mcp` `cdp` `business` `integration`
    • Airbnb MCP Server - MCP Server for searching Airbnb and retrieving listing details, enabling programmatic access via the MCP protocol. Directly relevant as an MCP Server for travel services. ([Read more](/details/airbnb-mcp-server.md)) `travel` `airbnb` `api-integration` `open-source`
    • attio-mcp-server - An MCP server that allows AI clients to manage records and notes in Attio CRM via Model Context Protocol. ([Read more](/details/attio-mcp-server.md)) `crm` `attio` `ai-integration` `open-source`
    • Custom MCP Servers - Processes and categorizes financial transaction data within an MCP server, outputting organized CSV files for personal finance management—an example of a task-specific MCP server implementation. ([Read more](/details/custom-mcp-servers.md)) `finance` `csv` `personal-finance` `mcp`
    • mcp-server-esignatures - An MCP server for contract and template management, enabling drafting, reviewing, and sending binding contracts via the eSignatures API. ([Read more](/details/mcp-server-esignatures.md)) `mcp` `document-management` `contract-management` `api-integration`
    • octagon-mcp-server - Octagon AI's MCP server integrates private and public market data for AI agents, facilitating data-driven applications through Model Context Protocol. ([Read more](/details/octagon-mcp-server.md)) `market-data` `ai-integration` `mcp` `finance`
    • mcp (Chargebee) - Chargebee's MCP server connects AI agents to the Chargebee platform, allowing operations and data access via Model Context Protocol. ([Read more](/details/mcp-chargebee.md)) `chargebee` `billing` `ai-integration` `mcp`
    • effytech/freshdesk-mcp - An MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations. ([Read more](/details/effytechfreshdesk-mcp.md)) `mcp` `customer-support` `api-integration` `open-source`
    • Wuye-AI/mcp-server-wuye-ai - An MCP server integrating with the CRIC Wuye AI platform for property management industry intelligence. ([Read more](/details/wuye-aimcp-server-wuye-ai.md)) `property-management` `industry-intelligence` `ai-integration` `open-source`
    • dealx/mcp-server - MCP Server for the DealX platform, enabling integration and data retrieval in accordance with the MCP protocol. ([Read more](/details/dealxmcp-server.md)) `integration` `business` `platform` `open-source`
    • Chargebee - MCP server connecting AI agents to the Chargebee billing platform, enabling automation and query of payment workflows. ([Read more](/details/chargebee.md)) `chargebee` `billing` `automation` `mcp` `open-source`
    • Amadeus MCP - MCP server integrating with the Amadeus API to provide flight search capabilities, itinerary creation, and access to flight offer data. ([Read more](/details/amadeus-mcp.md)) `travel` `api-integration` `flight-search` `open-source`
    • Hubspot Mcp - Provides comprehensive interaction with HubSpot CRM data through standardized MCP interfaces, enabling advanced search, analytics, and reporting via API integrations. ([Read more](/details/hubspot-mcp.md)) `hubspot` `crm` `analytics` `api-integration`
    • dev-mcp - Integrates with Shopify Dev APIs and tools through the Model Context Protocol to interact with various Shopify development workflows. Directly relevant as an MCP server integration. ([Read more](/details/dev-mcp.md)) `mcp` `shopify` `e-commerce` `integration`
    • Findmine Mcp - An MCP server integrating FindMine's product styling and outfit recommendation capabilities with Claude and other MCP-compatible applications, supporting advanced product and style queries. ([Read more](/details/findmine-mcp.md)) `business` `product-recommendation` `ai-integration` `mcp`
    • DoorDash-MCP-Server - An unofficial MCP server implementation for DoorDash Delivery integration, enabling automated delivery workflows via the Model Context Protocol. ([Read more](/details/doordash-mcp-server.md)) `doordash` `delivery` `workflow` `mcp`
    • Cwm Api Gateway Mcp - An MCP server bridging Claude with the ConnectWise Manage API, providing natural language search and memory features for efficient IT service management—demonstrating MCP server integration for business workflows. ([Read more](/details/cwm-api-gateway-mcp.md)) `mcp` `api-integration` `business` `memory`
    • Agentforce Xlengelle - MCP server providing tools to interact with the Salesforce Agentforce API, enabling authentication, session creation, and agent messaging. ([Read more](/details/agentforce-xlengelle.md)) `salesforce` `crm` `enterprise` `api-integration`
    • Ai Customer Support Bot MCP Server - A Model Context Protocol (MCP) server for AI-powered customer support, integrating with Cursor AI and Glama.ai, showcasing MCP server applications in customer service. ([Read more](/details/ai-customer-support-bot-mcp-server.md)) `ai-integration` `customer-support` `mcp` `open-source`
    • Allabolag MCP - MCP server that bridges to the Swedish company registry database, allowing users to search for companies and retrieve detailed business information. ([Read more](/details/allabolag-mcp.md)) `company-registry` `business` `data-access` `integration`
    • App Store Connect Server - An MCP server designed for interacting with the App Store Connect API, providing tools for managing apps, beta testers, bundle IDs, devices, and users. Directly relevant as a Model Context Protocol (MCP) server solution. ([Read more](/details/app-store-connect-server.md)) `mcp` `apple` `api-integration` `app-management` `open-source`
    • autumn-server - An unofficial MCP server that provides an interface to Autumn's pricing API for managing customers, entitlements, invoices, and generating billing portal links. ([Read more](/details/autumn-server.md)) `mcp` `billing` `api-integration` `automation`
    • Biggo MCP Server - A Model Context Protocol (MCP) server enabling product searches across e-commerce platforms, price history tracking, and product specification-based searches using natural language prompts. Directly relevant as an MCP server implementation. ([Read more](/details/biggo-mcp-server.md)) `e-commerce` `search` `mcp` `open-source`
    • Bitrefill Server - MCP server wrapping Bitrefill's public API, allowing agents to search for products and shop using cryptocurrencies through the Model Context Protocol. ([Read more](/details/bitrefill-server.md)) `e-commerce` `crypto` `api-integration` `open-source`
    • Cline Marketplace - An MCP server marketplace with VS Code integration, supporting one-click installations, Blender 3D visualization, and real-time collaboration for streamlined development. ([Read more](/details/cline-marketplace.md)) `marketplace` `vscode` `real-time` `3d-modeling`
    • Fmp MCP Server - An MCP server providing comprehensive financial data from Financial Modeling Prep API, supporting company profiles, metrics, filings, and more via MCP endpoints. ([Read more](/details/fmp-mcp-server.md)) `finance` `market-data` `api-integration` `mcp`
    • stripe-mcp-server - Stripe's MCP server integrates payment and customer data with CRMs, accounting, and analytics platforms, enabling automated routing of payments, subscription logic, and revenue alerts. ([Read more](/details/stripe-mcp-server.md)) `mcp` `stripe` `payments` `automation`
    • Salesforce MCP - Salesforce’s MCP connector enables direct integration of CRM data (accounts, leads, conversations) into MCP workflows, supporting AI-driven use cases in marketing, sales, and service automation. It is enterprise-ready and integrates with Service Cloud AI. ([Read more](/details/salesforce-mcp.md)) `mcp` `salesforce` `crm` `enterprise`
    • Salesforce MCP Server - Connects Salesforce CRM data to marketing tools, support platforms, and internal databases, enabling real-time CRM syncing and sales automation. ([Read more](/details/salesforce-mcp-server.md)) `salesforce` `crm` `real-time` `automation`
    • wrike-mcp-server - A lightweight MCP server implementation for interacting with Wrike tasks via the public API. ([Read more](/details/wrike-mcp-server.md)) `project-management` `wrike` `api-integration` `open-source`

  • Repository & Code Analysis MCP Servers

    • mcp-git-ingest - MCP Server for reading and analyzing GitHub repositories with LLMs. Directly relevant as an MCP Server for version control data. ([Read more](/details/mcp-git-ingest.md)) `mcp` `git` `repository` `code-analysis` `ai-integration`
    • Gitingest MCP - An MCP server that extracts and provides detailed GitHub repository information including summaries, directory structures, and file contents for code analysis and reference. ([Read more](/details/gitingest-mcp.md)) `mcp` `github` `repository` `code-analysis` `open-source`
    • Code2prompt - Transforms complex codebases into structured summaries optimized for language models through an MCP server, facilitating better code understanding and analysis workflows. Directly relevant as an MCP server. ([Read more](/details/code2prompt.md)) `mcp` `code-analysis` `summarization` `language-models`
    • lucidity-mcp - An MCP server enhancing AI-generated code quality through intelligent prompt-based analysis across multiple software quality dimensions. ([Read more](/details/lucidity-mcp.md)) `mcp` `code-analysis` `quality-assurance` `ai-integration`
    • semgrep/mcp - MCP server integrating Semgrep to allow AI agents to scan codebases for security vulnerabilities through the Model Context Protocol. ([Read more](/details/semgrepmcp.md)) `mcp` `semgrep` `code-analysis` `security`
    • gitlab-mcp - An MCP server providing a standardized bridge to the GitLab API for project listing, merge request management, file retrieval, and pipeline analysis, tailored for MCP Server use cases. ([Read more](/details/gitlab-mcp.md)) `mcp` `gitlab` `repository-management` `ci/cd`
    • Git MCP - A free, open-source MCP server that transforms GitHub projects into MCP endpoints, enabling AI assistants to access and understand project documentation without any setup. Highly relevant as a leading MCP server for GitHub integration. ([Read more](/details/git-mcp.md)) `mcp` `git` `github` `documentation` `open-source`
    • gitea-mcp - MCP Server for interacting with Gitea instances, supporting repository, issue, and pull request management. ([Read more](/details/gitea-mcp.md)) `mcp` `repository-management` `git` `open-source`
    • Githubmcp - An MCP server integrating with GitHub's API to enable repository management, issue tracking, pull request handling, and code manipulation using natural language commands. ([Read more](/details/githubmcp.md)) `github` `repository-management` `mcp` `natural-language` `integration`
    • Git Forensics MCP - A specialized MCP server for in-depth analysis of git repositories, offering tools for branch overview, time period analysis, file changes, and merge recommendations. Directly relevant as an advanced MCP server for git repository analytics. ([Read more](/details/git-forensics-mcp.md)) `mcp` `git` `code-analysis` `repository` `open-source`
    • Highlight Github Mcp - An MCP server that extracts GitHub Pull Request diffs, providing tools for AI-driven code review and repository analysis using the Model Context Protocol. ([Read more](/details/highlight-github-mcp.md)) `github` `code-review` `repository` `ai-integration`
    • GitHub MCP Server - This MCP server for GitHub enables real-time repository sync with project management tools, auto-assigns reviewers, generates changelogs, and triggers CI/CD pipelines for development automation. ([Read more](/details/github-mcp-server.md)) `mcp` `github` `repository-management` `ci/cd`
    • codelogic-mcp-server - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools. ([Read more](/details/codelogic-mcp-server.md)) `mcp` `code-analysis` `analytics` `integration`
    • Codechecker - A code review tool for Cursor IDE that uses OpenAI's GPT models to provide intelligent code analysis and suggestions via an MCP server interface. An MCP server example for code analysis. ([Read more](/details/codechecker.md)) `mcp` `code-review` `openai` `code-analysis`
    • Code Index MCP - A Model Context Protocol (MCP) server that helps large language models index, search, and analyze code repositories with minimal setup. Demonstrates MCP server use for codebase analysis. ([Read more](/details/code-index-mcp.md)) `mcp` `code-analysis` `repository` `search`
    • Codebase Context Dumper - A Model Context Protocol (MCP) server designed for dumping codebase context into LLMs, making it easier for AI models to access relevant project information. Exemplifies MCP server usage. ([Read more](/details/codebase-context-dumper.md)) `mcp` `codebase` `context-management` `llm-integration`
    • Compiler Explorer Mcp - A Model Context Protocol server that connects LLMs to the Compiler Explorer API, enabling compilation and exploration of code across different compilers and languages. This is an MCP server providing LLMs with code analysis and compiler features. ([Read more](/details/compiler-explorer-mcp.md)) `mcp` `compiler` `code-analysis` `llm-integration`
    • Codeql - Bridges to the CodeQL static analysis engine through an MCP server, allowing for identification of security vulnerabilities and quality issues via structured queries. A prominent MCP server for code analysis. ([Read more](/details/codeql.md)) `mcp` `code-analysis` `security` `quality-assurance`
    • Code2flow Server - A server wrapping the code2flow tool as an MCP service, enabling AI applications to generate and access code call graphs using a standardized protocol. Directly demonstrates MCP server integration. ([Read more](/details/code2flow-server.md)) `mcp` `code-analysis` `visualization` `ai-integration`
    • codebase-mcp - An MCP server that integrates with RepoMix to enable codebase retrieval and analysis, supporting tasks such as code review and documentation generation. ([Read more](/details/codebase-mcp.md)) `mcp` `codebase` `code-analysis` `documentation` `integration`
    • DeepView MCP - MCP server enabling IDEs to analyze large codebases using Gemini's extended context window. ([Read more](/details/deepview-mcp.md)) `code-analysis` `gemini` `ide` `mcp` `open-source`
    • Filescopemcp - A TypeScript tool and MCP server that ranks files in your codebase by importance, tracks dependencies, and provides file summaries to help understand code structure. ([Read more](/details/filescopemcp.md)) `code-analysis` `typescript` `mcp` `dependency-management`
    • Git Repo Browser - A Node.js MCP server that allows browsing Git repositories, providing tools to view directory structures and read important files through the Model Context Protocol. Directly relevant as a practical MCP server for repository exploration. ([Read more](/details/git-repo-browser.md)) `mcp` `git` `repository` `file-browsing` `nodejs`
    • Git Server - A Model Context Protocol server that enables Large Language Models to interact with Git repositories via a robust API for repository management, file staging, committing, and branch operations. Directly relevant as an MCP server for git repository operations. ([Read more](/details/git-server.md)) `mcp` `git` `repository-management` `ai-integration` `open-source`
    • Git V2 - An MCP server that allows AI assistants to perform enhanced Git operations, including core Git functions, branch and tag management, and GitHub integration. Directly relevant as a feature-rich MCP server for Git repositories. ([Read more](/details/git-v2.md)) `mcp` `git` `repository-management` `github` `ai-integration`
    • mcp-gitee - MCP Server for Gitee API integration, offering repository, issue, and pull request management. ([Read more](/details/mcp-gitee.md)) `mcp` `repository-management` `git` `open-source`
    • Ihor-Sokoliuk/mcp-searxng - A Model Context Protocol Server for interfacing with SearXNG search engine instances, providing MCP-compliant search capabilities. ([Read more](/details/ihor-sokoliukmcp-searxng.md)) `mcp` `search` `searxng` `privacy`
    • leehanchung/bing-search-mcp - Web search MCP server using Microsoft Bing Search API, providing Bing-powered search within the MCP protocol. ([Read more](/details/leehanchungbing-search-mcp.md)) `mcp` `web-search` `bing` `search`
    • SecretiveShell/mcp-searxng - An MCP server to connect to SearXNG instances, providing a privacy-respecting metasearch experience under the MCP protocol. ([Read more](/details/secretiveshellmcp-searxng.md)) `mcp` `search` `searxng` `privacy`
    • kagisearch/kagimcp - Official Kagi Search MCP Server, bringing Kagi's advanced web search to the MCP ecosystem. ([Read more](/details/kagisearchkagimcp.md)) `mcp` `web-search` `kagi` `search`
    • Gptr Mcp - Enhances LLM and AI applications with deep autonomous web research capabilities through the Model Context Protocol. It explores and validates information from trusted sources, delivering better quality results than standard search tools—an example of an advanced MCP server. ([Read more](/details/gptr-mcp.md)) `web-search` `autonomous` `ai-integration` `mcp` `deep-research`
    • ConechoAI/openai-websearch-mcp - A Python-based MCP server that exposes OpenAI's built-in web_search tool as an MCP-compliant service. ([Read more](/details/conechoaiopenai-websearch-mcp.md)) `mcp` `web-search` `openai` `python`
    • Barnsworthburning MCP - Model Context Protocol (MCP) server enabling direct content search from barnsworthburning.net via compatible AI clients like Claude for Desktop. ([Read more](/details/barnsworthburning-mcp.md)) `web-search` `content-search` `ai-integration` `open-source`
    • Exa Search - Exa Search is an MCP server offering advanced programmatic search and real-time data retrieval, ensuring precise and relevant results for data-intensive development projects. ([Read more](/details/exa-search.md)) `search` `real-time` `data-access` `programmatic`
    • Geminiserchmcp - An MCP server integrating Google Gemini API to enable advanced web searches with language understanding capabilities. ([Read more](/details/geminiserchmcp.md)) `web-search` `gemini` `google` `mcp` `ai-integration`

  • Messaging Mcp Servers

    • mcp-wecombot-server - An MCP server that sends messages to WeCom group robots, integrating WeCom notifications and messaging into MCP-based workflows. ([Read more](/details/mcp-wecombot-server.md)) `messaging` `wecom` `notifications`
    • Pushover MCP - An MCP server for sending instant notifications to devices using the Pushover.net service from within MCP-based workflows. ([Read more](/details/pushover-mcp.md)) `notifications` `messaging` `alerts`
    • LINE MCP Server - An MCP server implementation for LINE Bot integration that lets language models read and analyze LINE conversations, with async operation, logging, webhook handling, and support for multiple message types. ([Read more](/details/line-mcp-server.md)) `line` `messaging` `chatbots`
    • Gmail Headless MCP Server - A remote-hostable, headless MCP server that can send and retrieve Gmail messages without local credentials or filesystem configuration. ([Read more](/details/gmail-headless-mcp-server.md)) `gmail` `email` `remote-execution`
    • telegram-mcp - An MCP server providing Telegram API integration to access user data, manage dialogs (chats, channels, groups), retrieve messages, and perform Telegram messaging operations via the Model Context Protocol. ([Read more](/details/telegram-mcp.md)) `telegram` `messaging` `bot`
    • Discord MCP Server - Model Context Protocol server enabling AI assistants to interact with Discord communities. Provides 128 operations covering messages, moderation, channels, roles, events with full administrative control and support for slash commands and threaded conversations. ([Read more](/details/discord-mcp-server.md)) `Community` `Chat` `Gaming`
    • Botcake MCP Server - An MCP Server integration for Botcake to provide chatbot marketing features within MCP-compatible environments. ([Read more](/details/botcake-mcp-server.md)) `chatbots` `marketing-automation` `messaging`
    • Botmaker MCP Server - An MCP Server for Botmaker, connecting its conversational platform and customer support automation to MCP agents and tools. ([Read more](/details/botmaker-mcp-server.md)) `chatbots` `customer-support` `automation`
    • ChatFly MCP Server - MCP server for ChatFly that helps businesses create, test, launch, and manage AI chatbots for various use cases and channels at scale. ([Read more](/details/chatfly-mcp-server.md)) `chatbots` `ai-agents` `omnichannel`
    • KodaGPT MCP Server - MCP Server for KodaGPT, supporting customized ChatGPT-style customer communication tailored to business needs in MCP environments. ([Read more](/details/kodagpt-mcp-server.md)) `chatbots` `customer-support` `ai-assistant`
    • LiveKit MCP Server - MCP Server for LiveKit, enabling real-time audio and video transport between LLMs and users within MCP workflows. ([Read more](/details/livekit-mcp-server.md)) `audio-video` `real-time` `streaming`
    • Synthflow MCP Server - An MCP server for Synthflow that lets MCP agents automate phone calls and interact with AI voice agents programmatically. ([Read more](/details/synthflow-mcp-server.md)) `telecom` `voice` `ai-integration`
    • Tiledesk MCP Server - An MCP server for Tiledesk, enabling MCP agents to build and interact with chatbots and conversational apps via Tiledesk’s platform. ([Read more](/details/tiledesk-mcp-server.md)) `chatbots` `conversational` `customer-support`
    • Vapi MCP Server - An MCP Server for Vapi that enables building, testing, and deploying voicebots via the Vapi platform from MCP-compatible agent environments. ([Read more](/details/vapi-mcp-server.md)) `voice` `bot` `ai-agent`
    • VoxApp MCP Server - An MCP Server that integrates VoxApp AI voice assistants for business into MCP environments, enabling voicebot and call assistant use cases. ([Read more](/details/voxapp-mcp-server.md)) `voice` `call-center` `ai-agents`
    • BetterVoice MCP Server - MCP Server for BetterVoice, exposing its cloud-based business phone system features to MCP-compatible applications for calling and communication workflows. ([Read more](/details/bettervoice-mcp-server.md)) `phone` `voip` `communication`
    • Netcore Cloud MCP Server - MCP Server for Netcore Cloud that provides programmatic access to its scalable, cloud-based email delivery platform through MCP-compatible agents. ([Read more](/details/netcore-cloud-mcp-server.md)) `email` `deliverability` `campaigns`
    • Regal MCP Server - An MCP Server integration for Regal’s outbound cloud contact center software, allowing MCP clients to interact with contact center operations and data. ([Read more](/details/regal-mcp-server.md)) `contact-center` `outbound-calls` `customer-engagement`
    • Pinterest MCP Server - An MCP Server for Pinterest, enabling MCP-compatible clients to work with visual discovery content like pins and boards. ([Read more](/details/pinterest-mcp-server.md)) `social-media` `content-management` `api-integration`
    • WhatsAble MCP Server - An MCP Server for WhatsAble, providing MCP-accessible APIs to send customized WhatsApp messages when needed. ([Read more](/details/whatsable-mcp-server.md)) `whatsapp` `messaging` `automation`
    • 1msg MCP Server - An MCP server by 1msg providing tools and automation capabilities for the WhatsApp Business API, enabling WhatsApp messaging workflows within MCP-compatible environments. ([Read more](/details/1msg-mcp-server.md)) `whatsapp` `messaging` `automation`
    • 1S2U MCP Server - An MCP server integration for 1S2U, an international bulk SMS service provider, allowing SMS messaging and automation via MCP-compatible tools. ([Read more](/details/1s2u-mcp-server.md)) `messaging` `sms` `automation`
    • 1sec Mail MCP Server - An MCP server integration for 1sec Mail that lets you programmatically create and receive disposable email accounts in seconds, suitable for automated workflows and testing scenarios. ([Read more](/details/1sec-mail-mcp-server.md)) `email` `testing` `automation`
    • 2Chat MCP Server - An MCP server for 2Chat that enables all‑in‑one WhatsApp automation within MCP-compatible tooling, integrating WhatsApp messaging into existing workflows. ([Read more](/details/2chat-mcp-server.md)) `whatsapp` `messaging` `automation`
    • 8x8 Connect MCP Server - An MCP server for 8x8 Connect providing access to omnichannel communications capabilities—such as bulk messaging and analytics—through MCP-based automations. ([Read more](/details/8x8-connect-mcp-server.md)) `messaging` `omnichannel` `communications`
    • Aircall MCP Server - An MCP server integration for Aircall that allows MCP tools to interact with Aircall’s cloud call center features for customer-centric teams. ([Read more](/details/aircall-mcp-server.md)) `call-center` `voip` `customer-support`
    • Alerty MCP Server - An MCP server for Alerty that enables sending native notifications from applications and servers via MCP-based automations. ([Read more](/details/alerty-mcp-server.md)) `notifications` `alerting` `automation`
    • Altiria MCP Server - An MCP server integrating Altiria’s SMS platform so MCP clients can send and manage text messages programmatically. ([Read more](/details/altiria-mcp-server.md)) `sms` `messaging` `notifications`
    • Amazon SES MCP Server - An MCP server for Amazon SES that allows high-volume, automated email sending and management from MCP-compatible tools. ([Read more](/details/amazon-ses-mcp-server.md)) `email` `transactional-email` `communications`
    • Avochato MCP Server - An MCP server for Avochato that exposes its SMS and team messaging automation features—templates, auto‑assignment, tags—to MCP-based workflows. ([Read more](/details/avochato-mcp-server.md)) `sms` `team-messaging` `automation`
    • Bandwidth MCP Server - An MCP server integration for Bandwidth, enabling MCP tools to access enterprise-grade voice, messaging, and 911 services. ([Read more](/details/bandwidth-mcp-server.md)) `telecom` `voice` `messaging`
    • Bird MCP Server - An MCP server for MessageBird (Bird) that connects its business communication and automation capabilities to MCP workflows. ([Read more](/details/bird-mcp-server.md)) `messaging` `omnichannel` `automation`
    • Bland AI MCP Server - An MCP server integrating Bland AI’s programmable voice agents so MCP clients can send and receive large volumes of human‑like phone calls. ([Read more](/details/bland-ai-mcp-server.md)) `voice` `calls` `ai-agents`
    • Blink MCP Server - An MCP server for Blink that facilitates real‑time communication and engagement between frontline workers and leadership via MCP automations. ([Read more](/details/blink-mcp-server.md)) `messaging` `collaboration` `real-time`
    • Bluesky MCP Server - An MCP server for Bluesky by Unshape that automates interactions with the Bluesky social platform using MCP-compatible agents. ([Read more](/details/bluesky-mcp-server.md)) `social-media` `bluesky` `automation`
    • Botbaba MCP Server - An MCP server integration for Botbaba that allows MCP tools to create and manage flow-based chatbots in minutes. ([Read more](/details/botbaba-mcp-server.md)) `chatbots` `conversational` `bot`
    • BotPenguin MCP Server - An MCP server for BotPenguin, enabling no-code creation and deployment of chatbots for websites, WhatsApp, Facebook, and Telegram. ([Read more](/details/botpenguin-mcp-server.md)) `chatbots` `no-code` `omnichannel`
    • Botstar MCP Server - An MCP server integration for Botstar, a bot application platform for building and managing chatbots. ([Read more](/details/botstar-mcp-server.md)) `chatbots` `conversational` `bot`
    • Brosix MCP Server - An MCP server for Brosix, a secure business communication and team chat solution with advanced protection features. ([Read more](/details/brosix-mcp-server.md)) `team-chat` `messaging` `security`
    • BulkGate MCP Server - An MCP server that integrates with BulkGate, an SMS gateway platform for global messaging reach. ([Read more](/details/bulkgate-mcp-server.md)) `sms` `gateway` `global`
    • Burst SMS MCP Server - An MCP server for Burst SMS, providing access to an online SMS service optimized for smart messaging workflows. ([Read more](/details/burst-sms-mcp-server.md)) `sms` `messaging` `marketing`
    • CallFire MCP Server - An MCP server for CallFire, a communication platform for marketing and customer engagement via text and phone. ([Read more](/details/callfire-mcp-server.md)) `marketing` `sms` `phone`
    • CallHub MCP Server - An MCP server that connects to CallHub, an all-in-one digital organizing platform for political campaigns, nonprofits, and businesses. ([Read more](/details/callhub-mcp-server.md)) `campaigns` `outbound-calls` `political`
    • ChatBot MCP Server - An MCP server that integrates with ChatBot, an all-in-one platform to create, deploy, and track chatbots across multiple channels. ([Read more](/details/chatbot-mcp-server.md)) `chatbots` `omnichannel` `automation`
    • Chatbotic MCP Server - An MCP server for Chatbotic, a chatbot platform delivering smart contextual responses to visitor inquiries. ([Read more](/details/chatbotic-mcp-server.md)) `chatbots` `customer-support` `automation`
    • Chatforma MCP Server - An MCP server integration for Chatforma, a CIS-focused platform to build, connect, and manage Telegram, Facebook, VK, and Viber chatbots without coding. ([Read more](/details/chatforma-mcp-server.md)) `chatbots` `messaging` `no-code`
    • Chatfuel MCP Server - An MCP server exposing Chatfuel’s Dashboard API, enabling access to internal methods of the Chatfuel no-code chatbot service for Facebook, Instagram, and Messenger. ([Read more](/details/chatfuel-mcp-server.md)) `chatbots` `social-media` `facebook`
    • Chatra MCP Server - An MCP server for Chatra, a live chat messenger app that brings mobile messenger-like capabilities to traditional live chat software. ([Read more](/details/chatra-mcp-server.md)) `live-chat` `customer-support` `messaging`
    • Cisco Webex MCP Server - An MCP Server integration for Cisco Webex that exposes video conferencing, online meetings, screen sharing, and webinar capabilities as programmable endpoints. ([Read more](/details/cisco-webex-mcp-server.md)) `video-conferencing` `team-collaboration` `meetings`
    • ClickSend SMS MCP Server - An MCP Server integration for ClickSend that provides programmable access to ClickSend’s SMS and business communications services. ([Read more](/details/clicksend-sms-mcp-server.md)) `sms` `business-communications` `api-integration`
    • CloudTalk MCP Server - An MCP Server integration for CloudTalk that exposes cloud-based call center features for sales and support teams through MCP-compatible interfaces. ([Read more](/details/cloudtalk-mcp-server.md)) `call-center` `voip` `sales`
    • CommPeak MCP Server - An MCP Server for CommPeak that connects to its cloud contact center solution to automate and manage sales and communication workflows. ([Read more](/details/commpeak-mcp-server.md)) `contact-center` `sales` `communication`
    • Crisp MCP Server - An MCP Server integration for Crisp, providing access to the all-in-one business messaging platform for conversations, data, and knowledge workflows. ([Read more](/details/crisp-mcp-server.md)) `messaging` `customer-support` `omnichannel`
    • D7 SMS MCP Server - An MCP Server for D7 Networks that exposes its global SMS messaging APIs for integration and automation via MCP. ([Read more](/details/d7-sms-mcp-server.md)) `sms` `messaging` `telecom`
    • Dexatel MCP Server - An MCP Server integration for Dexatel that provides programmable business text messaging features through MCP endpoints. ([Read more](/details/dexatel-mcp-server.md)) `messaging` `sms` `api-integration`
    • DialMyCalls MCP Server - An MCP Server for DialMyCalls, enabling automated voice and SMS broadcasting workflows via MCP-compatible interfaces. ([Read more](/details/dialmycalls-mcp-server.md)) `voice` `sms` `broadcasting`
    • Dialpad MCP Server - An MCP Server integration for Dialpad that exposes its unified talk, messaging, meetings, and support workspace for automation and orchestration. ([Read more](/details/dialpad-mcp-server.md)) `telephony` `voice` `messaging`
    • Discord Bot MCP Server - An MCP Server on Pipedream that connects to the Discord API using a bot in your account, allowing workflows to programmatically interact with Discord (sending messages, responding to events, etc.). ([Read more](/details/discord-bot-mcp-server.md)) `discord` `bot` `messaging`
    • Esendex MCP Server - An MCP Server integration for Esendex on Pipedream providing access to SMS, voice, web, and multichannel business communication features within workflows. ([Read more](/details/esendex-mcp-server.md)) `sms` `voice` `multichannel`
    • FracTEL MCP Server - An MCP Server integration for FracTEL on Pipedream to connect workflows with FracTEL’s telephony and communication services. ([Read more](/details/fractel-mcp-server.md)) `telephony` `communications` `api-integration`
    • Google Chat MCP Server - An MCP Server integration on Pipedream for Google Chat that supports 1:1 messaging and group collaboration automation via workflows. ([Read more](/details/google-chat-mcp-server.md)) `team-chat` `messaging` `collaboration`
    • Google Meet MCP Server - An MCP Server on Pipedream that integrates with Google Meet to automate real-time meeting related actions such as scheduling and event handling. ([Read more](/details/google-meet-mcp-server.md)) `google-meet` `meetings` `video-conferencing`
    • Gupshup MCP Server - An MCP Server on Pipedream that connects to Gupshup’s omnichannel messaging APIs, bot-building tools, and mobile marketing capabilities for workflow automation. ([Read more](/details/gupshup-mcp-server.md)) `omnichannel` `messaging` `mobile-marketing`
    • HappyFox Chat MCP Server - An MCP Server integration for HappyFox Chat on Pipedream, enabling automated workflows driven by live chat events and customer interactions. ([Read more](/details/happyfox-chat-mcp-server.md)) `messaging` `customer-support`
    • Heyy MCP Server - An MCP Server on Pipedream that connects to Heyy, enabling automated, multi-channel customer communication via WhatsApp, SMS, Messenger, and Instagram. ([Read more](/details/heyy-mcp-server.md)) `messaging` `whatsapp` `omnichannel`
    • Hullo MCP Server - An MCP Server integration for Hullo on Pipedream, providing next-generation business SMS capabilities inside automated workflows. ([Read more](/details/hullo-mcp-server.md)) `sms` `messaging` `business`
    • IMAP MCP Server - A generic IMAP MCP Server on Pipedream that connects to any IMAP email provider to trigger and drive custom workflows from email events. ([Read more](/details/imap-mcp-server.md)) `messaging` `email` `workflow`
    • Infobip MCP Server - An MCP Server integration for Infobip on Pipedream that exposes Infobip’s multi-channel communications platform (SMS, chat, and more) to workflows. ([Read more](/details/infobip-mcp-server.md)) `sms` `omnichannel` `notifications`
    • InMobile MCP Server - MCP Server for InMobile, providing access to its efficient SMS gateway features through MCP-based workflows and tools. ([Read more](/details/inmobile-mcp-server.md)) `sms` `messaging` `gateway`
    • Invision Community MCP Server - MCP Server for Invision Community, enabling programmatic control and integration of community platform features via the MCP protocol. ([Read more](/details/invision-community-mcp-server.md)) `community` `forum` `collaboration`
    • Kakao MCP Server - An MCP Server integration for Kakao, offering access to Kakao’s communication and daily-life services through MCP-compatible clients and automations. ([Read more](/details/kakao-mcp-server.md)) `messaging` `social-media` `api-integration`
    • KrispCall MCP Server - MCP Server for KrispCall, exposing its AI-powered modern phone application capabilities to MCP tools for call management and telephony workflows. ([Read more](/details/krispcall-mcp-server.md)) `telephony` `calls` `business-communications`
    • kwtsms MCP Server - An MCP Server integration for kwtsms, providing programmatic access to Kuwait’s SMS gateway services within MCP-based systems. ([Read more](/details/kwtsms-mcp-server.md)) `sms` `messaging` `gateway`
    • LabsMobile MCP Server - MCP Server for LabsMobile, connecting MCP clients to LabsMobile’s global SMS communication services for automated messaging workflows. ([Read more](/details/labsmobile-mcp-server.md)) `sms` `messaging` `communications`
    • Landbot MCP Server - An MCP Server integration for Landbot, enabling drag-and-drop chatbot and conversational flow capabilities to be automated and orchestrated via MCP. ([Read more](/details/landbot-mcp-server.md)) `chatbots` `conversational` `no-code`
    • LINE Messaging API MCP Server - An MCP Server targeting the LINE Messaging API, enabling interactive conversations and bot experiences with LINE users via MCP workflows. ([Read more](/details/line-messaging-api-mcp-server.md)) `messaging` `chatbots` `bot`
    • LiveChat MCP Server - An MCP Server integration for LiveChat, allowing MCP clients to leverage LiveChat’s customer service and sales chat platform programmatically. ([Read more](/details/livechat-mcp-server.md)) `customer-support` `chat` `sales`
    • LiveSwitch MCP Server - MCP Server for LiveSwitch, connecting MCP-based tools to LiveSwitch’s live video software for real-time communication workflows. ([Read more](/details/liveswitch-mcp-server.md)) `webrtc` `video-conferencing` `real-time`
    • Mattermost MCP Server - Mattermost MCP Server integrates the open‑source Mattermost chat platform with MCP, allowing agents to access channels, post messages, and interact with teams in self‑hosted Mattermost instances. ([Read more](/details/mattermost-mcp-server.md)) `messaging` `team-chat` `open-source`
    • Microsoft Outlook MCP Server - Microsoft Outlook MCP Server connects Outlook email and calendar functionality to the MCP ecosystem, enabling tools to send and manage emails, events, and scheduling via MCP. ([Read more](/details/microsoft-outlook-mcp-server.md)) `email` `calendar` `microsoft-365`
    • Microsoft Teams MCP Server - Microsoft Teams MCP Server exposes Microsoft Teams collaboration features—chats, channels, meetings, and more—through MCP so agents can coordinate, message, and manage Teams resources programmatically. ([Read more](/details/microsoft-teams-mcp-server.md)) `team-chat` `collaboration` `microsoft-365`
    • Microsoft Teams Bot MCP Server - Microsoft Teams Bot MCP Server provides MCP-based access to a custom bot user in Microsoft Teams, enabling automated interactions, command handling, and messaging in Teams via MCP-aware tools. ([Read more](/details/microsoft-teams-bot-mcp-server.md)) `bot` `team-chat` `automation`
    • Mission Mobile MCP Server - Mission Mobile MCP Server is an MCP integration for Mission Mobile’s SMS marketing solutions, letting MCP clients send and manage SMS campaigns for media companies. ([Read more](/details/mission-mobile-mcp-server.md)) `sms` `marketing` `campaigns`
    • Mobile Text Alerts MCP Server - Mobile Text Alerts MCP Server exposes Mobile Text Alerts’ SMS marketing functionality via MCP, allowing automated sending and management of business text alerts and campaigns. ([Read more](/details/mobile-text-alerts-mcp-server.md)) `sms` `campaigns` `alerts`
    • Mobivate MCP Server - Mobivate MCP Server is an MCP server for Mobivate’s bulk SMS and mobile payment services, enabling large‑scale mobile marketing and messaging integrations within MCP-based workflows. ([Read more](/details/mobivate-mcp-server.md)) `bulk-sms` `mobile-marketing`
    • Mocean API MCP Server - Mocean API MCP Server integrates the Mocean communications APIs with MCP, providing programmatic SMS and communication capabilities to MCP clients worldwide. ([Read more](/details/mocean-api-mcp-server.md)) `sms` `api` `communications`
    • MojoTxt MCP Server - MojoTxt MCP Server connects MojoTxt’s texting platform for churches and nonprofits to MCP, enabling automated group messaging and engagement flows. ([Read more](/details/mojotxt-mcp-server.md)) `sms` `group-messaging` `nonprofit`
    • MSG91 MCP Server - MSG91 MCP Server provides MCP access to MSG91’s communication APIs for SMS, voice, video, and authentication, allowing multi‑channel messaging workflows via MCP. ([Read more](/details/msg91-mcp-server.md)) `sms` `voice` `multi-channel`
    • Noor MCP Server - Noor MCP Server connects the Noor team chat platform with MCP, enabling high‑performance teams to integrate their chat workflows and automations via MCP. ([Read more](/details/noor-mcp-server.md)) `messaging` `team-chat` `automation`
    • ntfy MCP Server - ntfy MCP Server exposes ntfy’s push notification service through MCP, allowing clients to send notifications to phones using simple HTTP methods via MCP-operated workflows. ([Read more](/details/ntfy-mcp-server.md)) `notifications` `messaging` `mobile`
    • Octopush SMS MCP Server - An MCP Server for Octopush SMS, enabling SMS marketing and messaging workflows through the Octopush SMS platform within MCP-based tools. ([Read more](/details/octopush-sms-mcp-server.md)) `sms` `marketing` `messaging`
    • OpenPhone MCP Server - An MCP Server integration for OpenPhone, exposing modern business phone features (calls, messaging) for startups and small businesses through MCP. ([Read more](/details/openphone-mcp-server.md)) `phone` `voip` `business-communications`
    • Phaxio MCP Server - An MCP Server for the Phaxio fax API, allowing applications to send and receive faxes via Phaxio using the MCP protocol. ([Read more](/details/phaxio-mcp-server.md)) `fax` `api` `communication`
    • Phone.com MCP Server - An MCP Server integration for Phone.com, exposing cloud business phone, voice, video, text, and call management capabilities via MCP. ([Read more](/details/phonecom-mcp-server.md)) `telephony` `voip` `business-communications`
    • Pidj MCP Server - An MCP Server for Pidj, enabling SMS-based business text messaging services to be accessed from MCP-compatible clients. ([Read more](/details/pidj-mcp-server.md)) `messaging` `sms` `business`
    • Plivo MCP Server - An MCP Server integration for Plivo’s SMS and Voice APIs, allowing applications to send messages and manage voice communications over MCP. ([Read more](/details/plivo-mcp-server.md)) `sms` `voice` `telecom`
    • ProxiedMail MCP Server - An MCP Server for ProxiedMail, enabling proxy-email operations (address masking/relaying) from MCP-enabled applications. ([Read more](/details/proxiedmail-mcp-server.md)) `email` `security` `proxy`
    • Pumble MCP Server - An MCP Server integration for Pumble, providing access to team chat and communication features via the MCP protocol. ([Read more](/details/pumble-mcp-server.md)) `team-chat` `messaging` `collaboration`
    • Pushbullet MCP Server - An MCP Server for Pushbullet, allowing MCP clients to connect devices and send cross-device notifications and data via Pushbullet. ([Read more](/details/pushbullet-mcp-server.md)) `notifications` `cross-platform` `device-sync`
    • Pushover MCP Server - An MCP Server integration for Pushover, enabling simple push notification sending from MCP-compatible tools and automations. ([Read more](/details/pushover-mcp-server.md)) `notifications` `messaging` `automation`
    • Quriiri MCP Server - An MCP Server integration for Quriiri, exposing its customer communication and messaging platform capabilities to MCP clients. ([Read more](/details/quriiri-mcp-server.md)) `messaging` `customer-engagement` `campaigns`
    • Resend MCP Server - An MCP Server for Resend, offering developer-focused email API capabilities over the MCP protocol for sending and managing email. ([Read more](/details/resend-mcp-server.md)) `email` `developer-tools` `api`
    • Revolt MCP Server - An MCP Server integration for Revolt, enabling access to the open-source user-first chat platform’s messaging features via MCP. ([Read more](/details/revolt-mcp-server.md)) `messaging` `chat` `open-source`
    • RingCentral MCP Server - An MCP Server for RingCentral, integrating intelligent phone, meetings, and contact center capabilities into MCP-enabled applications. ([Read more](/details/ringcentral-mcp-server.md)) `telecom` `voice` `contact-center`
    • Rocket.Chat MCP Server - An MCP Server integration for Rocket.Chat, exposing its communication and collaboration platform APIs to MCP clients. ([Read more](/details/rocketchat-mcp-server.md)) `team-chat` `collaboration` `open-source`
    • Ryver MCP Server - An MCP Server for Ryver, enabling access to Ryver’s team collaboration and communication features through MCP. ([Read more](/details/ryver-mcp-server.md)) `messaging` `collaboration` `workflow`
    • Salesmsg MCP Server - An MCP Server integration for Salesmsg, providing 2-way SMS texting, SMS marketing, and calling features via MCP. ([Read more](/details/salesmsg-mcp-server.md)) `sms` `marketing` `calling`
    • Semaphore MCP Server - An MCP Server for Semaphore’s SMS API, allowing MCP-based apps to send high-volume SMS blasts and messages with minimal setup. ([Read more](/details/semaphore-mcp-server.md)) `sms` `bulk-sms` `marketing`
    • Sendbird MCP Server - An MCP Server for Sendbird’s messaging-as-a-service platform, exposing chat and messaging capabilities via the Model Context Protocol. ([Read more](/details/sendbird-mcp-server.md)) `messaging` `chat` `sdk`
    • Sendblue MCP Server - An MCP Server for Sendblue, providing access to a scalable iMessage API from MCP-compatible tools and agents. ([Read more](/details/sendblue-mcp-server.md)) `imessage` `messaging` `api`
    • sendSMS MCP Server - An MCP Server integrating the sendSMS platform for chat, SMS marketing, and mobile advertising workflows within MCP-based applications. ([Read more](/details/sendsms-mcp-server.md)) `sms` `marketing` `mobile`
    • Sendy MCP Server - An MCP Server that connects to Sendy, a self-hosted newsletter application using Amazon SES, allowing MCP tools to manage and send email campaigns programmatically. ([Read more](/details/sendy-mcp-server.md)) `newsletter` `email-marketing` `campaigns`
    • SerwerSMS.pl MCP Server - An MCP Server for SerwerSMS.pl, providing SMS sending and receiving (single and bulk) capabilities to MCP-based systems. ([Read more](/details/serwersmspl-mcp-server.md)) `sms` `messaging` `bulk-sms`
    • SignalWire MCP Server - An MCP Server for SignalWire, exposing video, voice, and messaging telecom APIs through the Model Context Protocol. ([Read more](/details/signalwire-mcp-server.md)) `telecom` `voice` `messaging`
    • SilFer Bots MCP Server - An MCP Server integrating SilFer Bots, a Facebook Messenger bot platform for sales automations, into MCP-based workflows. ([Read more](/details/silfer-bots-mcp-server.md)) `chatbots` `facebook` `sales`
    • SimpleTexting MCP Server - An MCP Server for SimpleTexting, enabling SMS marketing campaigns and 1-on-1 customer conversations via MCP-compatible agents. ([Read more](/details/simpletexting-mcp-server.md)) `sms` `marketing` `customer-engagement`
    • Sinch MessageMedia MCP Server - An MCP Server for Sinch MessageMedia, providing business SMS and messaging platform capabilities to MCP tools and agents. ([Read more](/details/sinch-messagemedia-mcp-server.md)) `messaging` `sms` `business-communications`
    • Slack Bot MCP Server - An MCP Server that integrates with Slack via a bot user, enabling programmatic interactions and automations inside Slack through MCP. ([Read more](/details/slack-bot-mcp-server.md)) `slack` `team-chat` `automation`
    • SlickText MCP Server - An MCP Server for SlickText, providing text and SMS marketing features so MCP-based applications can run SMS campaigns and customer engagement flows. ([Read more](/details/slicktext-mcp-server.md)) `sms` `marketing` `customer-engagement`
    • SmartyMeet MCP Server - MCP Server for SmartyMeet, connecting AI-powered team video meeting capabilities into MCP-compatible workflows and tools. ([Read more](/details/smartymeet-mcp-server.md)) `video-conferencing` `meetings` `collaboration`
    • SMS Alert MCP Server - MCP Server for SMS Alert, providing access to enterprise-grade transactional and promotional SMS messaging from MCP-based clients. ([Read more](/details/sms-alert-mcp-server.md)) `sms` `notifications` `messaging`
    • SMS Everyone MCP Server - MCP Server integration for SMS Everyone, allowing bulk SMS marketing and business SMS sending through MCP tools. ([Read more](/details/sms-everyone-mcp-server.md)) `sms` `marketing` `messaging`
    • SMS Fusion MCP Server - MCP Server for SMS Fusion, exposing enterprise-grade SMS services to MCP clients for scalable messaging workflows. ([Read more](/details/sms-fusion-mcp-server.md)) `sms` `enterprise` `communications`
    • SMS Partner MCP Server - MCP Server for SMS Partner, offering professional SMS platform features via the Model Context Protocol. ([Read more](/details/sms-partner-mcp-server.md)) `sms` `messaging` `telecom`
    • SMSlink nc MCP Server - MCP Server for SMSlink (Nouvelle-Calédonie), enabling SMS sending in New Caledonia through MCP-based integrations. ([Read more](/details/smslink-nc-mcp-server.md)) `sms` `telecom` `messaging`
    • SMSTools MCP Server - MCP Server for SMSTools, a low-cost bulk SMS text message marketing platform accessible from MCP clients. ([Read more](/details/smstools-mcp-server.md)) `bulk-sms` `mobile-marketing`
    • SnatchBot MCP Server - MCP Server for SnatchBot, integrating its multi‑channel chatbot builder platform into MCP-compatible applications and workflows. ([Read more](/details/snatchbot-mcp-server.md)) `messaging` `chatbots` `ai-integration`
    • Spoke Phone MCP Server - MCP Server integration for Spoke Phone, enabling access to its customer conversation and telephony capabilities from MCP tools. ([Read more](/details/spoke-phone-mcp-server.md)) `telephony` `voice` `customer-conversations`
    • Surveybot MCP Server - MCP Server for Surveybot, enabling creation and management of Facebook Messenger and Workplace surveys via MCP clients. ([Read more](/details/surveybot-mcp-server.md)) `surveys` `facebook` `messaging`
    • tawk.to MCP Server - MCP Server integration for tawk.to, allowing website live chat, ticketing, contact management, and help center features via MCP. ([Read more](/details/tawkto-mcp-server.md)) `live-chat` `helpdesk` `customer-support`
    • Team SMS MCP Server - MCP Server for Team SMS, enabling teams to share and manage 2FA SMS messages through MCP-compatible tools. ([Read more](/details/team-sms-mcp-server.md)) `sms` `2fa`
    • Telegram Bot MCP Server - MCP Server for the Telegram Bot API, providing MCP-based access to Telegram’s cloud messaging and bot capabilities. ([Read more](/details/telegram-bot-mcp-server.md)) `telegram` `bot` `messaging`
    • TextIt MCP Server - MCP Server for TextIt, enabling automated conversational interactions over SMS, messaging bots, and phone calls via MCP. ([Read more](/details/textit-mcp-server.md)) `sms` `chatbots` `voice`
    • Textline MCP Server - MCP Server integration for Textline, providing secure business texting for support, sales, marketing, and logistics via MCP clients. ([Read more](/details/textline-mcp-server.md)) `messaging` `customer-support` `automation`
    • Textlocal MCP Server - An MCP Server that connects to Textlocal, allowing programmatic access from MCP-compatible clients to Textlocal’s bulk SMS marketing and business messaging services. ([Read more](/details/textlocal-mcp-server.md)) `sms` `bulk-sms` `marketing`
    • TextMagic MCP Server - An MCP Server for integrating with TextMagic so MCP-based tools can send and manage international business SMS and customer messaging through TextMagic’s APIs. ([Read more](/details/textmagic-mcp-server.md)) `messaging` `sms` `business-communications`
    • Twilio MCP Server - An MCP Server for Twilio that exposes Twilio’s SMS, voice, and messaging capabilities to MCP-based tools for building scalable communication workflows. ([Read more](/details/twilio-mcp-server.md)) `sms` `voice` `telecom`
    • Twist MCP Server - An MCP Server that integrates with Twist, enabling MCP clients to access and manage clear, organized team communication channels, threads, and messages. ([Read more](/details/twist-mcp-server.md)) `team-chat` `collaboration` `messaging`
    • Uchat MCP Server - An MCP Server that connects to Uchat, enabling multi-channel chatbot and automation capabilities across Messenger, WhatsApp, Google Business Messenger, SMS, Voice, Slack, Telegram, WeChat, and more within MCP ecosystems. ([Read more](/details/uchat-mcp-server.md)) `chatbots` `multi-channel` `automation`
    • UltraMsg MCP Server - An MCP Server integration for UltraMsg, providing MCP-compatible access to UltraMsg’s WhatsApp API and messaging gateway for automated WhatsApp communications. ([Read more](/details/ultramsg-mcp-server.md)) `whatsapp` `messaging` `api-integration`
    • UniOne MCP Server - An MCP Server that exposes UniOne’s reliable email delivery service to MCP tools, allowing programmatic sending and email infrastructure management via MCP. ([Read more](/details/unione-mcp-server.md)) `email` `messaging` `api-integration`
    • Vonage MCP Server - An MCP Server integration for Vonage that brings Vonage’s business phone, VoIP, communication APIs, and contact center capabilities into MCP environments. ([Read more](/details/vonage-mcp-server.md)) `voip` `telecom` `messaging`
    • Voodoo SMS MCP Server - An MCP Server that connects to Voodoo SMS, offering MCP-based access to its mobile messaging platform for business SMS campaigns and customer/staff communications. ([Read more](/details/voodoo-sms-mcp-server.md)) `sms` `marketing` `campaigns`
    • Waboxapp MCP Server - An MCP server that connects to the Waboxapp API, providing access to WhatsApp and WhatsApp Business messaging capabilities within automated workflows. ([Read more](/details/waboxapp-mcp-server.md)) `whatsapp` `messaging` `api-integration`
    • WhatsApp Business MCP Server - An MCP server integration for WhatsApp Business products, exposing APIs to engage audiences, support sales, and deliver customer support over WhatsApp within MCP workflows. ([Read more](/details/whatsapp-business-mcp-server.md)) `whatsapp` `customer-support` `sales`
    • WhatsApp MCP Server - An MCP server that integrates WhatsApp messaging via the Online Live Support platform, enabling WhatsApp message automation and handling in MCP workflows. ([Read more](/details/whatsapp-mcp-server.md)) `whatsapp` `messaging` `automation`
    • Whautomate MCP Server - An MCP server for Whautomate, providing MCP-based access to its omnichannel customer engagement features including WhatsApp and other messaging channels. ([Read more](/details/whautomate-mcp-server.md)) `omnichannel` `whatsapp` `customer-engagement`
    • Wire2Air MCP Server - An MCP server for Wire2Air that exposes its SMS gateway and mobile marketing APIs, supporting bulk SMS, shortcodes, and 2‑way messaging through MCP workflows. ([Read more](/details/wire2air-mcp-server.md)) `sms` `bulk-sms` `mobile-marketing`
    • Wuf MCP Server - An MCP server that integrates the Wuf push notification service, allowing workflows to send and manage mobile push notifications via MCP. ([Read more](/details/wuf-mcp-server.md)) `notifications` `mobile` `messaging`
    • Z-API MCP Server - An MCP server using Z‑API to provide WhatsApp integration, allowing message sending and automation over WhatsApp via MCP workflows. ([Read more](/details/z-api-mcp-server.md)) `messaging` `whatsapp` `automation`
    • Zoho Cliq MCP Server - An MCP server for Zoho Cliq that enables automation of work chat, messaging, video collaboration, and task-related operations through MCP workflows. ([Read more](/details/zoho-cliq-mcp-server.md)) `team-chat` `collaboration` `messaging`
    • Zoho Mail MCP Server - An MCP server integration for Zoho Mail, allowing secure business email operations—sending, managing, and organizing mail—within MCP-based automations. ([Read more](/details/zoho-mail-mcp-server.md)) `email` `business-communications` `messaging`
    • Zoom MCP Server - An MCP server for Zoom that exposes its video and audio conferencing, chat, and webinar APIs for use in automated workflows and integrations. ([Read more](/details/zoom-mcp-server.md)) `video` `meetings` `messaging`
    • Zoom Admin MCP Server - An MCP server for Zoom with account-level scopes tailored for administrators, enabling management of Zoom accounts, meetings, and configurations via MCP workflows. ([Read more](/details/zoom-admin-mcp-server.md)) `video-conferencing` `admin` `meetings`
    • Zulip MCP Server - An MCP server integration for Zulip, providing access to its threaded team chat features and enabling message and stream management via MCP. ([Read more](/details/zulip-mcp-server.md)) `team-chat` `messaging` `collaboration`
    • Adversus MCP Server - An MCP Server providing integration with Adversus dialer software, allowing automated workflows around outbound calling and telemarketing operations. ([Read more](/details/adversus-mcp-server.md)) `telephony` `calls` `automation`
    • Brevo MCP Server - An MCP Server integration for Brevo that allows MCP workflows to orchestrate email, SMS, chat, and multi‑channel customer relationship campaigns. ([Read more](/details/brevo-mcp-server.md)) `email` `sms` `campaigns`
    • GoDial MCP Server - MCP Server for GoDial, exposing auto‑dialing, contact list management, and sales call tracking features to MCP tools. ([Read more](/details/godial-mcp-server.md)) `calling` `sales` `contact-center`
    • Mav MCP Server - Mav MCP Server connects Mav’s automated SMS lead conversation platform to MCP, enabling conversational lead engagement workflows through MCP integrations. ([Read more](/details/mav-mcp-server.md)) `sms` `lead-generation` `customer-engagement`
    • Picky Assist MCP Server - An MCP Server for Picky Assist, providing AI-powered chatbots, WhatsApp Business API access, social CRM, and automation features. ([Read more](/details/picky-assist-mcp-server.md)) `whatsapp` `chatbots` `crm`
    • SMS Magic MCP Server - SMS Magic MCP Server is an MCP endpoint for SMS-Magic, a global text messaging platform for CRM systems, enabling AI workflows to send and manage SMS communications through the MCP standard. ([Read more](/details/sms-magic-mcp-server.md)) `sms` `messaging` `customer-engagement`
    • Chat Data MCP Server - An MCP Server for the Chat Data platform, allowing MCP clients to interact with Chat Data’s AI + live chat chatbot and associated data services. ([Read more](/details/chat-data-mcp-server.md)) `live-chat` `chatbots` `ai-integration`
    • Pushsafer MCP Server - An MCP Server that connects to Pushsafer so MCP clients can send and receive push notifications via the Pushsafer notification service. ([Read more](/details/pushsafer-mcp-server.md)) `notifications` `messaging`
    • Warpcast MCP Server - An MCP Server that connects to Warpcast, a client for the Farcaster social protocol, so MCP tools can interact with Farcaster social data. ([Read more](/details/warpcast-mcp-server.md)) `social-media` `web3` `messaging`
    • Chaport MCP Server - An MCP server integration for Chaport live chat, exposing website chat, multichannel messaging, and chatbot-related data and actions to MCP-based systems through Pipedream. ([Read more](/details/chaport-mcp-server.md)) `live-chat` `multichannel` `customer-support`
    • Daktela MCP Server - An MCP server for Daktela that connects MCP clients to Daktela’s cloud-based CCaaS omnichannel contact center features through the Pipedream MCP platform. ([Read more](/details/daktela-mcp-server.md)) `contact-center` `omnichannel` `ccaas`
    • Trengo MCP Server - An MCP server for Trengo, integrating Trengo’s customer service software with MCP-compatible AI agents for omnichannel customer communication and support workflows. ([Read more](/details/trengo-mcp-server.md)) `customer-support` `omnichannel` `messaging`
    • Zendesk MCP Server - An MCP server for Zendesk, connecting AI agents to Zendesk’s customer service platform to manage support across email, chat, phone, mobile, and social channels. ([Read more](/details/zendesk-mcp-server.md)) `customer-support` `helpdesk` `ticketing`
    • QStash MCP Server - An MCP Server for QStash, providing HTTP-based messaging and scheduling for serverless and edge runtimes accessible via MCP-compatible tools. ([Read more](/details/qstash-mcp-server.md)) `queue` `event-driven` `serverless`
    • Aimtell MCP Server - An MCP Server for Aimtell that provides MCP access to web push notification features for acquiring, engaging, and monetizing website visitors. ([Read more](/details/aimtell-mcp-server.md)) `push-notifications` `engagement` `marketing`
    • Airship MCP Server - An MCP Server implementation for Airship’s App Experience Platform (AXP), exposing mobile app engagement and lifecycle messaging capabilities through MCP on Pipedream. ([Read more](/details/airship-mcp-server.md)) `messaging` `customer-engagement` `mobile`
    • Chatrace MCP Server - An MCP Server for Chatrace, exposing Chatrace’s chatbot-driven sales, marketing, and support automation across channels to MCP tools. ([Read more](/details/chatrace-mcp-server.md)) `chatbots` `marketing-automation` `customer-support`
    • Discourse MCP Server - An MCP Server exposing Discourse’s community discussion and forum platform APIs to MCP clients for community management and automation. ([Read more](/details/discourse-mcp-server.md)) `community` `forum` `collaboration`
    • Engage MCP Server - Engage MCP Server is a Message Control Protocol (MCP) server integration that connects the Engage customer messaging platform—supporting personalized email, push, in-app notifications, and SMS—into MCP-compatible workflows and tools. ([Read more](/details/engage-mcp-server.md)) `messaging` `customer-engagement` `notifications`
    • eSputnik MCP Server - eSputnik MCP Server is an MCP-compatible server for the eSputnik omnichannel messaging platform, providing programmatic access to email, SMS, Viber, and web/mobile push notifications via MCP. ([Read more](/details/esputnik-mcp-server.md)) `omnichannel` `messaging` `marketing-automation`
    • Front MCP Server - An MCP Server for Front, enabling integration with Front’s customer communication platform for managing multichannel conversations. ([Read more](/details/front-mcp-server.md)) `customer-support` `team-chat` `email`
    • Gitter MCP Server - An MCP Server integration for Gitter, providing MCP-based access to the Gitter chat and networking platform. ([Read more](/details/gitter-mcp-server.md)) `chat` `developer-tools` `community`
    • HeroBot Chatbot Marketing MCP Server - An MCP Server for HeroBot Chatbot Marketing, enabling MCP access to multi-channel chatbot marketing across Instagram, Facebook Messenger, WhatsApp, SMS, and more. ([Read more](/details/herobot-chatbot-marketing-mcp-server.md)) `chatbots` `marketing` `multichannel`
    • Mailgun MCP Server - An MCP Server integration for Mailgun that lets MCP-based tools use Mailgun’s email automation and transactional email APIs. ([Read more](/details/mailgun-mcp-server.md)) `email` `transactional-email` `email-marketing`
    • Mailify MCP Server - MCP Server for Mailify, allowing MCP clients to orchestrate emailing and SMS operations for multichannel marketing strategies. ([Read more](/details/mailify-mcp-server.md)) `email-marketing` `sms` `multichannel`
    • Mailjet MCP Server - An MCP Server that connects to Mailjet’s transactional and marketing email platform so MCP tools can send and manage email campaigns. ([Read more](/details/mailjet-mcp-server.md)) `email` `campaigns` `transactional-email`
    • Mandrill MCP Server - MCP Server integration for Mandrill (Mailchimp’s transactional email API), allowing MCP clients to send and manage transactional emails. ([Read more](/details/mandrill-mcp-server.md)) `transactional-email` `email` `communications`
    • Mastodon MCP Server - An MCP Server for Mastodon that lets Model Context Protocol clients interact with the decentralized social network, such as posting updates or retrieving timeline data. ([Read more](/details/mastodon-mcp-server.md)) `social-media` `decentralized` `messaging`
    • Newsman MCP Server - An MCP Server for Newsman that provides Model Context Protocol access to its smart email service features, including creating, sending, and tracking emails. ([Read more](/details/newsman-mcp-server.md)) `email` `messaging` `marketing-automation`
    • OneSignal MCP Server - An MCP Server for OneSignal (User Auth) providing Model Context Protocol access to push messaging features with user authentication support. ([Read more](/details/onesignal-mcp-server.md)) `push-notifications` `messaging` `engagement`
    • OtterText MCP Server - An MCP Server that connects Otter Text’s SMS marketing platform to the Model Context Protocol so agents can send and manage text message campaigns programmatically. ([Read more](/details/ottertext-mcp-server.md)) `sms` `marketing-automation` `messaging`
    • Peach MCP Server - An MCP Server integration for Peach, providing access to its interactive WhatsApp marketing capabilities via the Model Context Protocol for automated messaging workflows. ([Read more](/details/peach-mcp-server.md)) `whatsapp` `marketing` `messaging`
    • Postmark MCP Server - An MCP Server integration for Postmark, enabling AI agents and tools to interact programmatically with Postmark’s transactional and marketing email delivery platform via the Model Context Protocol. ([Read more](/details/postmark-mcp-server.md)) `email` `transactional-email` `deliverability`
    • Respond.io MCP Server - An MCP Server for Respond.io, enabling access to its business messaging platform that unifies customer communication across instant messaging, web chat, and email. ([Read more](/details/respondio-mcp-server.md)) `messaging` `omnichannel` `customer-engagement`
    • SMTP2GO MCP Server - An MCP Server for SMTP2GO that lets Model Context Protocol clients send, track, and manage transactional and marketing email delivery programmatically through SMTP2GO’s infrastructure. ([Read more](/details/smtp2go-mcp-server.md)) `email` `transactional-email` `deliverability`
    • Twilio SendGrid MCP Server - An MCP Server for Twilio SendGrid, exposing email marketing and transactional email capabilities over MCP so agents can send and manage email via the SendGrid Email API. ([Read more](/details/twilio-sendgrid-mcp-server.md)) `email` `transactional-email` `email-marketing`
    • Userlist MCP Server - An MCP Server that integrates with Userlist, allowing MCP-aware tools to orchestrate SaaS email automation and user messaging workflows. ([Read more](/details/userlist-mcp-server.md)) `email-marketing` `saas` `automation`
    • Vision6 MCP Server - An MCP Server integration for Vision6, enabling MCP-compatible agents to manage email and SMS marketing campaigns on the Vision6 platform. ([Read more](/details/vision6-mcp-server.md)) `email-marketing` `sms` `campaigns`
    • Beekeeper MCP Server - MCP Server for Beekeeper’s frontline workforce communication platform, exposing messaging and productivity tools to MCP clients. ([Read more](/details/beekeeper-mcp-server.md)) `team-chat` `productivity` `messaging`
    • Helpwise MCP Server - MCP Server integration for Helpwise, enabling MCP tools to work with shared inboxes and customer conversations across multiple channels. ([Read more](/details/helpwise-mcp-server.md)) `shared-inbox` `customer-support` `multichannel`
    • Join MCP Server - An MCP Server for Join, allowing remote operations on Android and PC devices via an MCP-compatible agent, including SMS, notifications, and clipboard actions. ([Read more](/details/join-mcp-server.md)) `notifications` `sms` `remote-access`
    • talkSpirit MCP Server - An MCP Server integration for talkSpirit that lets MCP clients access talkSpirit’s collaboration and communication features. ([Read more](/details/talkspirit-mcp-server.md)) `team-chat` `collaboration` `business-communications`
    • Samsung SmartThings MCP Server - Samsung SmartThings MCP Server is an MCP server that integrates the SmartThings smart home platform with AI tools, enabling control and monitoring of connected home devices through the Model Context Protocol. ([Read more](/details/samsung-smartthings-mcp-server.md)) `smart-home` `iot` `home-assistant`
    • VK MCP Server - An MCP server integration for VK (VKontakte), providing Model Context Protocol clients with tools to access and work with data from the VK social networking platform. ([Read more](/details/vk-mcp-server.md)) `social-media` `api-integration` `messaging`
    • Typebot MCP Server - An MCP Server integration for Typebot, letting AI agents orchestrate and manage conversational chat flows and collect responses via MCP tools. ([Read more](/details/typebot-mcp-server.md)) `chatbots` `conversational` `forms`
    • 46elks MCP Server - An MCP Server that exposes the 46elks API for sending SMS, MMS, and making phone calls, allowing MCP-compatible tools to integrate telephony features with minimal code. ([Read more](/details/46elks-mcp-server.md)) `telephony` `sms` `api-integration`
    • Ably MCP Server - An MCP Server for Ably that brings Ably’s pub/sub messaging platform into the MCP environment, enabling real-time messaging and event-driven integrations for AI agents and tools. ([Read more](/details/ably-mcp-server.md)) `messaging` `real-time` `event-driven`
    • Amazon Alexa MCP Server - An MCP Server that connects Amazon Alexa’s cloud-based voice service to the MCP ecosystem, allowing AI agents to interact with Alexa-enabled devices and skills. ([Read more](/details/amazon-alexa-mcp-server.md)) `voice` `assistant` `smart-home`
    • AMQP MCP Server - An MCP Server providing access to AMQP (Advanced Message Queuing Protocol) messaging, enabling MCP-based tools to publish and consume messages via the standard AMQP protocol. ([Read more](/details/amqp-mcp-server.md)) `messaging` `protocol` `queue`
    • Daily MCP Server - An MCP Server integration for Daily, providing MCP-based access to WebRTC video and audio APIs to add live video and audio features into products and workflows. ([Read more](/details/daily-mcp-server.md)) `video` `audio` `webrtc`
    • Push MCP Server - An MCP Server that exposes Push by Techulus features, allowing MCP tools to send cross-platform push notifications programmatically and via no-code for real-time transactional messaging. ([Read more](/details/push-mcp-server.md)) `push-notifications` `real-time` `messaging`
    • Pusher MCP Server - An MCP Server integration for Pusher, providing MCP clients with access to Pusher’s hosted real-time messaging and event APIs. ([Read more](/details/pusher-mcp-server.md)) `messaging` `real-time` `api-integration`
    • Vybit MCP Server - MCP Server for Vybit that allows sending customized audio notifications through MCP-compatible clients and workflows. ([Read more](/details/vybit-mcp-server.md)) `notifications` `audio` `messaging`
    • Acelle Mail MCP Server - An MCP Server integration for Acelle Mail, a self-hosted, full-featured email marketing web application, enabling MCP-based workflows and automation around email campaigns and subscriber management. ([Read more](/details/acelle-mail-mcp-server.md)) `email-marketing` `automation` `campaigns`
    • Chatwork MCP Server - MCP Server for Chatwork, providing MCP-compatible access to its group chat, messaging, and collaboration features. ([Read more](/details/chatwork-mcp-server.md)) `messaging` `team-chat` `collaboration`
    • EZ Texting MCP Server - An MCP Server for EZ Texting, providing MCP-accessible SMS marketing and messaging tools so AI agents can send and manage text campaigns via EZ Texting’s platform. ([Read more](/details/ez-texting-mcp-server.md)) `sms` `marketing` `campaigns`
    • httpSMS MCP Server - An MCP Server for httpSMS that turns an Android phone into an SMS gateway accessible from MCP-compatible agents for sending and receiving SMS programmatically. ([Read more](/details/httpsms-mcp-server.md)) `sms` `gateway` `telecom`
    • JustCall MCP Server - An MCP Server integration for JustCall, providing MCP-based access to its cloud phone and SMS system for calls and texts. ([Read more](/details/justcall-mcp-server.md)) `telephony` `sms` `cloud-phone`
    • LoopMessage MCP Server - An MCP Server for LoopMessage that exposes an iMessage API for two-way SMS/iMessage communication to MCP-compatible tools and agents. ([Read more](/details/loopmessage-mcp-server.md)) `imessage` `sms` `messaging`
    • Loops.so MCP Server - An MCP Server that integrates Loops.so’s email platform for modern SaaS—covering product, marketing, and transactional emails—into MCP workflows. ([Read more](/details/loopsso-mcp-server.md)) `email` `marketing-automation` `transactional-email`
    • Missive MCP Server - An MCP server for Missive that exposes shared inbox, email, and team chat capabilities to MCP-compatible clients and agents. ([Read more](/details/missive-mcp-server.md)) `email` `team-chat` `collaboration`
    • Placetel MCP Server - An MCP Server integration for Placetel’s cloud telephony platform, enabling programmatic management of modern business telephony through MCP. ([Read more](/details/placetel-mcp-server.md)) `telephony` `voip` `business-communications`
    • Ringover MCP Server - An MCP Server integration for Ringover that transforms business communications into programmable, growth-oriented workflows via MCP. ([Read more](/details/ringover-mcp-server.md)) `telephony` `messaging` `task-automation`
    • Sakari SMS MCP Server - Sakari SMS MCP Server integrates Sakari’s cloud SMS messaging platform with MCP, enabling automated sending and management of business text messages from MCP-aware clients. ([Read more](/details/sakari-sms-mcp-server.md)) `sms` `messaging` `business-communications`
    • Seven MCP Server - Seven MCP Server provides MCP-based integration with Seven’s SMS solutions, allowing sending and receiving text messages via API, email, or app through MCP tools. ([Read more](/details/seven-mcp-server.md)) `sms` `messaging` `api-integration`
    • Slybroadcast MCP Server - Slybroadcast MCP Server exposes Slybroadcast’s patented voicemail delivery technology via MCP, allowing direct-to-voicemail campaigns to be orchestrated by MCP agents. ([Read more](/details/slybroadcast-mcp-server.md)) `voicemail` `campaigns` `communications`
    • SMSAPI MCP Server - SMSAPI MCP Server is an MCP-compatible integration that allows AI agents to interact with the SMSAPI messaging platform for sending and managing SMS-based mobile marketing communications. ([Read more](/details/smsapi-mcp-server.md)) `messaging` `sms` `marketing`
    • SuperPhone MCP Server - SuperPhone MCP Server integrates the SuperPhone communication platform into MCP, letting AI agents manage creator and coaching communications through standardized MCP endpoints. ([Read more](/details/superphone-mcp-server.md)) `sms` `communication` `audience-engagement`
    • Vero MCP Server - An MCP server for Vero, offering access to multi-channel messaging and marketing automation via MCP tools. ([Read more](/details/vero-mcp-server.md)) `messaging` `marketing` `automation`
    • Vitel Phone MCP Server - An MCP server integrating Vitel Global’s cloud-based business phone system features into MCP-compatible environments. ([Read more](/details/vitel-phone-mcp-server.md)) `cloud-phone` `voip` `business-communications`
    • WATI MCP Server - An MCP server for WATI, providing WhatsApp marketing and customer engagement tools via MCP for automated workflows. ([Read more](/details/wati-mcp-server.md)) `whatsapp` `customer-engagement` `marketing-automation`
    • open-feishu-mcp-server - A Model Context Protocol (MCP) server for Feishu with built-in OAuth authentication, supporting remote connections and secure interaction with Feishu resources. ([Read more](/details/open-feishu-mcp-server.md)) `feishu` `messaging` `collaboration`
    • tsgram-mcp - TSgram MCP is a Telegram-focused MCP server that connects Telegram with Claude and local workspace access on your phone using TypeScript, enabling code reading and writing via MCP tools. ([Read more](/details/tsgram-mcp.md)) `telegram` `messaging` `workspace-access`
    • facebook-mcp-server - An MCP server that integrates with Facebook Pages, enabling LLMs to directly manage posts, comments, and engagement metrics via the Model Context Protocol. ([Read more](/details/facebook-mcp-server.md)) `facebook` `social-media` `marketing`
    • twitch-mcp - An MCP server for Twitch that lets streamers automate channel point predictions, trigger stream events, and extend interactive chat functionality via MCP. ([Read more](/details/twitch-mcp.md)) `twitch` `streaming` `automation`
    • Dialer MCP Server - The Dialer MCP server at https://getdialer.app/sse that allows MCP-aware agents to initiate and manage outbound phone calls via OAuth2.1 authentication. ([Read more](/details/dialer-mcp-server.md)) `telephony` `calls` `api-integration`
    • Intercom MCP Server - The Intercom MCP server at https://mcp.intercom.com/sse exposes Intercom’s customer support and messaging capabilities to MCP-based agents via OAuth2.1. ([Read more](/details/intercom-mcp-server.md)) `customer-support` `messaging` `crm`
    • Telnyx MCP Server - A Telnyx MCP server exposing programmable communications (voice, SMS, etc.) to LLM agents via authenticated Model Context Protocol endpoints. ([Read more](/details/telnyx-mcp-server.md)) `sms` `voice` `telecom`
    • Intercom MCP Server - Official Intercom MCP server powered by Cloudflare infrastructure, enabling secure real-time connection between external AI systems and Intercom data including conversations, contacts, and customer messaging. ([Read more](/details/intercom-mcp-server.md)) `Customer Messaging` `Chat` `Support`
    • Resend MCP Server - Official developer-first email MCP server for Resend platform enabling AI assistants to send emails, manage contacts, broadcasts, domains, and campaigns with excellent deliverability through a clean API. ([Read more](/details/resend-mcp-server.md)) `Email` `Developer Tools` `Communications`
    • Twilio MCP Server - Official Twilio Alpha MCP server exposing all Twilio APIs as MCP tools. Enables AI assistants to send SMS/MMS messages, make voice calls, manage contacts, and access account resources with 20.6% faster task completion. ([Read more](/details/twilio-mcp-server.md)) `Sms` `Voice` `Communications`
    • SendGrid MCP Server - Model Context Protocol server for Twilio SendGrid v3 API enabling AI agents to send emails, manage templates, track statistics, and automate email workflows through natural language commands. ([Read more](/details/sendgrid-mcp-server.md)) `Email` `Marketing` `Automation`

  • Content Management Mcp Servers

    • Obsidian MCP Server - Knowledge management MCP server for Obsidian vaults enabling AI interaction with notes. Provides comprehensive tools for reading, writing, searching, managing notes, tags, and frontmatter through the Obsidian Local REST API with automated vault management. ([Read more](/details/obsidian-mcp-server.md)) `Note Taking` `Knowledge Base` `Markdown`
    • Roam Research MCP Server - Model Context Protocol server facilitating AI interaction with Roam Research graphs through standardized interface, enabling comprehensive API access, advanced data retrieval, and seamless knowledge base management. ([Read more](/details/roam-research-mcp-server.md)) `Roam Research` `Knowledge Graph` `Note Taking`
    • DevHub CMS MCP Server - An MCP server for integrating with the DevHub CMS platform, enabling AI agents to manage and utilize website content programmatically. ([Read more](/details/devhub-cms-mcp-server.md)) `cms` `content-management` `website`
    • zettelkasten-mcp - zettelkasten-mcp is an MCP server implementing the Zettelkasten knowledge management methodology, enabling LLMs to create, link, and navigate atomic notes through the Model Context Protocol. ([Read more](/details/zettelkasten-mcp.md)) `knowledge-base` `notes` `documentation`
    • Notion MCP Server - Official Notion MCP server providing AI tools with secure access to Notion workspaces. Hosted server optimized for AI with Markdown-based API, OAuth authentication, and full read-write capabilities for pages and databases. ([Read more](/details/notion-mcp-server.md)) `Knowledge Base` `Documentation` `Collaboration`
    • edgeone-pages-mcp - An MCP service/server for deploying HTML content to Tencent EdgeOne Pages and obtaining a publicly accessible URL, allowing LLMs and MCP clients to publish and share web content programmatically. ([Read more](/details/edgeone-pages-mcp.md)) `deployment` `hosting` `website`
    • wenyan-mcp - An MCP server that lets AI agents automatically format Markdown articles and publish them to WeChat Official Accounts (GZH), tailored for Wenyan-style content workflows. ([Read more](/details/wenyan-mcp.md)) `publishing` `wechat` `markdown`
    • Obsidian GitHub MCP Server - Model Context Protocol server connecting AI assistants to GitHub repositories containing Obsidian vaults, enabling seamless integration with knowledge bases stored on GitHub for reading, searching, and analyzing notes. ([Read more](/details/obsidian-github-mcp-server.md)) `Obsidian` `Github` `Knowledge Base`
    • AutoBlogger MCP Server - An MCP Server that connects to AutoBlogger, allowing automated creation and publishing of posts through MCP-enabled agents. ([Read more](/details/autoblogger-mcp-server.md)) `blog` `content-generation` `publishing`
    • Koala AI MCP Server - MCP Server for Koala AI, enabling creation of SEO-optimized, SERP-aware, real-time data–driven articles via MCP. ([Read more](/details/koala-ai-mcp-server.md)) `content-generation` `seo` `articles`
    • PublisherKit MCP Server - An MCP server for PublisherKit, enabling automated generation of news articles, social media visuals, and related content from MCP environments. ([Read more](/details/publisherkit-mcp-server.md)) `content-generation` `news` `social-media`
    • Intuiface MCP Server - An MCP Server for Intuiface, enabling MCP-compatible agents to interact with Intuiface’s no-code platform for interactive digital experiences. ([Read more](/details/intuiface-mcp-server.md)) `interactive` `no-code` `digital-signage`
    • Cults MCP Server - An MCP Server for Cults that exposes the Cults 3D-printing model marketplace to MCP-compatible clients, enabling discovery and retrieval of 3D printer files and related metadata. ([Read more](/details/cults-mcp-server.md)) `3d-printing` `marketplace` `content-discovery`
    • Canva Enterprise MCP Server - An MCP server for Canva Enterprise, enabling organizations to create, collaborate, and publish visual content securely at scale. ([Read more](/details/canva-enterprise-mcp-server.md)) `design` `content-creation` `collaboration`
    • Cloudpress MCP Server - An MCP Server for Cloudpress that allows exporting content from Google Docs and Notion to CMS platforms via automated, programmable operations. ([Read more](/details/cloudpress-mcp-server.md)) `content-management` `cms` `publishing`
    • Hashnode MCP Server - An MCP Server on Pipedream that integrates with Hashnode, allowing workflows to interact with the developer-focused blogging and community platform. ([Read more](/details/hashnode-mcp-server.md)) `blog` `content-management` `developer-community`
    • Switchboard MCP Server - MCP Server for Switchboard, exposing its AI-driven content creation capabilities as MCP-accessible tools. ([Read more](/details/switchboard-mcp-server.md)) `content-generation` `ai` `marketing`
    • Phrase MCP Server - An MCP Server that exposes the Phrase localization platform APIs to MCP, allowing agents to manage translations and localization workflows programmatically. ([Read more](/details/phrase-mcp-server.md)) `localization` `i18n` `translations`
    • Pocket MCP Server - Pocket MCP Server is an MCP server that connects to Pocket, enabling MCP-compatible tools to manage and retrieve saved articles and videos from Pocket reading lists. ([Read more](/details/pocket-mcp-server.md)) `reading-list` `content-management` `articles`
    • Are.na MCP Server - An MCP server for Are.na, enabling interaction with the Are.na platform for connecting ideas and building knowledge from MCP-compatible clients. ([Read more](/details/arena-mcp-server.md)) `knowledge-management` `content-organization` `collections`
    • Document360 MCP Server - An MCP server for Document360 that connects MCP clients to its knowledge base software for product documentation and help content management. ([Read more](/details/document360-mcp-server.md)) `knowledge-base` `documentation` `help-center`
    • Dropmark MCP Server - An MCP server for Dropmark that lets AI tools manage and organize links, files, and notes into visual collections through MCP-compatible interfaces. ([Read more](/details/dropmark-mcp-server.md)) `content-organization` `collections` `visual`
    • Google Slides MCP Server - An MCP Server enabling AI-driven creation, editing, and collaboration on Google Slides presentations using the Pipedream MCP platform. ([Read more](/details/google-slides-mcp-server.md)) `presentations` `google-workspace` `collaboration`
    • Tettra MCP Server - An MCP Server for Tettra that connects MCP-based agents to Tettra’s team knowledge base so they can organize, retrieve, and share documentation programmatically. ([Read more](/details/tettra-mcp-server.md)) `knowledge-base` `documentation` `collaboration`
    • Yumpu MCP Server - An MCP Server integration for Yumpu, enabling MCP tools to interact with Yumpu’s digital publishing and reading platform. ([Read more](/details/yumpu-mcp-server.md)) `publishing` `documents` `content-management`
    • Directus MCP Server - An MCP Server for Directus, exposing its open data platform and headless content APIs through MCP so clients can query and manage content and schema. ([Read more](/details/directus-mcp-server.md)) `headless` `cms` `api-integration`
    • Lokalise MCP Server - MCP server exposing Lokalise’s localization and translation management capabilities within MCP-compatible environments. ([Read more](/details/lokalise-mcp-server.md)) `localization` `translation` `i18n`
    • Transifex MCP Server - MCP server for Transifex that integrates its translation and localization management platform into MCP-compatible applications. ([Read more](/details/transifex-mcp-server.md)) `localization` `translation` `content-management`
    • Weglot MCP Server - An MCP Server integration for Weglot, providing website translation and localization features via the Model Context Protocol. ([Read more](/details/weglot-mcp-server.md)) `localization` `translation` `website`
    • Membervault MCP Server - An MCP Server for MemberVault, a content and engagement platform built around the Content Ladder Framework for creators. ([Read more](/details/membervault-mcp-server.md)) `content-management` `engagement` `creators`
    • Miestro MCP Server - An MCP Server for Miestro, an online course platform designed to simplify building and launching courses in a few steps. ([Read more](/details/miestro-mcp-server.md)) `education` `course-management` `content-management`
    • neetoKB MCP Server - An MCP Server for neetoKB, a simple hosted knowledge base designed to reduce support requests. ([Read more](/details/neetokb-mcp-server.md)) `knowledge-base` `documentation` `helpdesk`
    • Contentful MCP Server - An MCP Server for Contentful using OAuth authentication, exposing Contentful’s API-first content platform to MCP-based tools. ([Read more](/details/contentful-mcp-server.md)) `cms` `content-management` `api-first`
    • Dribbble MCP Server - An MCP Server that integrates with Dribbble, allowing MCP tools to interact with Dribbble’s design sharing and discovery platform programmatically. ([Read more](/details/dribbble-mcp-server.md)) `design` `content-discovery` `media`
    • FlippingBook MCP Server - FlippingBook MCP Server integrates FlippingBook’s PDF-to-digital-flipbook conversion and analytics features with MCP, so MCP tools can generate, share, and track digital flipbooks. ([Read more](/details/flippingbook-mcp-server.md)) `publishing` `document-conversion` `analytics`
    • Frontify MCP Server - An MCP Server integration for Frontify, allowing MCP-based workflows with Frontify’s brand management platform where brand assets and guidelines are stored. ([Read more](/details/frontify-mcp-server.md)) `brand-management` `digital-assets` `content-management`
    • Goodbits MCP Server - An MCP Server integration for Goodbits, supporting curated email newsletter creation and content collection from the web and popular apps. ([Read more](/details/goodbits-mcp-server.md)) `newsletter` `email-marketing` `content-curation`
    • Hygraph MCP Server - An MCP Server for Hygraph that connects MCP clients to Hygraph’s federated content platform, enabling unified content access, structuring, and distribution via the Model Context Protocol. ([Read more](/details/hygraph-mcp-server.md)) `cms` `content-management` `api-integration`
    • Simvoly MCP Server - An MCP Server for Simvoly’s website and funnel builder platform, exposing site and funnel management capabilities to MCP-compatible agents and tools. ([Read more](/details/simvoly-mcp-server.md)) `website` `funnels` `page-builder`
    • Storyblok MCP Server - An MCP Server integrating Storyblok’s headless, API-based CMS with the Model Context Protocol so agents can manage and query content programmatically. ([Read more](/details/storyblok-mcp-server.md)) `cms` `headless` `content-management`
    • Tumblr MCP Server - An MCP Server that connects to Tumblr, allowing MCP-compatible clients to post, retrieve, and interact with Tumblr content and communities. ([Read more](/details/tumblr-mcp-server.md)) `blog` `social-media` `content-platform`
    • Amplenote MCP Server - An MCP Server that connects to Amplenote, allowing AI agents to create, organize, and act on notes and tasks within MCP-supported environments. ([Read more](/details/amplenote-mcp-server.md)) `notes` `task-management` `productivity`
    • Blogify MCP Server - An MCP Server that connects to Blogify so MCP-compatible tools can turn content such as YouTube videos into blog posts using AI. ([Read more](/details/blogify-mcp-server.md)) `content-creation` `blog` `ai-integration`
    • Dynalist MCP Server - Dynalist MCP Server connects the Dynalist outlining and note-taking platform to MCP, allowing agents to create, organize, and query outlines programmatically. ([Read more](/details/dynalist-mcp-server.md)) `notes` `outlining` `productivity`
    • Gloww MCP Server - An MCP Server for Gloww, enabling interaction with Gloww’s online interactive presentation features from MCP-based agents and workflows. ([Read more](/details/gloww-mcp-server.md)) `presentations` `interactive` `events`
    • Lucid MCP Server - An MCP Server for Lucid’s Visual Collaboration Suite, letting MCP tools create and manage visual diagrams and collaborative workspaces for hybrid teams. ([Read more](/details/lucid-mcp-server.md)) `diagrams` `collaboration` `visualization`
    • Papyrs MCP Server - An MCP Server for Papyrs that exposes intranet and internal wiki capabilities—like pages, forms, files, and collaboration—via MCP tools. ([Read more](/details/papyrs-mcp-server.md)) `intranet` `wiki` `collaboration`
    • Pinboard MCP Server - An MCP Server for Pinboard that integrates fast, ad-free social bookmarking features (saving, organizing, and retrieving bookmarks) into MCP workflows. ([Read more](/details/pinboard-mcp-server.md)) `bookmark-management` `content-search` `knowledge-management`
    • Raindrop MCP Server - An MCP Server integration for Raindrop.io, enabling AI agents to interact with Raindrop bookmarks, collections, and saved content directly via the Model Context Protocol. ([Read more](/details/raindrop-mcp-server.md)) `bookmark-management` `collections` `content-organization`
    • WordPress.com MCP Server - An MCP Server that connects to WordPress.com, allowing agents to interact with hosted WordPress sites for tasks like content creation and management. ([Read more](/details/wordpresscom-mcp-server.md)) `wordpress` `cms` `content-management`
    • WordPress MCP Server - An MCP server for self-hosted WordPress.org sites, enabling Model Context Protocol clients to interact programmatically with WordPress content and site features via tools exposed by the server. ([Read more](/details/wordpress-mcp-server.md)) `wordpress` `cms` `content-management`
    • Gravity Forms MCP Server - Gravity Forms MCP Server is an MCP integration for the Gravity Forms WordPress plugin, allowing MCP clients to build, manage, and query WordPress-based web forms. ([Read more](/details/gravity-forms-mcp-server.md)) `forms` `wordpress` `content-management`
    • WPForms MCP Server - An MCP Server integration for WPForms, providing MCP tools to create and manage WordPress forms through AI agents and automated workflows. ([Read more](/details/wpforms-mcp-server.md)) `wordpress` `forms` `automation`
    • ExpoFP MCP Server - An MCP server that connects to ExpoFP to create and interact with interactive expo and trade show floor plans programmatically. ([Read more](/details/expofp-mcp-server.md)) `events` `maps` `interactive`
    • Agility CMS MCP Server - An MCP Server for Agility CMS, integrating its headless CMS with layouts into the MCP ecosystem so AI agents can manage and interact with content programmatically. ([Read more](/details/agility-cms-mcp-server.md)) `cms` `content-management` `headless`
    • Builder.io MCP Server - An MCP Server integration for Builder.io, exposing its visual page and section building capabilities so MCP tools can manage content and layouts on modern tech stacks. ([Read more](/details/builderio-mcp-server.md)) `page-builder` `cms` `content-management`
    • Contentstack MCP Server - An MCP Server for Contentstack’s headless CMS, allowing MCP clients to access, manage, and automate content operations via Contentstack’s APIs. ([Read more](/details/contentstack-mcp-server.md)) `cms` `content-management` `api-integration`
    • Form.io MCP Server - An MCP Server integration for Form.io that enables building and managing forms and RESTful APIs via MCP, supporting web and mobile application workflows within MCP-aware tools. ([Read more](/details/formio-mcp-server.md)) `forms` `api` `no-code`
    • Ghost Admin API MCP Server - An MCP Server integration targeting the Ghost.org Admin API, allowing MCP tools to manage content, settings, and administrative operations on the Ghost publishing platform. ([Read more](/details/ghost-admin-api-mcp-server.md)) `cms` `blog` `api-integration`
    • Ghost Content API MCP Server - An MCP Server for the Ghost.org Content API that provides MCP-based access to published content from the Ghost open-source publishing platform for use in AI and automation workflows. ([Read more](/details/ghost-content-api-mcp-server.md)) `blog` `publishing` `content-management`
    • Joomla! MCP Server - An MCP Server integration for Joomla!, the free and open-source CMS and MVC web application framework, enabling model–view–controller-based web content and application management within MCP-compatible environments. ([Read more](/details/joomla-mcp-server.md)) `cms` `open-source` `web`
    • Lnk.Bio MCP Server - An MCP Server integration for Lnk.Bio that lets users manage multiple links from a single bio URL via MCP-based automation and tools. ([Read more](/details/lnkbio-mcp-server.md)) `links` `content-management` `marketing`
    • Plasmic MCP Server - An MCP Server for Plasmic that lets MCP-based tools interact with Plasmic’s visual page and content builder across different tech stacks for rapid UI and content delivery. ([Read more](/details/plasmic-mcp-server.md)) `cms` `page-builder` `content-management`
    • Prerender.io MCP Server - An MCP Server that connects to Prerender.io, enabling MCP clients to trigger dynamic rendering for JavaScript-heavy sites so they can be crawled accurately by search engines. ([Read more](/details/prerenderio-mcp-server.md)) `seo` `web` `rendering`
    • Prismic MCP Server - An MCP Server for Prismic, allowing MCP-based agents to work with Prismic’s headless page builder and CMS for Next.js, Nuxt, and SvelteKit sites. ([Read more](/details/prismic-mcp-server.md)) `cms` `headless` `page-builder`
    • Sitecreator.io MCP Server - A Pipedream MCP Server for Sitecreator.io, allowing MCP tools to interact with Sitecreator’s website-building platform programmatically. ([Read more](/details/sitecreatorio-mcp-server.md)) `website` `page-builder` `cms`
    • Siteleaf MCP Server - A Pipedream MCP Server integration for Siteleaf, enabling MCP-based access to Siteleaf’s CMS for static sites with Jekyll and GitHub sync support. ([Read more](/details/siteleaf-mcp-server.md)) `cms` `website` `content-management`
    • Squarespace MCP Server - MCP Server for Squarespace’s website builder platform, allowing MCP-compatible tools and agents to manage sites, content, and e‑commerce resources via Squarespace APIs. ([Read more](/details/squarespace-mcp-server.md)) `website` `e-commerce` `cms`
    • Tilda MCP Server - MCP Server integration for Tilda’s website builder, enabling MCP-based management of websites and content built on Tilda. ([Read more](/details/tilda-mcp-server.md)) `website` `cms` `page-builder`
    • Webvizio MCP Server - MCP Server that connects to Webvizio, enabling website feedback, review, and collaboration actions through MCP. ([Read more](/details/webvizio-mcp-server.md)) `feedback` `collaboration` `website`
    • WP Maps MCP Server - An MCP Server for WP Maps that lets you interact with WordPress map and store locator features via the MCP framework. ([Read more](/details/wp-maps-mcp-server.md)) `wordpress` `maps` `store-locator`
    • Kontent.ai MCP Server - An MCP Server for Kontent.ai, providing MCP access to its headless CMS for managing and governing content experiences. ([Read more](/details/kontentai-mcp-server.md)) `cms` `headless` `content-management`
    • Microsoft Sharepoint Online MCP Server - An MCP server integration for Microsoft SharePoint Online that lets AI agents and tools interact with SharePoint content and collaboration features via the MCP protocol. ([Read more](/details/microsoft-sharepoint-online-mcp-server.md)) `document-management` `collaboration` `content-management`
    • Omnivore MCP Server - An MCP server for Omnivore that enables MCP-compatible tools to save, retrieve, and manage read-it-later content, highlights, and notes. ([Read more](/details/omnivore-mcp-server.md)) `reading-list` `notes` `content-management`
    • typst-mcp - An MCP server for Typst, a markup-based typesetting system, providing tools for converting between LaTeX and Typst and working with Typst documents via the Model Context Protocol. ([Read more](/details/typst-mcp.md)) `document-conversion` `latex` `typst`
    • MCPVault Obsidian Server - Lightweight Model Context Protocol server for safe Obsidian vault access providing AI assistants with read/write capabilities while preventing YAML frontmatter corruption through intelligent parsing and validation. ([Read more](/details/mcpvault-obsidian-server.md)) `Obsidian` `Knowledge Base` `Note Taking`
    • Webflow MCP Server - CMS-oriented MCP server at `https://mcp.webflow.com/sse` enabling MCP agents to interact with Webflow sites and content via OAuth 2.1. ([Read more](/details/webflow-mcp-server.md)) `cms` `website` `content-management`
    • Sanity MCP Server - Official Sanity CMS MCP server connecting structured content directly to AI agents, providing 40+ tools for document operations, schema management, content releases, and AI-powered media generation through natural language. ([Read more](/details/sanity-mcp-server.md)) `Cms` `Structured Content` `Content Management`

  • Security & Attestation MCP Servers

    • qianniuspace/mcp-security-audit - A powerful MCP server for auditing npm package dependencies for security vulnerabilities, integrating remote npm registry for real-time checks. ([Read more](/details/qianniuspacemcp-security-audit.md)) `mcp` `security` `npm` `vulnerability`
    • servemyapi - A personal MCP server for securely storing and accessing API keys across projects using the macOS Keychain. ([Read more](/details/servemyapi.md)) `mcp` `api-keys` `security` `macos` `keychain`
    • mcp-dnstwist - MCP server for dnstwist, enabling DNS fuzzing and detection of typosquatting and phishing using the Model Context Protocol. ([Read more](/details/mcp-dnstwist.md)) `mcp` `security` `dns` `phishing`
    • mcp-maigret - MCP server for maigret, an OSINT tool, that enables searching usernames across social networks and analyzing URLs via MCP protocol. ([Read more](/details/mcp-maigret.md)) `mcp` `osint` `security` `social-media`
    • mcp-shodan - An MCP server for querying the Shodan API and Shodan CVEDB, providing tools for IP lookups, vulnerability queries, and device searches. ([Read more](/details/mcp-shodan.md)) `mcp` `shodan` `vulnerability` `security`
    • mcp-virustotal - MCP server for VirusTotal API, allowing scanning of URLs, file hashes, and retrieval of IP address reports through MCP integrations. ([Read more](/details/mcp-virustotal.md)) `mcp` `virustotal` `security` `malware`
    • fr0gger/MCP_Security - MCP server for querying the ORKL API to fetch threat reports and intelligence, providing security analysis tools via MCP. ([Read more](/details/fr0ggermcp_security.md)) `mcp` `security` `threat-intelligence` `analysis`
    • zoomeye-ai/mcp_zoomeye - MCP server for querying network asset information using ZoomEye, following the MCP standard. `mcp` `security` `zoomeye` `asset-discovery`
    • atomicchonk/roadrecon_mcp_server - MCP server designed for analyzing ROADrecon gather results from Azure tenant enumeration, illustrating specialized security analysis via MCP servers. ([Read more](/details/atomicchonkroadrecon_mcp_server.md)) `mcp` `security` `azure` `analysis`
    • Defectdojo Mcp - Bridges to the DefectDojo vulnerability management system, enabling interaction with security findings, products, and engagements via the Model Context Protocol. Relevant as an MCP server integration for security workflows. ([Read more](/details/defectdojo-mcp.md)) `security` `vulnerability` `mcp` `integration`
    • fosdickio/binary_ninja_mcp - Binary Ninja plugin and MCP server that integrates Binary Ninja with MCP clients for automated binary analysis and reverse engineering. ([Read more](/details/fosdickiobinary_ninja_mcp.md)) `mcp` `binary-analysis` `reverse-engineering` `automation`
    • Gaffx/volatility-mcp - MCP server for Volatility 3.x, allowing memory forensics analysis with AI assistants via the Model Context Protocol. ([Read more](/details/gaffxvolatility-mcp.md)) `mcp` `memory-forensics` `volatility` `security`
    • MCP Recon - Conversational recon interface and MCP server leveraging httpx and asnmap, supporting various security reconnaissance tasks via MCP. `mcp` `security` `osint` `open-source`
    • roadwy/cve-search_mcp - MCP server for querying the CVE-Search API, providing comprehensive access to vulnerability information via the MCP protocol. ([Read more](/details/roadwycve-search_mcp.md)) `mcp` `security` `cve` `vulnerability`
    • securityfortech/secops-mcp - All-in-one security testing toolbox MCP server, integrating popular open source security tools through a unified MCP interface. ([Read more](/details/securityfortechsecops-mcp.md)) `mcp` `security` `testing` `toolbox`
    • Air MCP - Bridges to the Binalyze AIR digital forensics platform, providing endpoint security management through an MCP server. ([Read more](/details/air-mcp.md)) `security` `forensics` `endpoint-management` `integration`
    • APKTool MCP Server - APKTool MCP Server is an MCP server for Apk Tool, enabling automated reverse engineering of Android APKs through the Model Context Protocol. ([Read more](/details/apktool-mcp-server.md)) `mcp` `reverse-engineering` `android` `open-source`
    • JADX AI MCP - JADX-AI-MCP is a plugin and MCP server for the JADX decompiler, providing live reverse engineering support with LLMs through MCP. ([Read more](/details/jadx-ai-mcp.md)) `mcp` `reverse-engineering` `ai-integration` `open-source`
    • co-browser/attestable-mcp-server - An MCP server running inside a trusted execution environment, enabling remote attestation and secure server verification for MCP clients. ([Read more](/details/co-browserattestable-mcp-server.md)) `mcp` `security` `attestation` `trusted-execution` `verification`
    • hibp-server - An MCP server that integrates with the Have I Been Pwned API, enabling AI and agents to check account or password compromise status using the Model Context Protocol. ([Read more](/details/hibp-server.md)) `mcp` `security` `hibp` `api-integration`
    • dkvdm/onepassword-mcp-server - An MCP server that allows secure credential retrieval from 1Password for use by Agentic AI, exemplifying a specialized MCP server integrating security and automation. ([Read more](/details/dkvdmonepassword-mcp-server.md)) `mcp` `security` `credentials` `automation`
    • Bloodhound MCP - Enables security professionals to analyze Active Directory and Azure AD environments through natural language queries by connecting to BloodHound's Neo4j database. Provides a concrete MCP server example for security/IT. (Merged with 'Bloodhound MCP AI') ([Read more](/details/bloodhound-mcp.md)) `security` `active-directory` `azure-ad` `neo4j`
    • Attestable Server - MCP server running inside a trusted execution environment (TEE) via Gramine, showcasing remote attestation using RA-TLS. ([Read more](/details/attestable-server.md)) `attestation` `trusted-execution` `security` `verification`
    • automated-bod-25-01-cisa-microsoft-policies-mcp - A Model Context Protocol (MCP) server to enforce CISA BOD 25-01 security controls for Microsoft 365 via Microsoft Graph API, enabling automated policy management and compliance monitoring. ([Read more](/details/automated-bod-25-01-cisa-microsoft-policies-mcp.md)) `mcp` `security` `compliance` `microsoft-365`
    • ghidra-mcp - An MCP server that exposes Ghidra's core reverse engineering tools to LLMs, allowing autonomous analysis and decompilation of binaries. Empowers AI-powered workflows for reverse engineering and vulnerability analysis via MCP. Multiple implementations exist. ([Read more](/details/ghidra-mcp.md)) `mcp` `ghidra` `reverse-engineering` `security`
    • Shodan-MCP - A security-focused MCP server integrating CVE vulnerability tracking, attack surface visualization, and automated pentesting report generation for streamlined security audits. ([Read more](/details/shodan-mcp.md)) `security` `cve` `vulnerability` `pentesting`

  • Mcp Middleware & Orchestration

    • ZenML MCP - An MCP server for ZenML that enables LLMs to interact with MLOps and LLMOps pipelines, providing orchestration and pipeline insights via the Model Context Protocol. ([Read more](/details/zenml-mcp.md)) `mlops` `orchestration` `pipelines`
    • all-in-one-model-context-protocol - A multi-service MCP server offering a collection of tools for developers—such as Confluence, Jira, YouTube, script execution, and knowledge-base access—bundled into a single Model Context Protocol server implementation. ([Read more](/details/all-in-one-model-context-protocol.md)) `multi-service` `workflow` `tool-discovery`
    • UnifAI MCP Server - An MCP server for the UnifAI Network that lets LLMs dynamically discover, search, and call tools available on the UnifAI Network through the Model Context Protocol. ([Read more](/details/unifai-mcp-server.md)) `tool-discovery` `orchestration` `ai-integration`
    • Vibe Check MCP Server - An MCP server that calls a dedicated "vibe-check" agent to prevent cascading errors and scope creep, ensuring user alignment before proceeding with tool calls or workflows. ([Read more](/details/vibe-check-mcp-server.md)) `middleware` `workflow` `guardrails`
    • AgentRPC MCP Server - An MCP server for AgentRPC that allows AI tools to connect to and invoke functions across languages and network boundaries through the AgentRPC protocol. ([Read more](/details/agentrpc-mcp-server.md)) `remote-execution` `multi-language` `orchestration`
    • Wren Engine - Wren Engine is a semantic engine designed for Model Context Protocol (MCP) clients and AI agents, acting as an MCP-compatible server/engine that helps structure and query data semantically for downstream tools and databases. ([Read more](/details/wren-engine.md)) `semantic-search` `orchestration` `data-access`
    • mcp-guardian - mcp-guardian is a GUI application and proxy toolset for managing and controlling MCP servers. It allows users to route, supervise, and secure their MCP server connections through a graphical interface. ([Read more](/details/mcp-guardian.md)) `proxy` `gateway` `orchestration`
    • MCP Create - A dynamic MCP server management service that can create, run, and manage Model Context Protocol servers on the fly, enabling on-demand MCP server orchestration. ([Read more](/details/mcp-create.md)) `orchestration` `management` `mcp`
    • magg - Magg is a meta-MCP server that acts as a universal hub for Model Context Protocol (MCP) tools, enabling LLMs to autonomously discover, install, and orchestrate multiple MCP servers from a single centralized system. ([Read more](/details/magg.md)) `orchestration` `mcp` `tool-discovery`
    • MetaMCP - MetaMCP is a unified middleware MCP server with a GUI that manages multiple MCP connections, providing a central hub to configure, orchestrate, and route requests across many MCP servers. ([Read more](/details/metamcp.md)) `orchestration` `multi-service` `gui`
    • metorial - A platform and MCP-compatible integration hub that connects AI agents to 600+ services with a single interface, handling OAuth, scaling, and monitoring for MCP-based workflows. ([Read more](/details/metorial.md)) `integration` `orchestration` `ai-agents`
    • Core MCP Server - A core orchestration MCP server that provides intelligent planning and coordination of AWS-focused MCP servers and workflows. ([Read more](/details/core-mcp-server.md)) `orchestration` `aws` `workflow`
    • OpenMesh MCP Server - Service discovery MCP server at `https://api.openmesh.dev/mcp` providing open MCP-based discovery and networking capabilities using OpenMesh. ([Read more](/details/openmesh-mcp-server.md)) `service-discovery` `orchestration` `networking`
    • Rube MCP Server - An MCP server for Rube, provided by Composio, accessible via https://rube.app/mcp with OAuth2.1. ([Read more](/details/rube-mcp-server.md)) `orchestration` `ai-integration`
    • Magg Meta MCP Server - Universal meta-MCP server acting as a hub for discovering, installing, and orchestrating multiple MCP servers, allowing LLMs to autonomously manage and coordinate distributed MCP server infrastructure. ([Read more](/details/magg-meta-mcp-server.md)) `Orchestration` `Automation` `Meta Server`
    • Aipolabs MCP - Enables dynamic search and execution of tools available on ACI.dev, acting as a flexible MCP server for tool orchestration. ([Read more](/details/aipolabs-mcp.md)) `tool-discovery` `Orchestration` `ai-integration` `open-source`

  • MCP Server Directories & Lists

    • MCPHub - MCPHub is a cross-platform GUI application designed to discover, install, and manage Model Context Protocol (MCP) servers, essentially acting as a package manager for MCP servers. ([Read more](/details/mcphub.md)) `gui` `installer` `discovery` `directory`
    • glama.ai MCP Servers - An online directory listing various MCP servers, referenced from the awesome-mcp-servers GitHub repository. Useful for browsing and discovering active MCP servers. ([Read more](/details/glamaai-mcp-servers.md)) `directory` `mcp` `ai-integration` `web`
    • Compass - MCP Compass is a discovery and recommendation service that helps AI assistants find and understand MCP servers using natural language queries. It's directly relevant as a tool to locate and interact with MCP servers. ([Read more](/details/compass.md)) `mcp` `discovery` `tool-discovery` `ai-assistant`
    • mcpmcp-server - An MCP server aggregator that lists available MCP servers, helping users discover which servers can optimize their workflows. Directly supports the MCP server ecosystem. ([Read more](/details/mcpmcp-server.md)) `mcp` `directory` `curated-list` `discovery`
    • imap-mcp - A centralized and up-to-date repository offering an extensive catalog of open-source and proprietary MCP servers, complete with features, documentation, and contributor information. Ideal for discovering and comparing the best MCP servers available. ([Read more](/details/imap-mcp.md)) `curated-list` `directory` `mcp` `reference`
    • mcpmarket.com - Directory and marketplace of MCP servers, providing a resource to discover, connect, and integrate various MCP servers and tools. ([Read more](/details/mcpmarketcom.md)) `directory` `marketplace` `resource-discovery` `mcp`
    • Ai Agent Marketplace Index Mcp - Provides a searchable index and marketplace of 5000+ AI agents and tools, allowing users to discover and monitor MCP servers for various tasks. ([Read more](/details/ai-agent-marketplace-index-mcp.md)) `directory` `ai-agent` `mcp` `curated-list` `marketplace`
    • Open-Source Repository of MCP Servers - A collection of open-source MCP server implementations for popular enterprise systems like Google Drive, Slack, GitHub, Git, Postgres, and Puppeteer. These servers demonstrate the MCP standard in action and offer ready-to-use solutions for connecting AI tools to real-world data sources. ([Read more](/details/open-source-repository-of-mcp-servers.md)) `curated-list` `directory` `mcp` `open-source`
    • Awesome Awesome MCP Servers - A curated GitHub repository listing top Model Context Protocol (MCP) servers, providing direct access to a variety of MCP server implementations and resources. Highly relevant as the central directory for discovering and contributing to MCP servers. ([Read more](/details/awesome-awesome-mcp-servers.md)) `curated-list` `directory` `mcp` `open-source`
    • Awesome MCP Servers - A curated GitHub repository listing production-ready and experimental Model Context Protocol (MCP) servers. These servers enable AI models to interact securely with local and remote resources, such as file systems, databases, version control, and more, through standardized MCP implementations. Multiple repositories exist with similar content, including those by strickvl, fmerian, and haris-musa. ([Read more](/details/awesome-mcp-servers.md)) `curated-list` `directory` `mcp` `open-source`
    • Esa Mcp - Integrates with the esa.io knowledge management platform as an MCP server, supporting advanced content management features via the Model Context Protocol. Directly relevant as an MCP server. ([Read more](/details/esa-mcp.md)) `content-management` `knowledge-base` `mcp` `integration`
    • hustcc/awesome-mcp-servers-1 - A curated GitHub repository listing production-ready and experimental Model Context Protocol (MCP) servers. It serves as a central resource for discovering, evaluating, and utilizing MCP servers that enable AI models to interact with local and remote resources via standardized protocols. ([Read more](/details/hustccawesome-mcp-servers-1.md)) `curated-list` `directory` `mcp` `open-source`
    • List of all MCP Servers - A categorized directory of MCP servers, organized by functionality such as data storage, cloud infrastructure, and AI tools, providing a comprehensive overview of available implementations. ([Read more](/details/list-of-all-mcp-servers.md)) `directory` `curated-list` `mcp` `ai-integration`
    • MCP Official Website - The central hub for MCP standard resources, including documentation, specifications, and guides to building and using MCP servers. ([Read more](/details/mcp-official-website.md)) `documentation` `mcp` `specification` `directory`
    • MCP Server Finder - A comprehensive MCP server discovery tool that provides tutorials and implementation guides alongside a searchable directory of available MCP servers. ([Read more](/details/mcp-server-finder.md)) `directory` `curated-list` `mcp` `tutorials`
    • mcp-servers-hub - A centralized hub repository offering an extensive catalog of open-source and proprietary MCP servers, including features, documentation links, and contributors. Essential for discovering and comparing top MCP server solutions. ([Read more](/details/mcp-servers-hub.md)) `curated-list` `directory` `mcp` `open-source`
    • MCP Servers Repository - The official repository aggregating MCP server implementations and resources, offering documentation, setup guides, and access points for developers starting with MCP servers. ([Read more](/details/mcp-servers-repository.md)) `curated-list` `directory` `mcp` `open-source`
    • NANDA - The official central registry and hub for decentralized MCP servers, enabling developers to register, verify, and list their MCP servers for discovery and integration with AI applications. Directly relevant for anyone building or seeking awesome MCP servers. ([Read more](/details/nanda.md)) `registry` `directory` `decentralized` `discovery`
    • Smithery - Smithery is a resource listing over 2,200 MCP servers, providing automated installation guides to streamline the deployment of server environments. (Merged with 'smithery.ai') ([Read more](/details/smithery.md)) `curated-list` `directory` `installer` `deployment`
    • MCP Servers Repository - The official repository aggregating MCP server implementations and resources, offering documentation, setup guides, and access points for developers starting with MCP servers. ([Read more](/details/mcp-servers-repository.md)) `curated-list` `directory` `mcp` `open-source`

  • File Management Mcp Servers

    • VolcEngine TOS MCP Server - A sample MCP server for VolcEngine TOS that allows flexible retrieval of objects from VolcEngine TOS storage as tools and resources for LLMs. ([Read more](/details/volcengine-tos-mcp-server.md)) `cloud-storage` `file-access` `resource-access`
    • Filesystem Platform-Agnostic MCP Server - Comprehensive platform-agnostic Model Context Protocol server providing advanced file operations including search/replace, directory tree traversal, and cross-platform filesystem capabilities for consistent file management. ([Read more](/details/filesystem-platform-agnostic-mcp-server.md)) `File Operations` `Cross Platform` `Utilities`
    • MCP File Navigator - Secure Model Context Protocol server for file system operations enabling AI assistants to access, read, write, and manage files with robust path validation and dynamic storage location management. ([Read more](/details/mcp-file-navigator.md)) `File Operations` `Security` `Navigation`
    • DigitalOcean Spaces MCP Server - MCP Server for DigitalOcean Spaces, exposing scalable object storage operations to model-context aware applications. ([Read more](/details/digitalocean-spaces-mcp-server.md)) `object-storage` `cloud` `file-storage`
    • FileStack MCP Server - An MCP Server that exposes Filestack’s file handling capabilities (uploading, transforming, and delivering files) to MCP-based tools through Pipedream. ([Read more](/details/filestack-mcp-server.md)) `file-management` `file-processing` `cdn`
    • pCloud MCP Server - An MCP Server that connects to pCloud secure encrypted cloud storage, allowing MCP clients to access and manage files in pCloud via standardized tools. ([Read more](/details/pcloud-mcp-server.md)) `cloud-storage` `file-management` `encryption`
    • Backblaze MCP Server - An MCP server integration for Backblaze that exposes its S3-compatible cloud storage capabilities to MCP tools for low-cost object storage workflows. ([Read more](/details/backblaze-mcp-server.md)) `cloud-storage` `storage` `s3-compatible`
    • Bitport MCP Server - An MCP server for Bitport that lets MCP clients download files to Bitport’s secured cloud anonymously and quickly. ([Read more](/details/bitport-mcp-server.md)) `file-storage` `cloud-storage` `file-download`
    • Dropbox MCP Server - An MCP server that connects to Dropbox, enabling secure access, upload, download, and organization of files and folders from MCP-aware applications and agents. ([Read more](/details/dropbox-mcp-server.md)) `cloud-storage` `file-management` `file-access`
    • File Store MCP Server - An MCP server providing access to File Store cloud storage, allowing MCP-aware projects to upload, download, and retrieve files as part of automated workflows. ([Read more](/details/file-store-mcp-server.md)) `file-storage` `cloud-storage` `file-management`
    • Files.com MCP Server - An MCP server for Files.com that exposes its secure SaaS FTP and file transfer features—transfer, share, and store files—to AI agents and MCP-based automations. ([Read more](/details/filescom-mcp-server.md)) `file-management` `cloud-storage` `file-transfer`
    • Google Drive MCP Server - An MCP Server for interacting with Google Drive storage, enabling AI agents to manage, access, and share files in Google Drive through Pipedream MCP. ([Read more](/details/google-drive-mcp-server.md)) `google-drive` `file-storage` `cloud-storage`
    • Google Photos MCP Server - An MCP Server that provides access to Google Photos, allowing AI agents to browse and work with photo and video libraries via Pipedream MCP. ([Read more](/details/google-photos-mcp-server.md)) `google` `media-management` `photo-library`
    • imgbb MCP Server - An MCP Server integration with imgbb that lets AI agents upload, host, and share images via the imgbb image hosting service. ([Read more](/details/imgbb-mcp-server.md)) `image-hosting` `file-storage` `media-management`
    • Microsoft OneDrive MCP Server - An MCP Server for Microsoft OneDrive that allows AI tools to store, access, and share files in OneDrive via the Pipedream MCP ecosystem. ([Read more](/details/microsoft-onedrive-mcp-server.md)) `file-storage` `cloud-storage` `file-management`
    • MinIO MCP Server - An MCP Server that exposes MinIO, a high-performance S3-compatible object storage system, to AI agents for large-scale data operations. ([Read more](/details/minio-mcp-server.md)) `s3-compatible` `storage` `cloud-native`
    • Nextcloud MCP Server - An MCP Server integration for Nextcloud, enabling AI agents to interact with self-hosted collaboration and file-sharing data through Pipedream MCP. ([Read more](/details/nextcloud-mcp-server.md)) `file-storage` `collaboration` `self-hosted`
    • SFTP MCP Server - An MCP server that enables interaction with SFTP servers using username and password authentication, allowing MCP clients to manage files over SSH File Transfer Protocol. ([Read more](/details/sftp-mcp-server.md)) `sftp` `file-management` `remote-access`
    • Uploadcare MCP Server - An MCP Server integration for Uploadcare, exposing APIs for file uploads, storage, processing, and delivery to MCP clients. ([Read more](/details/uploadcare-mcp-server.md)) `file-upload` `media-management` `cdn`
    • Zamzar MCP Server - An MCP Server for Zamzar that allows MCP clients to perform online file conversions through Zamzar’s conversion services. ([Read more](/details/zamzar-mcp-server.md)) `document-conversion` `file-processing` `api-integration`
    • Zoho WorkDrive MCP Server - An MCP Server for Zoho WorkDrive that lets MCP-based tools manage online team file storage and collaboration via Zoho WorkDrive APIs. ([Read more](/details/zoho-workdrive-mcp-server.md)) `file-storage` `collaboration` `cloud-storage`
    • Azure Storage MCP Server - An MCP Server for Azure Storage, exposing operations on scalable, secure object storage and related services within the MCP environment. ([Read more](/details/azure-storage-mcp-server.md)) `azure` `storage` `cloud`
    • Cloudflare R2 MCP Server - An MCP Server that exposes Cloudflare R2 object storage through an MCP-compatible interface, enabling multi-cloud, S3-compatible storage operations from MCP clients. ([Read more](/details/cloudflare-r2-mcp-server.md)) `object-storage` `s3-compatible` `cloud`
    • Linkish MCP Server - An MCP Server for Linkish, allowing MCP tools to interact with Linkish’s all-in-one bookmarking and link management features. ([Read more](/details/linkish-mcp-server.md)) `bookmark-management` `links` `content-management`
    • Zip Archive API MCP Server - MCP Server for the Zip Archive API that enables compression of files and creation of ZIP archives within MCP workflows. ([Read more](/details/zip-archive-api-mcp-server.md)) `compression` `file-processing` `file-management`
    • smart-tree - An AI-native directory visualization tool that exposes file-system structure and compressed context to LLMs via MCP, acting as a file-system–oriented MCP server for semantic directory browsing and context sharing. ([Read more](/details/smart-tree.md)) `filesystem` `file-browsing` `ai-assistant`
    • Google Drive MCP Server - Model Context Protocol server providing secure integration with Google Drive, Docs, Sheets, Slides, and Calendar. Enables AI assistants to search, list, read files, and manage Google Workspace documents with OAuth 2.0 authentication and comprehensive file operations. ([Read more](/details/google-drive-mcp-server.md)) `Cloud Storage` `Google Workspace` `File Management`

  • Finance & Market Data Mcp Servers

    • AWS Cost Explorer MCP Server - An MCP server for AWS Cost Explorer to analyze and optimize AWS spend (including Amazon Bedrock), exposing cost and usage data via MCP. ([Read more](/details/aws-cost-explorer-mcp-server.md)) `aws` `cost-optimization` `analytics`
    • tasty-agent - An MCP server that enables trading operations on Tastytrade via the Tastyworks API, allowing AI agents to place and manage trades. ([Read more](/details/tasty-agent.md)) `trading` `brokerage` `automation`
    • investor-agent - An MCP-compatible agent/server that integrates with Yahoo Finance to fetch stock market data, including options recommendations, for use by AI assistants and tools. ([Read more](/details/investor-agent.md)) `market-data` `stocks` `analysis`
    • Xero MCP Server - An MCP server that integrates with the Xero accounting platform APIs, offering standardized access to accounting and business data through the MCP protocol. ([Read more](/details/xero-mcp-server.md)) `accounting` `finance` `smb`
    • Hyperliquid MCP Server - An MCP server integrating the Hyperliquid SDK to provide AI agents access to Hyperliquid exchange data for trading and market analysis use cases. ([Read more](/details/hyperliquid-mcp-server.md)) `crypto` `trading` `market-data`
    • Mercado Pago MCP Server - An MCP server for Mercado Pago payments, enabling AI agents to interact with payment services, transactions, and related resources through MCP. ([Read more](/details/mercado-pago-mcp-server.md)) `payments` `transactions` `e-commerce`
    • Billplz MCP Server - An MCP Server for Billplz that exposes its payment platform APIs through MCP so agents can create, track, and manage payments programmatically. ([Read more](/details/billplz-mcp-server.md)) `payments` `billing` `api-integration`
    • Brex MCP Server - An MCP Server that integrates with Brex’s financial platform, enabling MCP clients to interact with payments, deposits, and card data in automated workflows. ([Read more](/details/brex-mcp-server.md)) `banking` `payments` `transactions`
    • Clear Books MCP Server - An MCP Server integration exposing Clear Books online accounting capabilities to MCP-based tools and agents. ([Read more](/details/clear-books-mcp-server.md)) `accounting` `small-business` `bookkeeping`
    • Codat MCP Server - An MCP Server for Codat that provides access to business financial data APIs via the Model Context Protocol. ([Read more](/details/codat-mcp-server.md)) `finance` `api-integration` `business`
    • Corrently MCP Server - An MCP Server for Corrently, enabling access to Corrently’s electricity tariff and loyalty program features, including micro‑investment workflows into renewable energy generation via MCP. ([Read more](/details/corrently-mcp-server.md)) `energy` `loyalty` `micro-investing`
    • Equifax MCP Server - An MCP Server exposing Equifax credit reporting and identity verification services, allowing automated credit checks, fraud prevention, and consumer data validation. ([Read more](/details/equifax-mcp-server.md)) `credit` `risk-analysis` `identity-management`
    • Modern Treasury MCP Server - Modern Treasury MCP Server connects MCP agents to Modern Treasury’s payment operations software, supporting automated payment initiation, reconciliation, and cash management workflows. ([Read more](/details/modern-treasury-mcp-server.md)) `payments` `banking` `transactions`
    • OANDA MCP Server - MCP Server for OANDA, enabling multi-asset trading, FX data, and payments functionality to be accessed through MCP-compatible AI workflows. ([Read more](/details/oanda-mcp-server.md)) `trading` `forex` `market-data`
    • Pennylane MCP Server - An MCP Server integration for Pennylane, providing MCP-accessible endpoints for finance, accounting, and business account management workflows. ([Read more](/details/pennylane-mcp-server.md)) `accounting` `small-business` `finance`
    • Portfolio Optimizer MCP Server - An MCP Server that exposes Portfolio Optimizer’s Nobel Prize-inspired portfolio optimization Web API capabilities through the MCP protocol. ([Read more](/details/portfolio-optimizer-mcp-server.md)) `portfolio-management` `optimization` `finance`
    • Railsr MCP Server - An MCP Server exposing Railsr’s embedded finance experience platform so MCP clients can interact with financial and banking features programmatically. ([Read more](/details/railsr-mcp-server.md)) `banking` `payments`
    • Ramp (Sandbox) MCP Server - A sandbox MCP Server for Ramp providing a full test environment to explore Ramp API endpoints and validate MCP-based applications without impacting production data. ([Read more](/details/ramp-sandbox-mcp-server.md)) `sandbox` `cards` `spend-management`
    • You Need a Budget MCP Server - An MCP Server for You Need a Budget (YNAB), allowing MCP tools to interact with budgeting data, accounts, and financial goals managed in YNAB. ([Read more](/details/you-need-a-budget-mcp-server.md)) `budgeting` `personal-finance` `accounts`
    • Beanstalk MCP Server - Beanstalk MCP Server is an MCP integration for the Beanstalk family savings and investing platform, exposing features to help manage savings and investments for children via MCP-aware tools. ([Read more](/details/beanstalk-mcp-server.md)) `investing` `savings` `personal-finance`
    • Benzinga MCP Server - Benzinga MCP Server provides MCP-based access to Benzinga’s actionable trading ideas and real-time financial news, enabling AI agents to leverage market data via an MCP server interface. ([Read more](/details/benzinga-mcp-server.md)) `market-data` `trading` `news`
    • BingX MCP Server - MCP Server for BingX crypto exchange, exposing trading and investment capabilities to AI tools over the Model Context Protocol. ([Read more](/details/bingx-mcp-server.md)) `crypto` `trading` `market-data`
    • Braintree MCP Server - MCP Server for Braintree, giving AI agents access to global commerce and payment processing tools over the Model Context Protocol. ([Read more](/details/braintree-mcp-server.md)) `payments` `e-commerce` `transactions`
    • Brex MCP Server (Staging) - Staging MCP Server for Brex, exposing payments, deposits, and card operations in a test environment through the Model Context Protocol. ([Read more](/details/brex-mcp-server-staging.md)) `payments` `banking` `transactions`
    • Cheddar MCP Server - An MCP Server wrapper for Cheddar that enables subscription and usage-based billing features to be accessed programmatically via MCP. ([Read more](/details/cheddar-mcp-server.md)) `billing` `subscriptions` `saas`
    • Cobalt MCP Server - An MCP Server for Cobalt, enabling access to fund data and related operations via MCP-compatible tools. ([Read more](/details/cobalt-mcp-server.md)) `funds` `financial-data` `investment`
    • CoinLore MCP Server - An MCP Server integration for CoinLore that provides access to cryptocurrency prices, markets, volumes, historical data, and other metrics through MCP. ([Read more](/details/coinlore-mcp-server.md)) `cryptocurrency` `market-data` `prices`
    • CoinMarketCap MCP Server - An MCP Server for CoinMarketCap, providing MCP-based access to cryptocurrency market cap rankings, charts, and related market data. ([Read more](/details/coinmarketcap-mcp-server.md)) `crypto` `market-data` `charts`
    • Coinranking MCP Server - An MCP Server that integrates Coinranking live cryptocurrency price data into MCP-compatible tools and workflows. ([Read more](/details/coinranking-mcp-server.md)) `crypto` `market-data` `real-time`
    • currencyapi MCP Server - An MCP Server wrapper for currencyapi that provides current and historical foreign exchange rates to MCP-based tools, supporting programmatic currency conversion workflows. ([Read more](/details/currencyapi-mcp-server.md)) `currency` `forex` `financial-data`
    • CurrencyScoop MCP Server - An MCP Server that connects to the CurrencyBeacon/CurrencyScoop API, offering real-time and historical FX and crypto exchange rates to MCP clients via a standardized server interface. ([Read more](/details/currencyscoop-mcp-server.md)) `exchange-rates` `forex` `crypto`
    • EODHD APIs MCP Server - An MCP Server providing access to EODHD APIs, exposing stock market fundamentals and historical price data for global stocks, ETFs, mutual funds, and bonds to MCP clients. ([Read more](/details/eodhd-apis-mcp-server.md)) `stock-market` `market-data` `financial-data`
    • Fidel API MCP Server - Fidel API MCP Server exposes Fidel’s programmable payment card APIs through MCP, allowing card-linked experiences and transaction data integrations. ([Read more](/details/fidel-api-mcp-server.md)) `payments` `api-integration` `transactions`
    • Flutterwave MCP Server - Flutterwave MCP Server offers MCP-based access to Flutterwave’s payment infrastructure to build and manage secure payment flows. ([Read more](/details/flutterwave-mcp-server.md)) `payments` `transactions` `api`
    • FreeAgent MCP Server - FreeAgent MCP Server integrates FreeAgent’s small business accounting features with MCP, supporting automated bookkeeping workflows. ([Read more](/details/freeagent-mcp-server.md)) `accounting` `small-business` `bookkeeping`
    • FreshBooks MCP Server - FreshBooks MCP Server exposes FreshBooks’ accounting and invoicing capabilities through MCP for financial automation and integrations. ([Read more](/details/freshbooks-mcp-server.md)) `accounting` `invoicing` `small-business`
    • GoCardless Bank Account Data MCP Server - GoCardless Bank Account Data MCP Server (formerly Nordigen) provides MCP-based access to bank account data aggregation services from GoCardless. ([Read more](/details/gocardless-bank-account-data-mcp-server.md)) `banking` `open-banking` `financial-data`
    • Helcim MCP Server - An MCP Server that connects to Helcim, allowing MCP clients to work with Helcim’s payment and credit card processing services for businesses in Canada and the US. ([Read more](/details/helcim-mcp-server.md)) `payments` `credit-card-processing`
    • JP Funda MCP Server - An MCP Server for JP Funda, enabling acquisition of securities report data for Japanese companies through MCP-compatible interfaces. ([Read more](/details/jp-funda-mcp-server.md)) `market-data` `japan` `securities`
    • Lexoffice MCP Server - An MCP Server that connects to Lexoffice, making its online accounting and invoicing functionalities available to MCP-compatible agents and automations. ([Read more](/details/lexoffice-mcp-server.md)) `accounting` `invoicing` `small-business`
    • Mamo Business MCP Server - An MCP Server for Mamo Business, exposing its digital payments and spend management features for businesses to MCP-based workflows and assistants. ([Read more](/details/mamo-business-mcp-server.md)) `payments` `spend-management` `business-finance`
    • Marketstack MCP Server - An MCP Server that connects to Marketstack’s real-time, intraday, and historical stock market data API for use in MCP-based workflows. ([Read more](/details/marketstack-mcp-server.md)) `stock-market` `market-data` `api-integration`
    • Mercury MCP Server - MCP Server for Mercury, allowing integration of Mercury banking functions into MCP-based automation and tooling. ([Read more](/details/mercury-mcp-server.md)) `banking` `payments` `api-integration`
    • Moneybird MCP Server - An MCP Server integration for Moneybird, exposing accounting software features through the MCP/Pipedream environment. ([Read more](/details/moneybird-mcp-server.md)) `accounting` `invoicing` `small-business`
    • MX Technologies MCP Server - An MCP Server that connects to MX Technologies, offering access to open banking, bank APIs, and data enhancement features within MCP. ([Read more](/details/mx-technologies-mcp-server.md)) `open-banking` `financial-data` `api-integration`
    • Nasdaq Data Link MCP Server - MCP Server for Nasdaq Data Link, exposing access to over 250 financial and market data sets (time series and table data) via API for MCP tools. ([Read more](/details/nasdaq-data-link-mcp-server.md)) `market-data` `finance` `datasets`
    • Paddle MCP Server - MCP Server for Paddle, a complete payments infrastructure provider for SaaS companies, enabling subscription and payment workflows within MCP. ([Read more](/details/paddle-mcp-server.md)) `payments` `subscriptions` `saas`
    • Plaid MCP Server - An MCP Server for Plaid that allows MCP agents to securely connect and interact with users’ bank account data. ([Read more](/details/plaid-mcp-server.md)) `banking` `api-integration` `transactions`
    • Polygon.io MCP Server - An MCP Server for Polygon.io, providing MCP tools with access to financial market data via a developer-focused API. ([Read more](/details/polygonio-mcp-server.md)) `market-data` `stocks` `api`
    • Poof MCP Server - An MCP Server for Poof, supporting payment workflows from crypto to fiat for digital businesses and creators via MCP. ([Read more](/details/poof-mcp-server.md)) `payments` `crypto` `e-commerce`
    • QuickBooks MCP Server - QuickBooks MCP Server is an MCP endpoint on Pipedream that integrates QuickBooks Online accounting and finance capabilities into MCP-aware applications and assistants. ([Read more](/details/quickbooks-mcp-server.md)) `accounting` `bookkeeping` `small-business`
    • QuickBooks Sandbox MCP Server - QuickBooks Sandbox MCP Server is a Pipedream Model Context Protocol server providing access to a sandboxed QuickBooks Online environment for safe development and testing of MCP-powered financial workflows. ([Read more](/details/quickbooks-sandbox-mcp-server.md)) `accounting` `sandbox` `financial-data`
    • Utradea MCP Server - An MCP Server integration for Utradea, providing MCP access to stock and crypto investment ideas, social sentiment analytics, and automated due diligence tools. ([Read more](/details/utradea-mcp-server.md)) `stocks` `crypto` `social-sentiment`
    • Wise MCP Server - An MCP Server for Wise (formerly TransferWise), making international money transfers and spending abroad features accessible via MCP. ([Read more](/details/wise-mcp-server.md)) `payments` `banking` `currency`
    • Xendit MCP Server - An MCP server that connects MCP-compatible agents to Xendit, allowing them to work with payment acceptance and disbursement features within the Xendit platform. ([Read more](/details/xendit-mcp-server.md)) `payments` `payouts`
    • Zuora Billing MCP Server - An MCP server integration for Zuora Billing, exposing subscription billing and monetization operations to MCP-compatible tools and assistants. ([Read more](/details/zuora-billing-mcp-server.md)) `billing` `subscriptions` `payments`
    • Finmo MCP Server - MCP server integration for Finmo, giving MCP tools a way to interact with Finmo’s payment and transaction capabilities. ([Read more](/details/finmo-mcp-server.md)) `payments` `transactions` `finance`
    • Baremetrics MCP Server - An MCP Server for Baremetrics, providing MCP clients with access to subscription analytics and SaaS metrics data. ([Read more](/details/baremetrics-mcp-server.md)) `analytics` `saas` `subscriptions`
    • Enigma MCP Server - An MCP Server for Enigma that lets MCP tools query fresh data about the identity and financial health of small businesses. ([Read more](/details/enigma-mcp-server.md)) `small-business` `risk-analysis` `financial-data`
    • Finage MCP Server - An MCP Server for Finage that exposes real-time and historical market data for stocks, currencies, crypto, indices, ETFs, and fundamentals to MCP tools. ([Read more](/details/finage-mcp-server.md)) `market-data` `real-time` `stocks`
    • Finnhub MCP Server - An MCP Server integration for Finnhub, enabling MCP-based systems to access stock, forex, and crypto market data, company fundamentals, and reference data via the Finnhub API. ([Read more](/details/finnhub-mcp-server.md)) `market-data` `stocks` `crypto`
    • Fixer MCP Server - An MCP Server for Fixer that provides access to foreign exchange rates and currency conversion via a JSON API in MCP-compatible environments. ([Read more](/details/fixer-mcp-server.md)) `market-data` `currency` `api-integration`
    • Mboum MCP Server - An MCP Server that connects to Mboum’s APIs for stock scanning and market data, offering intraday and end-of-day stock data, options information, and news via MCP. ([Read more](/details/mboum-mcp-server.md)) `stock-market` `market-data` `api-integration`
    • RentCast MCP Server - An MCP Server for RentCast, providing access to rental property rates and real estate market trends data. ([Read more](/details/rentcast-mcp-server.md)) `real-estate` `market-data`
    • Token Metrics MCP Server - An MCP Server exposing Token Metrics’ cryptocurrency analytics and AI insights, allowing MCP tools to discover and analyze potential high-growth crypto assets. ([Read more](/details/token-metrics-mcp-server.md)) `crypto` `market-data` `ai-insights`
    • Twelve Data MCP Server - An MCP Server integrating with Twelve Data’s APIs to supply stock, forex, and crypto market data to MCP-based applications. ([Read more](/details/twelve-data-mcp-server.md)) `market-data` `stocks` `forex`
    • Cryptowatch MCP Server - An MCP Server for Cryptowatch that exposes live Bitcoin and cryptocurrency price charts, trading data, and related market information. ([Read more](/details/cryptowatch-mcp-server.md)) `crypto` `market-data` `charts`
    • The Odds API MCP Server - An MCP Server for The Odds API, providing sports betting odds data from global bookmakers for leagues like NFL, NBA, and EPL within MCP-based tools. ([Read more](/details/the-odds-api-mcp-server.md)) `sports` `betting` `odds`
    • Fiserv MCP Server - An MCP Server for Fiserv, providing MCP-based access to Fiserv payment services to accept payments across channels and methods. ([Read more](/details/fiserv-mcp-server.md)) `payments` `banking` `transactions`
    • Bridge MCP Server - An MCP Server that connects to Bridge’s Open Banking platform so MCP tools can access and work with open banking data and services. ([Read more](/details/bridge-mcp-server.md)) `open-banking` `banking` `api`
    • Alpaca MCP Server - An MCP Server integrating the Alpaca commission-free, API-first stock brokerage platform, enabling trading and market data workflows for MCP agents. ([Read more](/details/alpaca-mcp-server.md)) `trading` `stock-market` `api-integration`
    • Polygon MCP Server - An MCP Server providing access to Polygon’s stock market data APIs, allowing MCP clients to query and integrate financial market data programmatically. ([Read more](/details/polygon-mcp-server.md)) `market-data` `stock-market` `api-integration`
    • Dext MCP Server - An MCP server for Dext that allows MCP agents to connect with Dext’s cloud accounting and real-time financial data services. ([Read more](/details/dext-mcp-server.md)) `accounting` `real-time` `finance`
    • Open Exchange Rates MCP Server - An MCP server for Open Exchange Rates that allows MCP clients to retrieve exchange rate data and perform currency conversions. ([Read more](/details/open-exchange-rates-mcp-server.md)) `currency` `exchange-rates` `api-integration`
    • Wave MCP Server - An MCP Server for Wave that exposes Wave’s small-business money management and accounting capabilities to MCP-compatible AI tools and workflows. ([Read more](/details/wave-mcp-server.md)) `accounting` `small-business` `payments`
    • QuantConnect MCP Server - A Dockerized Python-based MCP server that connects local AI clients (such as Claude Desktop) to QuantConnect’s algorithmic trading platform and financial data services. ([Read more](/details/quantconnect-mcp-server.md)) `trading` `algorithmic-trading` `financial-data`
    • mcp_massive - An MCP server that provides access to Polygon.io financial market data APIs, enabling LLLMs and tools to query real-time and historical data for stocks, indices, forex, options, and more via a standardized MCP interface. ([Read more](/details/mcp_massive.md)) `polygon-io` `market-data` `stocks`
    • AWS Billing and Cost Management MCP Server - MCP server that integrates with AWS Billing and Cost Management, providing programmatic access to cost data, usage insights, and billing analytics via MCP. ([Read more](/details/aws-billing-and-cost-management-mcp-server.md)) `aws` `cost-optimization` `analytics`
    • Manifold MCP Server - An open MCP server for Manifold Markets that lets MCP-compatible clients access forecasting and prediction market data from the Manifold platform. ([Read more](/details/manifold-mcp-server.md)) `prediction` `market-data` `forecasting`
    • Morningstar MCP Server - An MCP server for Morningstar that provides data analysis and financial data access to AI tools via https://mcp.morningstar.com/mcp using OAuth2.1. ([Read more](/details/morningstar-mcp-server.md)) `finance` `market-data` `analysis`
    • PayPal MCP Server - An MCP server for PayPal enabling AI clients to perform payment-related operations through the OAuth2.1 SSE endpoint https://mcp.paypal.com/sse. ([Read more](/details/paypal-mcp-server.md)) `payments` `e-commerce` `transactions`

  • Messaging MCP Servers

    • vrchat-mcp - An MCP server for VRChat, supporting queries about friends, worlds, avatars, and more—demonstrating the extensibility of MCP servers. ([Read more](/details/vrchat-mcp.md)) `mcp` `vrchat` `messaging` `api-integration`
    • elie222/inbox-zero - An MCP server for enhancing Gmail with Inbox Zero features, such as managing follow-ups and replies, exemplifying advanced MCP server functionality for email. ([Read more](/details/elie222inbox-zero.md)) `mcp` `gmail` `email` `productivity`
    • carterlasalle/mac_messages_mcp - An MCP server that securely integrates with your iMessage database, enabling LLMs to query and analyze iMessages—showcasing advanced MCP server capabilities. ([Read more](/details/carterlasallemac_messages_mcp.md)) `mcp` `imessage` `messaging` `llm`
    • agentmail-toolkit/mcp - An MCP server for creating dynamic email inboxes for AI agents, allowing them to send, receive, and act on email—an excellent example of a specialized MCP server. ([Read more](/details/agentmail-toolkitmcp.md)) `mcp` `email` `ai-agent` `messaging`
    • UserAd/didlogic_mcp - An MCP server for DIDLogic, supporting SIP endpoint and number management, exemplifying telephony integration with MCP servers. ([Read more](/details/useraddidlogic_mcp.md)) `mcp` `telephony` `sip` `integration`
    • Discord MCP - An MCP server connecting to Discord through a bot, offering comprehensive integration and enabling AI assistants to interact with Discord servers via the MCP protocol. ([Read more](/details/discord-mcp.md)) `discord` `ai-integration` `bot` `open-source`
    • teddyzxcv/ntfy-mcp - An MCP server for sending notifications to phones using ntfy, demonstrating real-time notification capabilities of MCP servers. ([Read more](/details/teddyzxcvntfy-mcp.md)) `mcp` `ntfy` `notifications` `real-time`
    • mattermost-mcp-host - An MCP server and host for accessing Mattermost teams, channels, and messages, integrated as a bot—demonstrating MCP server versatility. ([Read more](/details/mattermost-mcp-host.md)) `mcp` `mattermost` `messaging` `bot`
    • mcp-teams-server - An MCP server for Microsoft Teams messaging, including reading, posting, mentions, and thread listing—highlighting MCP server support for Teams. ([Read more](/details/mcp-teams-server.md)) `mcp` `messaging` `microsoft-365` `teams`
    • telegram-mcp - Telegram MCP server for API integration, supporting user data access, chat management, and message retrieval, making it a top MCP server for Telegram connectivity. ([Read more](/details/telegram-mcp.md)) `mcp` `telegram` `messaging` `api-integration`
    • slack-mcp-server - A powerful MCP server for Slack workspaces, offering comprehensive channel and messaging management. ([Read more](/details/slack-mcp-server.md)) `mcp` `slack` `messaging` `channel-management`
    • line-bot-mcp-server - An MCP server for integrating with LINE Official Accounts, facilitating messaging and channel management—an essential MCP server for LINE. ([Read more](/details/line-bot-mcp-server.md)) `mcp` `line` `messaging` `integration` `channel-management`
    • YCloud-Developers/ycloud-whatsapp-mcp-server - An MCP server for the WhatsApp Business Platform by YCloud, demonstrating business-grade messaging integration via MCP servers. ([Read more](/details/ycloud-developersycloud-whatsapp-mcp-server.md)) `mcp` `whatsapp` `messaging` `business`
    • gitmotion/ntfy-me-mcp - An ntfy MCP server for sending and fetching ntfy notifications from self-hosted servers, designed for AI agents—highlighting extensible MCP server implementations. ([Read more](/details/gitmotionntfy-me-mcp.md)) `mcp` `ntfy` `notifications` `ai-agent`
    • Dingding MCP - A Model Control Protocol (MCP) server providing access to DingDing's (Dingtalk) API features, such as retrieving tokens, department lists, and user information, for seamless integration via MCP. Includes v2 and Dingdingbot Server implementations. ([Read more](/details/dingding-mcp.md)) `mcp` `messaging` `dingtalk` `api-integration` `open-source`
    • Clicksend MCP - An MCP server integrating with ClickSend's API to provide SMS messaging and Text-to-Speech call automation. Directly relevant as a communication-focused MCP server. ([Read more](/details/clicksend-mcp.md)) `mcp` `messaging` `sms` `api-integration`
    • Feishu Server - An MCP-based service that enables AI models to interact with the Feishu (Lark) platform, supporting document reading and chatbot messaging capabilities. Directly relevant as an MCP server integration. ([Read more](/details/feishu-server.md)) `messaging` `feishu` `mcp` `integration`
    • Gmail MCP - An MCP server for integrating Gmail with auto authentication, enabling AI assistants to manage Gmail accounts through natural language, with features for sending, reading, searching, and organizing emails. ([Read more](/details/gmail-mcp.md)) `mcp` `gmail` `email` `ai-integration`
    • Headless Gmail - An MCP server providing headless Gmail access, allowing credential separation and OAuth flows for secure email operations in containerized environments. Directly relevant as an MCP server. ([Read more](/details/headless-gmail.md)) `mcp` `gmail` `email` `security`
    • microsoft-teams-mcp - A community MCP Server for Microsoft Teams that enables GDPR-safe transcriptions and incident retrospectives powered by MCP-connected services. ([Read more](/details/microsoft-teams-mcp.md)) `mcp` `microsoft-365` `gdpr` `messaging`
    • slack-mcp-gateway - An official MCP Gateway for Slack, providing meeting summaries and AI-powered search integrations within Slack using the Model Context Protocol. ([Read more](/details/slack-mcp-gateway.md)) `mcp` `slack` `gateway` `ai-integration`
    • whatsapp-mcp - WhatsApp MCP is an MCP server that facilitates searching, sending, and reading WhatsApp messages and media through the WhatsApp web multi-device API. It enables integration of WhatsApp communication features into MCP clients. ([Read more](/details/whatsapp-mcp.md)) `mcp` `messaging` `whatsapp` `api-integration`
    • wecombot-mcp-server - An MCP server application for sending diverse message types to WeCom group robots, illustrating flexible communication through MCP servers. ([Read more](/details/wecombot-mcp-server.md)) `mcp` `messaging` `wecom` `integration`

  • Blockchain & Crypto Mcp Servers

    • Solana Agent Kit MCP Server - An MCP server example built on Solana Agent Kit that lets LLMs interact with the Solana blockchain, supporting 40+ protocol actions for on-chain operations. ([Read more](/details/solana-agent-kit-mcp-server.md)) `solana` `smart-contracts` `reference-implementation`
    • Ergo Blockchain MCP Server - An MCP server for the Ergo blockchain that interfaces with node and explorer APIs to check balances, analyze transactions, inspect history, perform forensic address analysis, search tokens, and monitor network status. ([Read more](/details/ergo-blockchain-mcp-server.md)) `blockchain` `crypto` `analytics`
    • Fewsats MCP Server - An MCP server enabling AI agents to make secure purchases using the Fewsats payment platform. ([Read more](/details/fewsats-mcp-server.md)) `payments` `crypto` `transactions`
    • Web3 Research MCP - A fully local MCP server providing deep research capabilities for crypto and Web3, enabling AI agents to perform in-depth blockchain and token analysis without external dependencies. ([Read more](/details/web3-research-mcp.md)) `crypto` `web3` `analysis`
    • Virifi MCP Server - An MCP Server for Virifi, allowing MCP clients to certify and protect documents on the blockchain via Virifi’s APIs. ([Read more](/details/virifi-mcp-server.md)) `document-security` `blockchain` `attestation`
    • Blockchain Exchange MCP Server - MCP Server providing access to Blockchain.com Exchange functionality, enabling AI‑driven interaction with a fast crypto exchange via the Model Context Protocol. ([Read more](/details/blockchain-exchange-mcp-server.md)) `crypto` `exchange` `trading`
    • Blocknative MCP Server - MCP Server for Blocknative, offering AI and tools real‑time access to core blockchain infrastructure and mempool data through the Model Context Protocol. ([Read more](/details/blocknative-mcp-server.md)) `blockchain` `real-time` `web3`
    • BTCPay Server MCP Server - MCP Server integration for BTCPay Server, the open‑source, self‑hosted Bitcoin payment processor, allowing AI tools to manage Bitcoin payments with no intermediaries via the Model Context Protocol. ([Read more](/details/btcpay-server-mcp-server.md)) `bitcoin` `payments` `open-source`
    • ChangeNOW MCP Server - MCP Server integration for ChangeNOW, enabling AI‑driven access to instant crypto exchange services through the Model Context Protocol. ([Read more](/details/changenow-mcp-server.md)) `crypto` `exchange` `trading`
    • Coinbase MCP Server - An MCP Server that integrates Coinbase crypto exchange functionality—such as buying, selling, and managing cryptocurrencies—into MCP-based applications. ([Read more](/details/coinbase-mcp-server.md)) `coinbase` `cryptocurrency` `trading`
    • Coinbase Commerce MCP Server - An MCP Server for Coinbase Commerce, exposing cryptocurrency payment and merchant transaction APIs over MCP. ([Read more](/details/coinbase-commerce-mcp-server.md)) `crypto` `payments` `merchant`
    • CoinMarketCal MCP Server - An MCP Server for CoinMarketCal that exposes its cryptocurrency events database so MCP clients can query upcoming and historical crypto events. ([Read more](/details/coinmarketcal-mcp-server.md)) `crypto` `market-data` `events`
    • Covalent MCP Server - An MCP Server integration for Covalent, offering unified blockchain data access—covering billions of data points—through MCP-compatible tools. ([Read more](/details/covalent-mcp-server.md)) `blockchain` `data-access` `defi`
    • Etherscan MCP Server - An MCP Server for Etherscan that lets MCP tools query human-readable Ethereum blockchain data, including transactions, addresses, and other on-chain information. ([Read more](/details/etherscan-mcp-server.md)) `blockchain` `ethereum` `api-integration`
    • Gemini Public MCP Server - Gemini Public MCP Server connects to Gemini’s cryptocurrency exchange APIs over MCP, enabling trading and market data access. ([Read more](/details/gemini-public-mcp-server.md)) `cryptocurrency` `exchange` `trading`
    • Kucoin Futures MCP Server - An MCP Server that connects to KuCoin Futures, enabling MCP-based tools to interact with KuCoin’s cryptocurrency futures exchange services. ([Read more](/details/kucoin-futures-mcp-server.md)) `cryptocurrency` `trading` `exchange`
    • l3mbda MCP Server - An MCP Server for L3MBDA, automating Web3 actions, DeFi research, smart contract monitoring, and related on-chain workflows via MCP. ([Read more](/details/l3mbda-mcp-server.md)) `defi` `smart-contracts` `web3`
    • Luno MCP Server - An MCP Server that integrates with Luno, allowing MCP clients to safely interact with Luno’s crypto buying, saving, and management services. ([Read more](/details/luno-mcp-server.md)) `crypto` `wallet-management` `trading`
    • OpenSea MCP Server - An MCP Server integration for OpenSea, allowing interaction with the NFT marketplace (discovering, collecting, selling NFTs) through MCP-compatible tools. ([Read more](/details/opensea-mcp-server.md)) `nft` `marketplace` `web3`
    • Plisio MCP Server - An MCP Server integration for Plisio to accept and manage cryptocurrency payments through MCP-based workflows. ([Read more](/details/plisio-mcp-server.md)) `crypto` `payments`
    • PolygonScan MCP Server - An MCP Server that connects to PolygonScan, enabling MCP agents to query the Polygon (MATIC) blockchain explorer. ([Read more](/details/polygonscan-mcp-server.md)) `polygon` `blockchain` `explorer`
    • XeggeX MCP Server - An MCP Server for XeggeX, enabling MCP clients to interact programmatically with the XeggeX cryptocurrency exchange. ([Read more](/details/xeggex-mcp-server.md)) `cryptocurrency` `exchange`
    • Bitquery MCP Server - An MCP Server that connects to Bitquery’s blockchain and cryptocurrency data products, exposing on-chain analytics to MCP clients. ([Read more](/details/bitquery-mcp-server.md)) `blockchain` `crypto` `analytics`
    • Beaconchain MCP Server - An MCP Server providing access to Beaconcha.in, an open-source Ethereum beacon chain explorer, for blockchain data queries within MCP. ([Read more](/details/beaconchain-mcp-server.md)) `blockchain` `ethereum` `api-integration`
    • Kaleido MCP Server - An MCP Server integration for Kaleido, allowing MCP-based access to its blockchain, digital asset, and NFT platform services. ([Read more](/details/kaleido-mcp-server.md)) `blockchain` `nft` `digital-assets`
    • BitBadges MCP Server - MCP Server integration for BitBadges, allowing MCP tools to create, display, and verify multi‑chain digital blockchain badges. ([Read more](/details/bitbadges-mcp-server.md)) `blockchain` `multi-chain` `badge-management`
    • Overledger MCP Server - An MCP Server for the Overledger Platform, allowing MCP-compatible clients to access and orchestrate enterprise blockchain capabilities via Overledger. ([Read more](/details/overledger-mcp-server.md)) `blockchain` `enterprise` `integration`
    • Owl Protocol MCP Server - An MCP Server for Owl Protocol, exposing full-stack Web3 development features like smart wallets, REST APIs, and workflow integrations to MCP-based agents and tools. ([Read more](/details/owl-protocol-mcp-server.md)) `web3` `smart-contracts` `wallet-management`
    • Venly MCP Server - MCP Server for Venly’s NFT API, enabling Web3 and NFT operations like minting and wallet management through the MCP ecosystem. ([Read more](/details/venly-mcp-server.md)) `nft` `wallet-management` `web3`
    • Copperx MCP Server - An MCP server for Copperx that exposes its Web3 payment APIs—supporting crypto and fiat payments, recurring billing, checkout, and invoicing—to MCP-compatible agents. ([Read more](/details/copperx-mcp-server.md)) `payments` `crypto` `billing`
    • NiftyKit MCP Server - An MCP server for NiftyKit that provides MCP-based access to NiftyKit’s no-code tools for building and launching projects (such as NFT or web3 initiatives). ([Read more](/details/niftykit-mcp-server.md)) `nft` `no-code` `web3`
    • Spydra MCP Server - Spydra MCP Server is an MCP server for the Spydra asset tokenization platform, providing AI tools with programmatic access to tokenization and blockchain asset operations. ([Read more](/details/spydra-mcp-server.md)) `tokenization` `blockchain` `asset-management`
    • Starton MCP Server - Starton MCP Server provides an MCP interface to Starton, allowing AI tools to build and interact with blockchain applications via standardized MCP methods. ([Read more](/details/starton-mcp-server.md)) `blockchain` `smart-contracts` `web3`
    • Hive Intelligence MCP Server - The Hive Intelligence MCP server at https://hiveintelligence.xyz/mcp that exposes crypto-focused data and intelligence services to MCP-aware tools via OAuth2.1. ([Read more](/details/hive-intelligence-mcp-server.md)) `crypto` `market-data` `analysis`
    • OpenZeppelin Cairo Contracts MCP Server - Smart contract development MCP server at `https://mcp.openzeppelin.com/contracts/cairo/mcp` exposing OpenZeppelin’s Cairo contracts for StarkNet and related tooling as an open MCP endpoint. ([Read more](/details/openzeppelin-cairo-contracts-mcp-server.md)) `starknet` `smart-contracts` `openzeppelin`
    • OpenZeppelin Solidity Contracts MCP Server - An MCP server providing access to OpenZeppelin’s Solidity contract library, allowing AI-powered tools to discover and work with audited Ethereum smart contracts over MCP. ([Read more](/details/openzeppelin-solidity-contracts-mcp-server.md)) `ethereum` `smart-contracts` `openzeppelin`
    • OpenZeppelin Stellar Contracts MCP Server - An MCP server offering OpenZeppelin’s Stellar smart contract templates and libraries through the Model Context Protocol for programmatic exploration and integration. ([Read more](/details/openzeppelin-stellar-contracts-mcp-server.md)) `smart-contracts` `stellar` `openzeppelin`
    • OpenZeppelin Stylus Contracts MCP Server - An MCP server that exposes OpenZeppelin smart contract components for the Stylus execution environment, making them accessible to MCP-compatible agents. ([Read more](/details/openzeppelin-stylus-contracts-mcp-server.md)) `smart-contracts` `web3` `openzeppelin`

  • Project Management Mcp Servers

    • mcp-googletasks - An MCP server that interfaces with the Google Tasks API for task management, allowing LLMs to create and manage tasks programmatically. ([Read more](/details/mcp-googletasks.md)) `google-tasks` `task-management` `calendar-integration`
    • mcp-linear - An MCP server that integrates with the Linear project management system, enabling MCP clients to query and manage Linear issues, projects, and workflows through the Model Context Protocol. ([Read more](/details/mcp-linear.md)) `linear` `project-management` `issues`
    • Claude Task Master MCP Server - An AI-powered task management system for AI-driven development that includes an MCP server, enabling agents to parse PRDs, expand tasks, and orchestrate multi-provider workflows via the Model Context Protocol. ([Read more](/details/claude-task-master-mcp-server.md)) `project-management` `ai-workflows` `task-automation`
    • mcp-shrimp-task-manager - mcp-shrimp-task-manager is an MCP server providing a programming-focused task management system that augments coding agents like Cursor AI with advanced task memory, self-organization, and workflow tracking. ([Read more](/details/mcp-shrimp-task-manager.md)) `task-management` `development` `workflow`
    • Trello MCP Server - Model Context Protocol server for Trello board management, providing comprehensive tools for interacting with cards, lists, comments, and board activities through AI assistants. ([Read more](/details/trello-mcp-server.md)) `Project Management` `Kanban` `Task Tracking`
    • Height MCP Server - An MCP server that integrates Height, a collaborative work management and task tool, into MCP-based AI agents for project and task operations. ([Read more](/details/height-mcp-server.md)) `task-management` `project-management` `collaboration`
    • Leiga MCP Server - MCP Server for Leiga, bringing AI-powered teamwork and collaboration features into MCP-compatible tools. ([Read more](/details/leiga-mcp-server.md)) `collaboration` `project-management` `tasks`
    • Taskade MCP Server - An MCP server for Taskade, exposing Taskade AI’s productivity tools, dynamic workflows, and automation features to MCP-compatible applications. ([Read more](/details/taskade-mcp-server.md)) `productivity` `task-management` `workflow-automation`
    • 10,000ft MCP Server - MCP Server integration for 10,000ft by Smartsheet, providing simple resource allocation capabilities through the MCP ecosystem. ([Read more](/details/10000ft-mcp-server.md)) `resource-management` `planning` `project-management`
    • 7todos MCP Server - MCP Server for 7todos, a task board platform for tracking and managing projects for indie makers, content creators, and freelancers. ([Read more](/details/7todos-mcp-server.md)) `project-management` `tasks` `productivity`
    • Aero Workflow MCP Server - MCP Server for Aero Workflow, allowing MCP-based access to its workflow and practice management features for accounting firms. ([Read more](/details/aero-workflow-mcp-server.md)) `workflow` `practice-management` `accounting`
    • Aha MCP Server - MCP Server for Aha!, enabling product roadmap and planning features to be used through MCP-compatible clients. ([Read more](/details/aha-mcp-server.md)) `product-management` `roadmapping` `planning`
    • Airfocus MCP Server - MCP Server for airfocus, exposing its strategic product management and prioritization tools within the MCP ecosystem. ([Read more](/details/airfocus-mcp-server.md)) `product-management` `roadmapping`
    • Backlog MCP Server - MCP Server for the Backlog project and code management platform, providing MCP-compatible access to issues, repositories, and project data via the Backlog API. ([Read more](/details/backlog-mcp-server.md)) `project-management` `issues` `repository`
    • CalendarHero MCP Server - An MCP Server integration for CalendarHero that lets AI agents access smart scheduling and meeting automation features via MCP. ([Read more](/details/calendarhero-mcp-server.md)) `scheduling` `calendar` `meetings`
    • Cardinal MCP Server - An MCP Server for Cardinal that surfaces AI product backlog and product management workflows through the Model Context Protocol. ([Read more](/details/cardinal-mcp-server.md)) `product-management` `backlog` `workflow`
    • Cascade Strategy MCP Server - An MCP Server that integrates Cascade Strategy’s business planning and execution tools with MCP-compatible AI workflows. ([Read more](/details/cascade-strategy-mcp-server.md)) `planning` `strategy` `work-management`
    • eTermin MCP Server - An MCP Server integrating with eTermin for automated online appointment scheduling and calendar management via MCP-compatible tools. ([Read more](/details/etermin-mcp-server.md)) `scheduling` `appointments` `calendar`
    • ExhibitDay MCP Server - An MCP Server that integrates with ExhibitDay to plan and collaborate on trade shows and exhibits through MCP-based workflows. ([Read more](/details/exhibitday-mcp-server.md)) `events` `planning` `collaboration`
    • Float MCP Server - An MCP Server integration for Float, exposing resource and project-management capabilities to MCP tools so teams can synchronize workloads and profitability insights. ([Read more](/details/float-mcp-server.md)) `resource-management` `project-management` `planning`
    • Jira Data Center MCP Server - An MCP Server for Jira Software Data Center, allowing AI agents to plan, track, and manage large-scale agile software projects through MCP. ([Read more](/details/jira-data-center-mcp-server.md)) `project-management` `issues` `agile`
    • Jobnimbus MCP Server - An MCP Server for JobNimbus, exposing its project, contact, and task management capabilities to MCP-based AI tools and automations. ([Read more](/details/jobnimbus-mcp-server.md)) `project-management` `crm` `workflow-automation`
    • Jooto MCP Server - An MCP Server integration for Jooto, providing MCP-based access to its free task and project management platform. ([Read more](/details/jooto-mcp-server.md)) `tasks` `project-management` `kanban`
    • MaintainX MCP Server - MaintainX MCP Server connects MCP clients to MaintainX’s work order and procedure digitization platform, supporting automated maintenance task creation, updates, and tracking. ([Read more](/details/maintainx-mcp-server.md)) `maintenance` `work-orders` `operations`
    • Microsoft Viva Goals MCP Server - Microsoft Viva Goals MCP Server provides MCP-based access to Viva Goals for aligning and tracking business objectives and key results within automated workflows. ([Read more](/details/microsoft-viva-goals-mcp-server.md)) `okr` `goal-tracking` `analytics`
    • monday.com MCP Server - monday.com (OAuth) MCP Server is an MCP endpoint for monday.com’s Work OS that uses OAuth, enabling secure AI-driven automation of boards, tasks, and project workflows. ([Read more](/details/mondaycom-mcp-server.md)) `project-management` `workflow-automation` `tasks`
    • morningmate MCP Server - An MCP Server integration for morningmate, enabling AI agents and automated workflows to interact with morningmate’s team collaboration and work social media platform. ([Read more](/details/morningmate-mcp-server.md)) `collaboration` `team-chat` `productivity`
    • Nifty MCP Server - An MCP Server for Nifty, enabling AI workflows to manage projects and remote collaboration tasks through MCP interfaces. ([Read more](/details/nifty-mcp-server.md)) `project-management` `collaboration` `remote-work`
    • Onethread MCP Server - An MCP Server for Onethread that allows AI workflows to plan, organize, and track projects with transparent progress via MCP tools. ([Read more](/details/onethread-mcp-server.md)) `project-management` `tasks` `collaboration`
    • Planview Leankit MCP Server - An MCP Server for Planview LeanKit, providing MCP-based access to enterprise Kanban boards and work tracking from strategy to delivery. ([Read more](/details/planview-leankit-mcp-server.md)) `kanban` `enterprise` `work-management`
    • Project Bubble MCP Server - An MCP Server integration for Project Bubble (ProProfs Project) that exposes online project management capabilities—such as managing projects, tasks, and collaboration—through the Model Context Protocol. ([Read more](/details/project-bubble-mcp-server.md)) `project-management` `tasks` `collaboration`
    • Resource Guru MCP Server - An MCP Server for Resource Guru that offers MCP endpoints to manage resources, schedules, and utilization via AI-driven tools. ([Read more](/details/resource-guru-mcp-server.md)) `resource-management` `scheduling` `work-management`
    • Teamcamp MCP Server - An MCP Server for Teamcamp, enabling project management, tasks, and collaboration data to be accessed and managed by MCP-compatible tools. ([Read more](/details/teamcamp-mcp-server.md)) `project-management` `tasks` `collaboration`
    • Tick MCP Server - An MCP Server for Tick, giving MCP-based tools access to time tracking and project budget data so they can help keep projects on schedule and profitable. ([Read more](/details/tick-mcp-server.md)) `time-tracking` `budgeting` `project-management`
    • Workamajig MCP Server - An MCP Server for Workamajig, bringing its marketing and creative project management workflows into MCP-compatible environments. ([Read more](/details/workamajig-mcp-server.md)) `project-management` `marketing` `workflow-automation`
    • WorkflowMax MCP Server - An MCP Server for Workflow Max, providing MCP-based access to its all-in-one project and job management capabilities. ([Read more](/details/workflowmax-mcp-server.md)) `project-management` `job-management` `workflow`
    • Workiom MCP Server - An MCP Server for Workiom, a no-code data and task management platform, allowing MCP clients to automate and collaborate on Workiom-stored data. ([Read more](/details/workiom-mcp-server.md)) `no-code` `task-management` `work-management`
    • Yodiz MCP Server - An MCP Server for Yodiz that exposes agile project and scrum management features—such as epics, stories, and sprints—to MCP-based workflows. ([Read more](/details/yodiz-mcp-server.md)) `agile` `scrum` `project-management`
    • Vectera MCP Server - An MCP Server for Vectera, enabling MCP clients to schedule appointments and manage online video meetings and client sessions through Vectera’s platform. ([Read more](/details/vectera-mcp-server.md)) `meetings` `video` `scheduling`
    • BugHerd MCP Server - An MCP Server integration for BugHerd that allows MCP-compatible tools to collect website feedback and manage visual bug tracking tasks via BugHerd’s platform. ([Read more](/details/bugherd-mcp-server.md)) `bug-tracking` `feedback` `website`
    • Fibery MCP Server - An MCP Server integration for Fibery, enabling MCP-compatible tools and workflows to interact with Fibery’s connected workspace for teams (knowledge base, docs, and work management) via Pipedream. ([Read more](/details/fibery-mcp-server.md)) `knowledge-base` `project-management` `collaboration`
    • FogBugz MCP Server - An MCP Server for integrating FogBugz project management with MCP clients, allowing workflows such as issue tracking and project coordination via Pipedream. ([Read more](/details/fogbugz-mcp-server.md)) `issue-tracking` `bug-tracking` `project-management`
    • Lighthouse MCP Server - An MCP Server for Lighthouse issue tracking, allowing AI agents and MCP clients to interact with Lighthouse projects and issues via the Model Context Protocol. ([Read more](/details/lighthouse-mcp-server.md)) `issue-tracking` `project-management` `tickets`
    • ProdPad MCP Server - An MCP Server for ProdPad that exposes product management capabilities—roadmapping, backlog management, team communication, and customer feedback—to MCP-compatible tools and agents. ([Read more](/details/prodpad-mcp-server.md)) `product-management` `roadmapping` `backlog`
    • Sifter MCP Server - An MCP Server for Sifter issue tracking, allowing MCP-compatible agents to create, manage, and query issues in Sifter’s simple, streamlined tracker. ([Read more](/details/sifter-mcp-server.md)) `issues` `bug-tracking` `project-management`
    • Air MCP Server - An MCP server for Air, providing access to its creative operations platform capabilities for managing creative work and assets within MCP-compatible tools. ([Read more](/details/air-mcp-server.md)) `creative` `asset-management` `collaboration`
    • Canny MCP Server - An MCP server providing access to Canny’s feature request tracking and customer feedback data, allowing MCP-compatible agents to read and organize roadmap insights via Pipedream. ([Read more](/details/canny-mcp-server.md)) `customer-feedback` `product-management` `roadmapping`
    • Teamioo MCP Server - An MCP Server for Teamioo that lets tools and agents integrate with Teamioo’s teamwork and project collaboration capabilities. ([Read more](/details/teamioo-mcp-server.md)) `collaboration` `teamwork` `tasks`
    • Workboard MCP Server - An MCP Server for Workboard that exposes its enterprise results and OKR platform to MCP-based automation and agent workflows. ([Read more](/details/workboard-mcp-server.md)) `okr` `goals` `performance-management`
    • actiTIME MCP Server - An MCP Server integration for actiTIME, enabling model-context access to actiTIME’s time tracking and project cost management capabilities. ([Read more](/details/actitime-mcp-server.md)) `time-tracking` `project-management`
    • Amazing Marvin MCP Server - MCP Server for the Amazing Marvin productivity app, enabling AI-driven task and productivity workflows via MCP. ([Read more](/details/amazing-marvin-mcp-server.md)) `productivity` `task-management` `planning`
    • Avaza MCP Server - An MCP Server that exposes Avaza’s project management, timesheets, and invoicing features to AI agents through the Model Context Protocol. ([Read more](/details/avaza-mcp-server.md)) `project-management` `time-tracking` `invoicing`
    • awork MCP Server - MCP Server for awork, providing AI-driven access to its smart digital work assistant features such as tasks and project organization. ([Read more](/details/awork-mcp-server.md)) `project-management` `tasks` `work-management`
    • Basecamp MCP Server - An MCP Server integration for Basecamp that connects MCP-enabled tools to Basecamp’s project management and team communication functions. ([Read more](/details/basecamp-mcp-server.md)) `project-management` `team-collaboration`
    • Blue MCP Server - An MCP Server for Blue, providing MCP-based access to the Blue teamwork and collaboration platform. ([Read more](/details/blue-mcp-server.md)) `collaboration` `project-management`
    • Breeze MCP Server - An MCP Server for Breeze project management, letting MCP-compatible assistants plan, track, and organize work using Breeze’s APIs. ([Read more](/details/breeze-mcp-server.md)) `project-management` `tasks` `collaboration`
    • Celoxis MCP Server - An MCP Server that integrates with Celoxis project management software, enabling MCP clients to manage projects, tasks, and resources via Celoxis APIs. ([Read more](/details/celoxis-mcp-server.md)) `project-management` `tasks` `work-management`
    • Checkvist MCP Server - An MCP Server integration for Checkvist, giving MCP-compatible agents access to task management and outlining features such as tags, due dates, and collaboration. ([Read more](/details/checkvist-mcp-server.md)) `task-management` `outlining` `collaboration`
    • Clockify MCP Server - An MCP Server integration for Clockify, providing MCP-based access to its time tracking features and data. ([Read more](/details/clockify-mcp-server.md)) `time-tracking` `productivity`
    • Coda MCP Server - Coda MCP Server exposes Coda’s docs-as-apps platform through the MCP protocol, allowing tools and agents to programmatically create, modify, and query Coda docs, tables, and workflows. ([Read more](/details/coda-mcp-server.md)) `documents` `workflow` `collaboration`
    • Decision Journal MCP Server - Decision Journal MCP Server integrates the Decision Journal app with MCP, allowing agents and tools to log, track, and analyze decisions programmatically. ([Read more](/details/decision-journal-mcp-server.md)) `decision-tracking` `productivity` `analytics`
    • DoneDone MCP Server - DoneDone MCP Server brings DoneDone’s simple task tracking and shared inbox features into MCP, allowing programmatic management of tasks and support conversations. ([Read more](/details/donedone-mcp-server.md)) `task-management` `shared-inbox` `support`
    • Easy Project MCP Server - Easy Project MCP Server exposes the Easy Project project management platform through MCP, enabling automated project, task, and resource management operations. ([Read more](/details/easy-project-mcp-server.md)) `project-management` `tasks` `resource-management`
    • Easy Projects MCP Server - Easy Projects MCP Server integrates the Easy Projects work management tool with MCP so agents can programmatically manage projects, tasks, and collaboration workflows. ([Read more](/details/easy-projects-mcp-server.md)) `project-management` `tasks` `work-management`
    • Everhour MCP Server - An MCP Server for Everhour that exposes time tracking, budgeting, and reporting capabilities of Everhour to MCP-based workflows and tools. ([Read more](/details/everhour-mcp-server.md)) `time-tracking` `reporting` `budgeting`
    • Favro MCP Server - An MCP Server integration for Favro, allowing MCP-compatible tools to interact with Favro’s agile planning and collaboration features. ([Read more](/details/favro-mcp-server.md)) `project-management` `agile` `collaboration`
    • Focuster MCP Server - An MCP Server integration for Focuster, exposing Focuster’s focus and goal management capabilities to MCP-based automation and assistants. ([Read more](/details/focuster-mcp-server.md)) `productivity` `tasks` `goal-tracking`
    • Freedcamp MCP Server - An MCP Server integration for Freedcamp, enabling MCP workflows to interact with Freedcamp’s project management and collaboration features. ([Read more](/details/freedcamp-mcp-server.md)) `project-management` `collaboration` `tasks`
    • Habitica MCP Server - MCP Server that connects to Habitica, enabling task and habit management through a gamified productivity platform within MCP workflows. ([Read more](/details/habitica-mcp-server.md)) `habit-tracking` `gamification` `productivity`
    • Habitify MCP Server - MCP Server integration for Habitify, allowing MCP tools to create, track, and analyze habits and routines programmatically. ([Read more](/details/habitify-mcp-server.md)) `habit-tracking` `productivity`
    • HUB Planner MCP Server - MCP Server integration for HUB Planner, enabling resource management, planning, scheduling, and timesheet data access via MCP. ([Read more](/details/hub-planner-mcp-server.md)) `resource-management` `scheduling` `time-tracking`
    • Hubstaff MCP Server - MCP Server for Hubstaff, exposing time tracking and workforce management capabilities to MCP-based assistants and workflows. ([Read more](/details/hubstaff-mcp-server.md)) `time-tracking` `workforce-management`
    • iCal MCP Server - MCP Server that interfaces with iCalendar-compatible calendars, enabling MCP tools to read and manage calendar and scheduling information via the iCal standard. ([Read more](/details/ical-mcp-server.md)) `calendar` `scheduling` `calendar-integration`
    • Kanban Tool MCP Server - An MCP Server that connects to Kanban Tool, providing AI or automation agents access to visual Kanban boards, workflow tracking, and time tracking capabilities. ([Read more](/details/kanban-tool-mcp-server.md)) `kanban` `time-tracking` `work-management`
    • KanbanFlow MCP Server - An MCP Server integration for KanbanFlow, enabling Lean project management and Pomodoro-based time tracking through MCP-compatible tools. ([Read more](/details/kanbanflow-mcp-server.md)) `kanban` `time-tracking` `tasks`
    • Kanbanize MCP Server - An MCP Server for Kanbanize that exposes Lean and Kanban project management workflows to MCP agents for advanced product teams. ([Read more](/details/kanbanize-mcp-server.md)) `kanban` `project-management` `agile`
    • Linear MCP Server - An MCP Server for Linear authenticated via API key, enabling access to issue tracking, sprints, tasks, and bug management for software teams. ([Read more](/details/linear-mcp-server.md)) `issues` `bug-tracking` `project-management`
    • Loomio MCP Server - An MCP Server integration for Loomio, enabling collaborative decision-making, discussion, and proposal workflows to be orchestrated via MCP agents. ([Read more](/details/loomio-mcp-server.md)) `collaboration` `workflow` `decision-making`
    • Magnetic MCP Server - An MCP Server for Magnetic Software, exposing its integrated cloud platform for project management, sales CRM, and accounts to MCP-compatible tools and agents. ([Read more](/details/magnetic-mcp-server.md)) `project-management` `crm` `business`
    • MeisterTask MCP Server - An MCP Server for MeisterTask that lets MCP-based agents manage tasks, projects, and team workflows within the MeisterTask ecosystem. ([Read more](/details/meistertask-mcp-server.md)) `tasks` `project-management` `workflow`
    • Microsoft To Do MCP Server - An MCP Server that integrates Microsoft To Do with MCP-compatible clients, allowing programmatic creation and management of to-do lists, reminders, and notes. ([Read more](/details/microsoft-to-do-mcp-server.md)) `task-management` `productivity` `reminders`
    • Morgen MCP Server - An MCP Server integration for Morgen, enabling MCP-based tools to interact with calendar data and daily planning workflows. ([Read more](/details/morgen-mcp-server.md)) `calendar` `productivity`
    • Mural MCP Server - An MCP Server that exposes Mural’s visual collaboration and whiteboarding features to MCP clients for collaborative diagramming and planning. ([Read more](/details/mural-mcp-server.md)) `collaboration` `whiteboarding` `planning`
    • Nozbe Teams MCP Server - An MCP Server for Nozbe Teams, exposing its cloud-based team task management features for automated task and project handling via MCP. ([Read more](/details/nozbe-teams-mcp-server.md)) `task-management` `team-collaboration` `productivity`
    • OFFLIGHT MCP Server - An MCP Server for OFFLIGHT, combining to-dos, schedules, and time tracking so MCP-compatible agents can manage personal productivity data. ([Read more](/details/offlight-mcp-server.md)) `productivity` `time-tracking` `task-management`
    • OneDesk MCP Server - An MCP Server for OneDesk that brings its helpdesk and project management capabilities into MCP environments for unified support and project workflows. ([Read more](/details/onedesk-mcp-server.md)) `helpdesk` `project-management` `tasks`
    • OnStrategy MCP Server - An MCP Server integration for OnStrategy, enabling strategic planning and execution workflows—such as goal tracking and plan management—through the MCP ecosystem. ([Read more](/details/onstrategy-mcp-server.md)) `goal-tracking` `planning` `strategy`
    • Paymo MCP Server - An MCP Server for Paymo, providing access to work and project management features (tasks, time tracking, projects) through the MCP interface. ([Read more](/details/paymo-mcp-server.md)) `project-management` `time-tracking` `tasks`
    • Pivotal Tracker MCP Server - An MCP Server integration with Pivotal Tracker, enabling agile project management actions like story and backlog management through MCP tools. ([Read more](/details/pivotal-tracker-mcp-server.md)) `project-management` `agile` `issues`
    • Podio MCP Server - An MCP Server for Podio that surfaces no-code app, project, and workflow automation capabilities into the MCP ecosystem. ([Read more](/details/podio-mcp-server.md)) `project-management` `no-code` `workflow`
    • Procore MCP Server - An MCP Server for Procore that exposes construction project management capabilities—such as projects, documents, and workflows—within MCP. ([Read more](/details/procore-mcp-server.md)) `project-management` `construction` `workflows`
    • Productive.io MCP Server - An MCP Server for Productive.io that integrates agency management functions like projects, budgets, and resource planning into MCP workflows. ([Read more](/details/productiveio-mcp-server.md)) `project-management` `resource-management` `agency`
    • ProWorkflow MCP Server - An MCP Server for ProWorkflow, exposing project, task, and time management features for orchestration via the MCP environment. ([Read more](/details/proworkflow-mcp-server.md)) `project-management` `tasks` `time-tracking`
    • Range MCP Server - An MCP Server that connects to Range, allowing AI agents to access team check-ins, updates, and work coordination data through the Model Context Protocol. ([Read more](/details/range-mcp-server.md)) `team-updates` `collaboration` `project-management`
    • Redmine MCP Server - An MCP Server for Redmine that exposes project management and issue tracking capabilities to AI agents via the Model Context Protocol. ([Read more](/details/redmine-mcp-server.md)) `project-management` `issues` `bug-tracking`
    • Shortcut MCP Server - An MCP Server for Shortcut that gives AI agents access to project management artifacts like stories, epics, and workflows through the Model Context Protocol. ([Read more](/details/shortcut-mcp-server.md)) `project-management` `agile`
    • Smartsheet MCP Server - An MCP Server that integrates Smartsheet’s dynamic work and collaboration platform with AI agents via the Model Context Protocol. ([Read more](/details/smartsheet-mcp-server.md)) `collaboration` `work-management` `spreadsheets`
    • SmartSuite MCP Server - An MCP Server for SmartSuite, exposing work management data and workflows so AI agents can interact with SmartSuite via the Model Context Protocol. ([Read more](/details/smartsuite-mcp-server.md)) `work-management` `collaboration` `tasks`
    • Status Hero MCP Server - An MCP Server for Status Hero, enabling MCP clients to interact with Status Hero’s work communication and asynchronous status reporting capabilities programmatically. ([Read more](/details/status-hero-mcp-server.md)) `status-reports` `teamwork` `communication`
    • Stormboard MCP Server - An MCP Server that connects to Stormboard’s online sticky-note whiteboard, allowing MCP-compatible agents to collaborate with and manipulate Stormboard boards. ([Read more](/details/stormboard-mcp-server.md)) `whiteboarding` `collaboration` `brainstorming`
    • Teamdeck MCP Server - An MCP Server for Teamdeck, bringing its resource management, scheduling, and time-tracking functionality into MCP-aware systems. ([Read more](/details/teamdeck-mcp-server.md)) `resource-management` `scheduling` `time-tracking`
    • Teamup MCP Server - An MCP Server that integrates Teamup’s shared calendar and scheduling features into MCP-compatible applications. ([Read more](/details/teamup-mcp-server.md)) `calendar` `scheduling`
    • Teamwork MCP Server - An MCP Server for Teamwork, exposing its project management features to MCP tools and agents. ([Read more](/details/teamwork-mcp-server.md)) `project-management` `collaboration`
    • TickTick MCP Server - An MCP Server for TickTick that surfaces its task, calendar, and productivity modules to MCP-based AI workflows. ([Read more](/details/ticktick-mcp-server.md)) `task-management` `calendar` `productivity`
    • TimeCamp MCP Server - An MCP Server for TimeCamp that allows MCP tools to leverage automatic time tracking and reporting features. ([Read more](/details/timecamp-mcp-server.md)) `time-tracking` `reporting`
    • Timing MCP Server - MCP server for Timing, an automatic time and productivity tracking app for macOS that logs activity without manual timers, accessible through MCP. ([Read more](/details/timing-mcp-server.md)) `time-tracking` `productivity` `analytics`
    • TMetric MCP Server - MCP server integration for TMetric, a time tracking application designed to improve productivity and business efficiency through detailed tracking via MCP. ([Read more](/details/tmetric-mcp-server.md)) `time-tracking` `productivity` `tasks`
    • Trello MCP Server - MCP server integration for Trello, allowing MCP-compatible systems to interact with Trello boards, cards, and workflows for project management. ([Read more](/details/trello-mcp-server.md)) `project-management` `kanban` `tasks`
    • Upwave MCP Server - MCP server for Upwave, a visual collaboration platform for projects, portfolios, and tasks, made accessible to MCP tools. ([Read more](/details/upwave-mcp-server.md)) `project-management` `collaboration` `visualization`
    • VivifyScrum MCP Server - MCP server for VivifyScrum, an agile project management tool supporting Scrum and Kanban boards, integrated for use with MCP clients. ([Read more](/details/vivifyscrum-mcp-server.md)) `agile` `scrum` `kanban`
    • Workast MCP Server - An MCP Server for Workast, exposing task and project management features inside Slack to AI agents and tools via MCP. ([Read more](/details/workast-mcp-server.md)) `task-management` `project-management` `slack`
    • Workstack MCP Server - An MCP Server for Workstack that lets MCP-compatible agents manage projects and team schedules using Workstack’s online project management system. ([Read more](/details/workstack-mcp-server.md)) `project-management` `scheduling` `team-management`
    • Yanado MCP Server - An MCP Server for Yanado that allows MCP-based tools to manage projects and tasks directly in the environments where users already work. ([Read more](/details/yanado-mcp-server.md)) `project-management` `tasks`
    • Zenkit MCP Server - An MCP Server for Zenkit providing MCP-based access to Zenkit’s productivity and collaboration features for managing projects, tasks, and data. ([Read more](/details/zenkit-mcp-server.md)) `productivity` `collaboration` `tasks`
    • Zoho Projects MCP Server - An MCP Server for Zoho Projects, enabling AI agents to interact with Zoho’s online project management features such as tasks, milestones, and collaboration tools. ([Read more](/details/zoho-projects-mcp-server.md)) `project-management` `tasks` `collaboration`
    • Zoho Tables MCP Server - An MCP Server for Zoho Tables exposing collaborative work management and database-style tables to MCP-based agents and workflows. ([Read more](/details/zoho-tables-mcp-server.md)) `work-management` `database` `collaboration`
    • Dart MCP Server - An MCP Server for Dart, an AI-driven project management platform, enabling MCP tools to interact with project, task, and planning data managed by Dart. ([Read more](/details/dart-mcp-server.md)) `project-management` `tasks` `ai-assistant`
    • Miro Developer App MCP Server - An MCP Server for Miro’s developer platform, bringing visual collaboration and whiteboarding capabilities into MCP workflows and tools. ([Read more](/details/miro-developer-app-mcp-server.md)) `whiteboarding` `collaboration` `productivity`
    • Bloom Growth MCP Server - MCP Server for Bloom Growth, integrating its team growth and performance ecosystem into MCP-driven workflows. ([Read more](/details/bloom-growth-mcp-server.md)) `performance-management` `team-management` `goals`
    • FTrack MCP Server - An MCP Server that connects ftrack’s team collaboration and media review platform to MCP, allowing AI agents to interact with projects, assets, and review workflows. ([Read more](/details/ftrack-mcp-server.md)) `collaboration` `media` `work-management`
    • Infinity MCP Server - An MCP Server for Infinity, providing access to its work and project organization features through the Model Context Protocol. ([Read more](/details/infinity-mcp-server.md)) `project-management` `tasks` `collaboration`
    • Kite Suite MCP Server - An MCP Server integration for Kite Suite, enabling MCP-based project management and tracking workflows. ([Read more](/details/kite-suite-mcp-server.md)) `project-management` `tasks` `workflow`
    • Klaxoon MCP Server - An MCP Server for Klaxoon, bringing its collaborative meeting, brainstorming, and teamwork tools into MCP clients. ([Read more](/details/klaxoon-mcp-server.md)) `collaboration` `meetings` `work-management`
    • Microsoft 365 Planner MCP Server - An MCP Server for Microsoft 365 Planner that provides MCP-based access to Planner’s simple, visual task and teamwork organization features. ([Read more](/details/microsoft-365-planner-mcp-server.md)) `tasks` `planning` `microsoft-365`
    • Motion MCP Server - An MCP server for Motion that provides access to calendars, meetings, projects, and tasks through the MCP protocol. ([Read more](/details/motion-mcp-server.md)) `project-management` `scheduling` `tasks`
    • Setmore MCP Server - Setmore MCP Server exposes Setmore’s online scheduling platform over MCP, letting AI agents manage appointments, calendars, and customer bookings programmatically. ([Read more](/details/setmore-mcp-server.md)) `appointments` `scheduling` `calendar`
    • Streamtime MCP Server - Streamtime MCP Server is an MCP integration for the Streamtime project management platform, enabling AI-driven task, team, and time-tracking workflows through MCP. ([Read more](/details/streamtime-mcp-server.md)) `project-management` `time-tracking` `tasks`
    • TeamGantt MCP Server - TeamGantt MCP Server connects the TeamGantt project management and Gantt chart platform with MCP, allowing AI agents to manage projects and timelines via standardized MCP calls. ([Read more](/details/teamgantt-mcp-server.md)) `project-management` `gantt` `scheduling`
    • TidyCal MCP Server - An MCP server that connects TidyCal’s scheduling capabilities to MCP-based agents, allowing programmatic scheduling and calendar interactions. ([Read more](/details/tidycal-mcp-server.md)) `scheduling` `calendar` `appointments`
    • Zoho BugTracker MCP Server - An MCP Server for Zoho BugTracker, enabling MCP-based agents to track, create, and update issues and bugs programmatically. ([Read more](/details/zoho-bugtracker-mcp-server.md)) `bug-tracking` `issues` `project-management`
    • Zoho Calendar MCP Server - An MCP Server that exposes Zoho Calendar’s scheduling and calendar management features for integration with MCP-compatible AI assistants. ([Read more](/details/zoho-calendar-mcp-server.md)) `calendar` `scheduling` `productivity`
    • Zoho Sprints MCP Server - Zoho Sprints MCP Server is an MCP-compatible server that connects AI agents to Zoho Sprints’ agile project management features, including Scrum boards, backlogs, reports, timesheets, meetings, and dashboards. ([Read more](/details/zoho-sprints-mcp-server.md)) `agile` `scrum` `project-management`
    • Jira MCP Server - Official Atlassian Rovo MCP server for Jira and Confluence integration. Enables AI assistants to manage issues, projects, workflows, comments, and worklogs with JQL search, development insights, and secure OAuth authentication for Cloud and Data Center deployments. ([Read more](/details/jira-mcp-server.md)) `Issue Tracking` `Project Management` `Atlassian`
    • Asana MCP Server - An MCP (Model Context Protocol) server integration for Asana that exposes project and task management capabilities over SSE at https://mcp.asana.com/sse, enabling AI tools and MCP clients to interact with Asana projects via OAuth2.1 authentication. ([Read more](/details/asana-mcp-server.md)) `project-management` `tasks` `collaboration`
    • Atlassian Remote MCP Server - Enterprise Model Context Protocol server enabling seamless connectivity between Atlassian knowledge (Jira, Confluence) and AI tools, allowing teams to summarize work items, create issues, and perform multi-step actions from AI assistants. ([Read more](/details/atlassian-remote-mcp-server.md)) `Atlassian` `Jira` `Confluence`
    • Linear MCP Server - Linear MCP server providing standardized interface to Linear's issue tracking system. Enables project management, issue tracking, and automation with 21 specialized tools for comprehensive Linear integration including advanced search and team management. ([Read more](/details/linear-mcp-server.md)) `Issue Tracking` `Project Management` `Agile`
    • Miro MCP Server - Official Miro hosted MCP server providing secure access to collaborative whiteboard features, enabling AI assistants to create sticky notes, manage boards, and handle enterprise features through 80+ tools. ([Read more](/details/miro-mcp-server.md)) `Collaboration` `Whiteboard` `Visual Collaboration`
    • Monday.com MCP Server - Official hosted Model Context Protocol server connecting AI assistants like Claude, Cursor, and Copilot Studio to monday.com workspaces. Enables smart task management, project reporting, and workflow automation across 3,000+ apps at no additional cost. ([Read more](/details/mondaycom-mcp-server.md)) `Work Management` `Collaboration` `Automation`

  • Workflow & Automation Mcp Servers

    • mcp-server-apache-airflow - An MCP server that connects to Apache Airflow using the official Airflow client, enabling LLM agents to inspect and interact with Airflow DAGs and workflows via the Model Context Protocol. ([Read more](/details/mcp-server-apache-airflow.md)) `apache-airflow` `workflow` `orchestration`
    • MCP-timeserver - A simple MCP server by SecretiveShell that provides the current time in any timezone, useful for time-aware LLM workflows via MCP tools. ([Read more](/details/mcp-timeserver.md)) `time` `utilities` `mcp`
    • Zapier MCP Client - Official Model Context Protocol client connecting Claude, ChatGPT, and AI tools to 30,000+ actions across 8,000 apps. Enables AI agents to trigger workflows, automate tasks, and integrate with thousands of services instantly without custom backend code. ([Read more](/details/zapier-mcp-client.md)) `Automation` `Workflow` `Integration`
    • Hyperbrowser MCP Server - An MCP server for Hyperbrowser, providing AI agents with tools for scalable browser automation and web interaction. ([Read more](/details/hyperbrowser-mcp-server.md)) `browser-automation` `web-automation` `scraping`
    • Siri Shortcuts MCP Server - An MCP server that exposes all Siri Shortcuts on macOS as MCP tools, enabling LLMs to trigger and interact with Shortcuts programmatically. ([Read more](/details/siri-shortcuts-mcp-server.md)) `automation` `apple` `task-automation`
    • n8n MCP Server - An MCP server for n8n that lets AI assistants manage workflows and executions, including listing, creating, updating, deleting workflows, and monitoring their execution status. ([Read more](/details/n8n-mcp-server.md)) `workflow` `automation` `integration`
    • ServiceNow MCP Server - An MCP server to interact with a ServiceNow instance, allowing LLMs to query and manage ServiceNow data and workflows through the Model Context Protocol. ([Read more](/details/servicenow-mcp-server.md)) `it-management` `workflow-automation` `ticketing`
    • Make MCP Server - Official cloud-based Model Context Protocol server for Make.com (formerly Integromat) enabling AI systems to run automation scenarios and manage workflows. Provides access to over 3,000 apps and 30,000 actions through natural language commands. ([Read more](/details/make-mcp-server.md)) `Automation` `Workflow` `No Code`
    • n8n Workflow Builder MCP - AI assistant integration for n8n workflow automation enabling Claude Desktop, ChatGPT, and other AI assistants to create, manage, and execute n8n workflows through natural language for seamless automation workflow management. ([Read more](/details/n8n-workflow-builder-mcp.md)) `Automation` `Workflow` `No Code`
    • google_workspace_mcp - A comprehensive Google Workspace MCP server that provides full Model Context Protocol integration with Google Calendar, Drive, Gmail, Docs, Forms, and Chat for productivity workflows. ([Read more](/details/google_workspace_mcp.md)) `google-workspace` `productivity` `integration`
    • Agenty MCP Server - MCP server for Agenty, a robotic process automation platform, exposing web scraping, data extraction, and automation capabilities via the Model Context Protocol. ([Read more](/details/agenty-mcp-server.md)) `rpa` `web-scraping` `data-extraction`
    • AITable.ai MCP Server - MCP server for AITable.ai that automates data flows across thousands of apps, making AITable’s automation and database features available to AI agents via MCP. ([Read more](/details/aitableai-mcp-server.md)) `automation` `database` `no-code`
    • BotX MCP Server - An MCP Server for BotX that lets MCP clients build and orchestrate no-code AI workflows with ChatGPT and other models. ([Read more](/details/botx-mcp-server.md)) `no-code` `ai-workflows` `automation`
    • Faraday MCP Server - An MCP Server for Faraday that lets AI tools embed Faraday’s workflow and automation capabilities throughout a tech stack using MCP. ([Read more](/details/faraday-mcp-server.md)) `workflow-automation` `orchestration` `integration`
    • Flipando MCP Server - An MCP Server integrating Flipando so teams can use AI to enhance business workflows and efficiency within MCP-compatible tools. ([Read more](/details/flipando-mcp-server.md)) `workflow-automation` `ai-workflows` `business`
    • Skyvern MCP Server - An MCP server for Skyvern that automates browser-based workflows with AI, accessible via the MCP protocol for scripted web automation tasks. ([Read more](/details/skyvern-mcp-server.md)) `browser-automation` `web-automation` `ai-integration`
    • Stack AI MCP Server - An MCP server for Stack AI, allowing MCP clients to interact with Stack AI’s no-code enterprise AI workflows and automations. ([Read more](/details/stack-ai-mcp-server.md)) `no-code` `workflow-automation` `enterprise`
    • Thoughtful GPT MCP Server - An MCP server that connects to Thoughtful GPT, bringing AI collaboration and team productivity tools into MCP workflows. ([Read more](/details/thoughtful-gpt-mcp-server.md)) `ai-workflows` `productivity` `collaboration`
    • Twin MCP Server - An MCP server for Twin, allowing MCP clients to automate repetitive tasks and workflows so that users “never do the same thing twice.” ([Read more](/details/twin-mcp-server.md)) `task-automation` `productivity` `no-code`
    • Biztera MCP Server - MCP Server providing access to Biztera’s decision management and approval tracking capabilities for automated approval workflows via MCP. ([Read more](/details/biztera-mcp-server.md)) `approvals` `workflow` `decision-management`
    • DataScope MCP Server - An MCP Server for DataScope that allows MCP clients to interact with mobile forms, field data collection, and offline submissions within automated workflows. ([Read more](/details/datascope-mcp-server.md)) `forms` `data-collection` `field-service`
    • Graceblocks MCP Server - An MCP Server integration for Graceblocks, exposing its no‑code system-building platform to MCP clients for flexible app and workflow creation. ([Read more](/details/graceblocks-mcp-server.md)) `no-code` `workflow-automation` `business-applications`
    • IFTTT MCP Server - An MCP Server that integrates IFTTT with the Model Context Protocol, allowing AI workflows to trigger and manage IFTTT applets and automations. ([Read more](/details/ifttt-mcp-server.md)) `automation` `integrations` `task-automation`
    • Manifestly Checklists MCP Server - Manifestly Checklists MCP Server exposes Manifestly’s recurring workflow and checklist automation platform via MCP for managing and triggering checklist-based workflows programmatically. ([Read more](/details/manifestly-checklists-mcp-server.md)) `checklists` `workflow-automation` `recurring-tasks`
    • ProcessPlan MCP Server - An MCP Server for ProcessPlan, allowing MCP-based visual tracking, management, and automation of business processes. ([Read more](/details/processplan-mcp-server.md)) `bpm` `workflow-automation` `process-management`
    • TimeTonic MCP Server - An MCP Server integration for TimeTonic’s no-code business app and workflow automation platform, making its data and automation features available through MCP. ([Read more](/details/timetonic-mcp-server.md)) `no-code` `workflow-automation` `business`
    • UiPath MCP Server - An MCP Server for UiPath that connects MCP clients with UiPath’s leading RPA and automation platform. ([Read more](/details/uipath-mcp-server.md)) `rpa` `automation` `task-automation`
    • DailyBot MCP Server - An MCP Server integration for DailyBot that enables automation of async meetings, milestone tracking, and routine workflows inside work chat platforms. ([Read more](/details/dailybot-mcp-server.md)) `workflow-automation` `meetings` `productivity`
    • Microsoft Teams Events MCP Server - Microsoft Teams Events MCP Server integrates Microsoft Teams’ events and webinars features into MCP, allowing automation of event creation, management, and engagement workflows. ([Read more](/details/microsoft-teams-events-mcp-server.md)) `events` `meetings` `automation`
    • Kadoa MCP Server - An MCP Server integration for Kadoa, an AI-powered no-code platform for building data workflows including extraction and transformation. ([Read more](/details/kadoa-mcp-server.md)) `data-extraction` `etl` `no-code`
    • RudderStack Transformation MCP Server - An MCP Server that integrates with RudderStack’s Transformation API, enabling management of RudderStack transformations and libraries within MCP-based workflows. ([Read more](/details/rudderstack-transformation-mcp-server.md)) `etl` `workflow-automation` `data-processing`
    • 1SaaS MCP Server - An MCP server integration that connects the 1SaaS low-code and no-code tool platform with MCP-based workflows, enabling automation across APIs and various projects. ([Read more](/details/1saas-mcp-server.md)) `no-code` `automation` `integrations`
    • Captain Data MCP Server - An MCP Server for Captain Data, enabling data extraction and automation workflows to be orchestrated by MCP-based agents using Captain Data’s platform. ([Read more](/details/captain-data-mcp-server.md)) `data-extraction` `automation` `rpa`
    • Cflow MCP Server - An MCP Server that integrates with Cflow’s cloud BPM and workflow automation platform, allowing MCP tools to automate and manage organizational workflows. ([Read more](/details/cflow-mcp-server.md)) `workflow-automation` `bpm` `business`
    • CodeREADr MCP Server - MCP Server integration for CodeREADr, enabling barcode scanning and data collection workflows to be used via MCP-compatible agents and tools. ([Read more](/details/codereadr-mcp-server.md)) `data-collection` `workflow-automation`
    • CommCare MCP Server - MCP Server for CommCare, allowing model-context tools to design and interact with CommCare mobile and web app workflows. ([Read more](/details/commcare-mcp-server.md)) `workflow-automation` `forms`
    • Phantombuster MCP Server - An MCP Server integration for Phantombuster, enabling code-free web automations and data extraction tasks (lead generation, audience building, growth workflows) via MCP-compatible tools. ([Read more](/details/phantombuster-mcp-server.md)) `web-automation` `data-extraction` `growth`
    • Pipedream MCP Server - An MCP Server that integrates directly with the Pipedream integration platform, enabling AI agents to trigger and interact with complex workflows and thousands of connected APIs through MCP. ([Read more](/details/pipedream-mcp-server.md)) `workflow-automation` `integration` `api-integration`
    • Pipedream Connect MCP Server - An MCP Server for Pipedream Connect that provides unified access to thousands of API integrations inside applications or AI agents with a single SDK via the Model Context Protocol. ([Read more](/details/pipedream-connect-mcp-server.md)) `workflow-automation` `api-integration` `unified-api`
    • Zoho Creator MCP Server - An MCP server for Zoho Creator that allows agents to interact with Zoho’s low-code application development platform and automate app workflows. ([Read more](/details/zoho-creator-mcp-server.md)) `low-code` `app-development` `workflow-automation`
    • Formstack MCP Server - An MCP server that integrates with Formstack’s workplace productivity and automation suite, enabling MCP tools to create and manage forms, workflows, and data capture processes. ([Read more](/details/formstack-mcp-server.md)) `forms` `workflow-automation` `data-collection`
    • PrintAutopilot MCP Server - An MCP server that connects PrintAutopilot’s print automation services to MCP-compatible tools, allowing applications to send print jobs directly to connected printers. ([Read more](/details/printautopilot-mcp-server.md)) `print` `automation` `rpa`
    • PrintNode MCP Server - An MCP server for PrintNode’s fast cloud printing service, exposing its JSON API so MCP clients can print to any supported printer and USB weighing scale from workflows and automations. ([Read more](/details/printnode-mcp-server.md)) `printing` `automation`
    • Helper Functions MCP Server - An MCP Server offering helper functions and functional utilities for use within Pipedream workflows, accessible via the MCP interface. ([Read more](/details/helper-functions-mcp-server.md)) `automation` `utilities` `workflow-automation`
    • n8n.io MCP Server - An MCP Server that connects AI agents to n8n.io’s workflow automation platform, allowing orchestration of complex automations, integrations, and data flows through n8n from within MCP-compatible clients. ([Read more](/details/n8nio-mcp-server.md)) `workflow-automation` `integration` `no-code`
    • Pipedream Utils MCP Server - A utility-focused MCP Server offering general-purpose functions and helpers to be used within Pipedream workflows and MCP-based automations. ([Read more](/details/pipedream-utils-mcp-server.md)) `utilities` `workflow-automation` `task-automation`
    • UiPath Automation Hub MCP Server - An MCP Server integration for UiPath Automation Hub, giving MCP clients access to discovery and centralized management of automation opportunities. ([Read more](/details/uipath-automation-hub-mcp-server.md)) `rpa` `workflow-automation` `discovery`
    • Calendly MCP Server - An MCP Server that connects to Calendly v2, allowing MCP-compatible applications to schedule and manage meetings and appointments programmatically. ([Read more](/details/calendly-mcp-server.md)) `scheduling` `appointments` `calendar-integration`
    • DocsAutomator MCP Server - DocsAutomator MCP Server provides MCP-based automation for generating and updating documents using Google Docs, enabling document workflows from agents and tools. ([Read more](/details/docsautomator-mcp-server.md)) `document-automation` `google-workspace` `workflow-automation`
    • Followup MCP Server - An MCP Server for FollowUp that provides MCP-accessible actions for managing email reminders, follow-ups, and productivity workflows. ([Read more](/details/followup-mcp-server.md)) `email` `reminders` `productivity`
    • Formatting MCP Server - A utility-focused MCP Server offering pre-built actions to format and manipulate data inside MCP workflows, such as string and data transformations. ([Read more](/details/formatting-mcp-server.md)) `data-processing` `utilities` `automation`
    • Google AppSheet MCP Server - An MCP Server integration for Google AppSheet that allows MCP-compatible tools to build and control no-code AppSheet solutions programmatically. ([Read more](/details/google-appsheet-mcp-server.md)) `no-code` `app-development` `workflow-automation`
    • Nutrient Workflow Automation MCP Server - An MCP Server that connects to Nutrient Workflow Automation, allowing MCP clients to orchestrate and automate business processes and workflows. ([Read more](/details/nutrient-workflow-automation-mcp-server.md)) `workflow-automation` `orchestration` `business-process`
    • Pipefy MCP Server - An MCP Server for Pipefy that brings low-code process and workflow management operations—such as pipelines, cards, and automations—into the MCP environment. ([Read more](/details/pipefy-mcp-server.md)) `workflow-automation` `low-code` `bpm`
    • Power Automate MCP Server - An MCP Server for Microsoft Power Automate that integrates low-code, AI-powered cloud automation flows and connectors within MCP tools. ([Read more](/details/power-automate-mcp-server.md)) `workflow-automation` `low-code` `integrations`
    • Process Street MCP Server - An MCP Server for Process Street, providing checklist, workflow, and SOP management features accessible programmatically through MCP. ([Read more](/details/process-street-mcp-server.md)) `workflow-automation` `checklists` `sop`
    • Schedule MCP Server - A scheduling-focused MCP Server that triggers workflows on intervals or cron schedules for AI-driven automations via the Model Context Protocol. ([Read more](/details/schedule-mcp-server.md)) `scheduling` `task-automation` `cron`
    • YouCanBook.Me MCP Server - An MCP Server for YouCanBook.Me that exposes online scheduling and booking capabilities, including custom availability and automatic meeting link creation, to MCP-compatible agents. ([Read more](/details/youcanbookme-mcp-server.md)) `scheduling` `booking` `calendar-integration`
    • Airslate MCP Server - An MCP Server integration for airSlate, exposing its document workflow and automation solutions to MCP-based agents and tools. ([Read more](/details/airslate-mcp-server.md)) `document-automation` `workflow-automation` `no-code`
    • Basin MCP Server - An MCP Server for Basin, providing MCP-compatible access to its form backend services for processing form submissions without custom server code. ([Read more](/details/basin-mcp-server.md)) `forms` `backend` `automation`
    • Damstra Forms MCP Server - An MCP Server for Damstra Forms, exposing its digital forms and mobile data capture features to MCP-compatible systems. ([Read more](/details/damstra-forms-mcp-server.md)) `forms` `data-collection` `workflow-automation`
    • FastField Mobile Forms MCP Server - An MCP Server for FastField Mobile Forms, making its customizable mobile form and data capture capabilities accessible via MCP. ([Read more](/details/fastfield-mobile-forms-mcp-server.md)) `mobile` `forms` `data-collection`
    • FormPress MCP Server - An MCP Server integration for FormPress providing Model Context Protocol access to FormPress’s fast online forms, integrations, and conditional logic capabilities. ([Read more](/details/formpress-mcp-server.md)) `forms` `workflow-automation` `integrations`
    • Forms On Fire MCP Server - An MCP Server for Forms On Fire that lets MCP-compatible AI tools digitize, submit, and manage mobile and cloud-based forms and workflows. ([Read more](/details/forms-on-fire-mcp-server.md)) `forms` `workflow-automation` `field-service`
    • Kizeo Forms MCP Server - Kizeo Forms MCP Server integrates Kizeo’s mobile forms application with the Model Context Protocol, providing MCP clients with mobile form creation and data collection capabilities. ([Read more](/details/kizeo-forms-mcp-server.md)) `forms` `data-collection` `mobile`
    • TransForm MCP Server - An MCP Server for Alpha TransForm, exposing tools for building and integrating mobile data collection apps—such as inspections, audits, and checklists—into MCP workflows. ([Read more](/details/transform-mcp-server.md)) `data-collection` `mobile` `inspections`
    • 0codekit MCP Server - An MCP Server integration for 0CodeKit (formerly 1SaaS.co), providing low-code and no-code building blocks that connect APIs and automation workflows within the Model Context Protocol ecosystem. ([Read more](/details/0codekit-mcp-server.md)) `no-code` `automation` `api-integration`
    • Cronfree MCP Server - An MCP Server for Cronfree Time Scheduler, allowing MCP clients to create and manage recurring tasks and no-code automation schedules programmatically. ([Read more](/details/cronfree-mcp-server.md)) `task-automation` `scheduling` `no-code`
    • Formidable Forms MCP Server - An MCP Server integration for Formidable Forms, exposing the advanced WordPress forms plugin capabilities through MCP for automated form handling and data workflows. ([Read more](/details/formidable-forms-mcp-server.md)) `online-forms` `wordpress` `automation`
    • Google Tag Manager MCP Server - An MCP Server for Google Tag Manager that lets you programmatically install, store, and manage tags from Pipedream workflows. ([Read more](/details/google-tag-manager-mcp-server.md)) `tag-management` `marketing` `automation`
    • ProcFu MCP Server - An MCP Server that integrates with ProcFu, extending Citrix Podio capabilities so MCP clients can automate and enhance Podio workflows and processes. ([Read more](/details/procfu-mcp-server.md)) `automation` `podio` `integration`
    • Qntrl MCP Server - A Pipedream MCP Server integration for Qntrl, enabling access to Qntrl’s workflow orchestration features—visibility, control, and automation—via MCP. ([Read more](/details/qntrl-mcp-server.md)) `workflow-automation` `orchestration` `business`
    • Robocorp MCP Server - A Pipedream MCP Server for Robocorp, connecting MCP clients to Robocorp’s open-source, Python-based automation and GenAI stack. ([Read more](/details/robocorp-mcp-server.md)) `rpa` `automation` `python`
    • Summit MCP Server - MCP Server for Summit, exposing triggers, actions, and models so MCP-compatible agents can extend and automate workflows across connected platforms. ([Read more](/details/summit-mcp-server.md)) `workflow-automation` `triggers` `integrations`
    • Triggre MCP Server - MCP Server for Triggre’s no-code platform, enabling MCP-compatible agents to create and manipulate custom business applications and workflows built on Triggre. ([Read more](/details/triggre-mcp-server.md)) `no-code` `workflow-automation` `internal-tools`
    • Airplane MCP Server - An MCP Server that connects to Airplane, turning APIs, SQL queries, and scripts into internal apps accessible through MCP-enabled agents and tools. ([Read more](/details/airplane-mcp-server.md)) `internal-tools` `automation` `scripts`
    • Microsoft Outlook Calendar MCP Server - An MCP Server for Microsoft Outlook Calendar that provides MCP clients access to calendar and scheduling features integrated with Outlook’s email and contacts. ([Read more](/details/microsoft-outlook-calendar-mcp-server.md)) `calendar` `scheduling` `microsoft-365`
    • PingBell MCP Server - An MCP Server that connects to PingBell to send instant team notifications whenever a conversion occurs on a website or app. ([Read more](/details/pingbell-mcp-server.md)) `notifications` `automation` `real-time`
    • Tidy MCP Server - An MCP server for integrating the TIDY automation platform, enabling agents to manage and automate cleaning and maintenance tasks via MCP tools. ([Read more](/details/tidy-mcp-server.md)) `workflow-automation` `scheduling` `operations`
    • YoPlanning MCP Server - An MCP Server for YoPlanning, exposing its AI-powered planning and process automation features to MCP clients and AI workflows. ([Read more](/details/yoplanning-mcp-server.md)) `planning` `automation` `ai-integration`
    • joinly - An MCP server for interacting with browser-based meeting platforms such as Zoom, Microsoft Teams, and Google Meet, enabling AI agents to join meetings, interact via bots, and automate meeting workflows. ([Read more](/details/joinly.md)) `meetings` `automation` `calendar-integration`
    • Apify MCP Server - An MCP server that connects to Apify, allowing AI agents to use 3,000+ pre-built cloud tools (Actors) to extract data from websites, e-commerce, social media, search engines, and more via the Model Context Protocol. ([Read more](/details/apify-mcp-server.md)) `web-scraping` `automation` `integration`
    • AWS HealthOmics MCP Server - An MCP server for generating, running, debugging, and optimizing life science workflows on AWS HealthOmics. ([Read more](/details/aws-healthomics-mcp-server.md)) `aws` `healthcare` `workflow-automation`
    • AWS Step Functions MCP Server - An MCP server that executes complex workflows and business processes using AWS Step Functions. ([Read more](/details/aws-step-functions-mcp-server.md)) `aws` `workflow-automation` `orchestration`
    • Dify MCP Server - Built-in two-way Model Context Protocol support in Dify v1.6.0, enabling workflows and agents to consume any MCP server or be published as MCP servers themselves. Provides seamless integration with 8,000+ apps through services like Zapier, Notion, and Linear. ([Read more](/details/dify-mcp-server.md)) `Workflow Builder` `Ai Orchestration` `Llmops`
    • n8n MCP Server - Workflow automation platform with MCP integration enabling AI assistants to manage n8n workflows seamlessly through natural language, supporting 1,084+ nodes and 2,646+ pre-extracted configurations. ([Read more](/details/n8n-mcp-server.md)) `Workflow` `Automation` `Low Code`
    • Raycast MCP Server - Comprehensive Model Context Protocol server for Raycast providing 9 powerful tools for AI-native macOS workflow automation including extensions, workflows, search, clipboard, and shortcut management. ([Read more](/details/raycast-mcp-server.md)) `Productivity` `Macos` `Automation`

  • Finance & Market Data MCP Servers

    • alpha-vantage-mcp - MCP server integrating Alpha Vantage API, delivering real-time stock and crypto data for AI agents via Model Context Protocol. ([Read more](/details/alpha-vantage-mcp.md)) `market-data` `finance` `real-time` `api-integration`
    • Asset Price MCP - Dedicated MCP server providing tools to retrieve real-time price information for various assets, including cryptocurrencies and precious metals. ([Read more](/details/asset-price-mcp.md)) `market-data` `real-time` `finance` `crypto`
    • narumiruna/yfinance-mcp - An MCP server utilizing yfinance for obtaining Yahoo Finance data. ([Read more](/details/narumirunayfinance-mcp.md)) `yfinance` `market-data` `finance` `open-source`
    • longportapp/openapi - LongPort OpenAPI provides real-time stock market data and AI-driven analysis and trading capabilities through MCP. ([Read more](/details/longportappopenapi.md)) `stock-market` `real-time` `trading` `ai-integration`
    • minhyeoky/mcp-server-ledger - A ledger-cli integration MCP server for managing financial transactions and generating reports. ([Read more](/details/minhyeokymcp-server-ledger.md)) `ledger` `personal-finance` `reporting` `open-source`
    • openMF/mcp-mifosx - A core banking MCP server for managing clients, loans, savings, shares, and financial transactions. ([Read more](/details/openmfmcp-mifosx.md)) `banking` `finance` `transactions` `open-source`
    • yfinance-trader-mcp-claudedesktop - An MCP tool offering stock market data and analysis using the Yahoo Finance API. ([Read more](/details/yfinance-trader-mcp-claudedesktop.md)) `finance` `market-data` `api-integration` `mcp`
    • alpaca-mcp - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data. ([Read more](/details/alpaca-mcp.md)) `trading` `market-data` `portfolio-management` `open-source`
    • Beanquery MCP - MCP server that enables querying and analyzing Beancount ledger files using Beancount Query Language (BQL), useful for finance tracking and report generation. ([Read more](/details/beanquery-mcp.md)) `beancount` `finance` `data-analysis` `reporting`
    • Beancount MCP - MCP Server to query from your Beancount ledger or submit transactions, facilitating personal finance management. ([Read more](/details/beancount-mcp.md)) `beancount` `personal-finance` `ledger` `open-source`
    • Binance MCP - MCP server that integrates with Binance cryptocurrency exchange to provide real-time market data including prices, order books, and historical information without requiring API keys. (Merged both Binance MCP entries) ([Read more](/details/binance-mcp.md)) `binance` `market-data` `real-time` `crypto`
    • Findata Server - An MCP server integrating with the Alpha Vantage API to provide stock data, including current quotes and historical data, for LLM and MCP workflows. ([Read more](/details/findata-server.md)) `finance` `market-data` `api-integration` `mcp`
    • polygon-io/mcp_polygon - An MCP server providing access to Polygon.io's financial market data APIs for stocks, indices, forex, options, and more. ([Read more](/details/polygon-iomcp_polygon.md)) `polygon-io` `market-data` `finance` `api-integration`
    • HuggingAGI/mcp-baostock-server - MCP server based on baostock, providing access to Chinese stock market data. ([Read more](/details/huggingagimcp-baostock-server.md)) `baostock` `market-data` `china` `finance`
    • Hyperliquid - A full-featured MCP server for the Hyperliquid SDK, enabling AI assistants to interact with spot and futures crypto markets for data retrieval, trading, and position management. A domain-specific MCP server for trading applications. ([Read more](/details/hyperliquid.md)) `trading` `market-data` `crypto` `mcp` `ai-assistant`
    • tooyipjee/yahoofinance-mcp - TypeScript version of Yahoo Finance MCP server. ([Read more](/details/tooyipjeeyahoofinance-mcp.md)) `yahoo-finance` `typescript` `market-data` `finance`

  • Content Extraction & Summarization Mcp Servers

    • mcp-ragdocs - mcp-ragdocs is an MCP server that provides retrieval and processing tools over documentation using vector search and retrieval-augmented generation, making technical docs accessible to LLMs via MCP tools. ([Read more](/details/mcp-ragdocs.md)) `rag` `documentation` `semantic-search`
    • mcp-summarizer - An AI summarization MCP server supporting multiple content types including plain text, web pages, PDFs, and EPUB books, exposing summarization tools over the MCP protocol. ([Read more](/details/mcp-summarizer.md)) `summarization` `documents` `web`
    • Langflow DOC QA Server - A Model Context Protocol server for document question answering powered by Langflow, showcasing core MCP concepts with a simple interface to query documents via a Langflow backend. ([Read more](/details/langflow-doc-qa-server.md)) `document-query` `question-answering` `ai-integration`
    • scrapling-fetch MCP - An MCP server that uses Scrapling to access text content from bot-protected websites, fetching HTML or Markdown from sites with anti-automation measures. ([Read more](/details/scrapling-fetch-mcp.md)) `web-scraping` `content-extraction` `web-automation`
    • content-core - An MCP server for intelligent content extraction from URLs, documents, videos, and audio files using automatic engine selection and support for multiple content types. ([Read more](/details/content-core.md)) `content-extraction` `media-processing` `ai-integration`
    • brightdata-mcp - An MCP server by Bright Data that lets AI assistants discover, extract, and interact with the web via a unified interface for automated access across the public internet. ([Read more](/details/brightdata-mcp.md)) `web-scraping` `data-extraction` `web`
    • mcp-read-website-fast - An MCP server that performs fast, token-efficient web content extraction, converting websites into clean Markdown while preserving structure, optimized for AI agent consumption via MCP tools. ([Read more](/details/mcp-read-website-fast.md)) `content-extraction` `web-scraping` `markdown`
    • AI Textraction MCP Server - An MCP server that provides AI-powered text extraction, allowing LLMs to extract custom user-defined entities such as names, dates, and prices from unstructured text. ([Read more](/details/ai-textraction-mcp-server.md)) `content-extraction` `entity-extraction` `ai-insights`
    • Airparser MCP Server - An MCP server exposing Airparser’s GPT-powered document parsing capabilities, enabling automated document data extraction through the Model Context Protocol. ([Read more](/details/airparser-mcp-server.md)) `document-processing` `data-extraction` `ai-integration`
    • AlgoDocs MCP Server - An MCP server exposing AlgoDocs intelligent document processing, allowing AI agents to perform AI-powered document data extraction via MCP. ([Read more](/details/algodocs-mcp-server.md)) `document-processing` `data-extraction` `ai`
    • Alphamoon MCP Server - An MCP server that connects Alphamoon’s AI-based document automation and data extraction services to Model Context Protocol-compatible agents. ([Read more](/details/alphamoon-mcp-server.md)) `document-processing` `ocr` `automation`
    • Aryn MCP Server - An MCP Server for Aryn, enabling applications to unlock and work with unstructured data via the Model Context Protocol. ([Read more](/details/aryn-mcp-server.md)) `unstructured-data` `nlp` `ai-integration`
    • Browserbase MCP Server - An MCP Server for Browserbase that provides a controllable web browser environment for AI agents and MCP-based applications. ([Read more](/details/browserbase-mcp-server.md)) `browser-automation` `web-scraping` `web`
    • Cradl AI MCP Server - MCP server for Cradl AI to automate internal document processes with AI-based document understanding. ([Read more](/details/cradl-ai-mcp-server.md)) `document-processing` `ai-integration`
    • Eagle Doc MCP Server - An MCP Server for Eagle Doc, exposing AI‑powered invoice and receipt OCR and document processing APIs to tools using the Model Context Protocol. ([Read more](/details/eagle-doc-mcp-server.md)) `ocr` `invoices` `document-processing`
    • Extracta.ai MCP Server - An MCP Server for Extracta.ai that enables AI-driven data extraction from documents and images through the Model Context Protocol. ([Read more](/details/extractaai-mcp-server.md)) `data-extraction` `ocr` `documents`
    • Hystruct MCP Server - An MCP server exposing Hystruct’s AI-powered web scraping capabilities, enabling structured data extraction from the web via the Model Context Protocol. ([Read more](/details/hystruct-mcp-server.md)) `web-scraping` `data-extraction`
    • Intellexer API MCP Server - MCP Server for the Intellexer API, exposing Intellexer’s semantic analysis products (via XML/JSON) to MCP-based applications. ([Read more](/details/intellexer-api-mcp-server.md)) `text-analysis` `nlp` `summarization`
    • Jina Reader MCP Server - MCP Server for Jina Reader that converts web URLs into LLM-friendly input, simplifying content ingestion in MCP tools. ([Read more](/details/jina-reader-mcp-server.md)) `content-extraction` `nlp` `llm`
    • LLMWhisperer MCP Server - MCP Server for LLMWhisperer, optimizing the presentation of complex document data to LLMs for better understanding in MCP apps. ([Read more](/details/llmwhisperer-mcp-server.md)) `document-processing` `summarization` `ai-insights`
    • Nano Nets MCP Server - An MCP Server for Nanonets that exposes its document workflow automation and intelligent OCR capabilities to MCP-compatible tools. ([Read more](/details/nano-nets-mcp-server.md)) `ocr` `document-automation` `workflow-automation`
    • OCR Web Service MCP Server - An MCP Server that integrates OCRWebService.com’s OCR capabilities into the MCP ecosystem, allowing text extraction via SOAP/REST-backed OCR services. ([Read more](/details/ocr-web-service-mcp-server.md)) `ocr` `data-extraction` `document-processing`
    • Spider MCP Server - An MCP server that exposes Spider, a web crawler designed for AI agents and LLMs, enabling programmatic crawling and retrieval of web content through the MCP protocol. ([Read more](/details/spider-mcp-server.md)) `web-crawling` `scraping` `data-extraction`
    • Tisane Labs MCP Server - An MCP server that exposes Tisane Labs’ explainable AI for analyzing unstructured content and extracting meaningful insights through MCP. ([Read more](/details/tisane-labs-mcp-server.md)) `text-analysis` `nlp` `content-analysis`
    • Undetectable AI MCP Server - An MCP server for Undetectable AI, providing AI text detection and content optimization services so text is less likely to be flagged as AI-written. ([Read more](/details/undetectable-ai-mcp-server.md)) `ai-detection` `content-optimization` `text-analysis`
    • Universal Summarizer MCP Server - An MCP Server for Kagi’s Universal Summarizer API, enabling LLM-powered summarization of content in many formats with effectively unlimited token length through the MCP protocol. ([Read more](/details/universal-summarizer-mcp-server.md)) `summarization` `web-search` `kagi`
    • Leexi MCP Server - An MCP Server integration for Leexi, allowing MCP-based tools to transcribe, analyze, and summarize calls and meetings using Leexi’s AI notetaker features. ([Read more](/details/leexi-mcp-server.md)) `transcript` `summarization` `meetings`
    • Automatic Data Extraction MCP Server - An MCP Server that uses an AI-powered automated extraction API to instantly access structured web data for MCP-based agents and workflows. ([Read more](/details/automatic-data-extraction-mcp-server.md)) `data-extraction` `web-scraping` `ai-insights`
    • Crawlbase MCP Server - An MCP Server integration for Crawlbase, allowing MCP-compatible agents to use Crawlbase’s web crawling, scraping, and proxy capabilities programmatically. ([Read more](/details/crawlbase-mcp-server.md)) `web-scraping` `proxy` `data-extraction`
    • New Sloth MCP Server - An MCP Server interface to New Sloth, providing media monitoring, market intelligence, web data extraction, and integration features to MCP clients. ([Read more](/details/new-sloth-mcp-server.md)) `media-monitoring` `data-extraction`
    • Parsera MCP Server - An MCP Server for Parsera, giving MCP tools the ability to extract structured web content from URLs without coding by specifying target columns. ([Read more](/details/parsera-mcp-server.md)) `web-scraping` `data-extraction` `no-code`
    • Rosette Text Analytics MCP Server - An MCP Server for Rosette Text Analytics, enabling text analytics and discovery features such as entity extraction and linguistic analysis via an adaptable API. ([Read more](/details/rosette-text-analytics-mcp-server.md)) `text-analysis` `entity-extraction` `nlp`
    • ScrapeGraphAI MCP Server - An MCP Server for ScrapeGraphAI, offering AI-powered API scraping capabilities to extract data from web APIs efficiently. ([Read more](/details/scrapegraphai-mcp-server.md)) `scraping` `api-integration` `data-extraction`
    • Scrapfly MCP Server - An MCP Server that connects to the Scrapfly Web Scraping API, enabling robust, developer-focused web scraping within MCP environments. ([Read more](/details/scrapfly-mcp-server.md)) `web-scraping` `api` `data-extraction`
    • Soax MCP Server - An MCP Server providing access to Soax’s managed headless browsers and rotating proxies for effortless web data extraction from within MCP environments. ([Read more](/details/soax-mcp-server.md)) `web-scraping` `proxies` `data-extraction`
    • Taggun MCP Server - An MCP Server for Taggun that offers real-time receipt OCR capabilities to MCP clients via Taggun’s developer-focused APIs. ([Read more](/details/taggun-mcp-server.md)) `ocr` `receipts` `api`
    • Typless MCP Server - An MCP Server for Typless that enables MCP tools to use Typless’s AI-powered invoice OCR through a REST API interface. ([Read more](/details/typless-mcp-server.md)) `ocr` `invoices` `document-processing`
    • ZenRows MCP Server - An MCP server for ZenRows that lets MCP-compatible agents use ZenRows’ web scraping API and rotating proxy services to extract structured data from websites at scale with anti-blocking measures. ([Read more](/details/zenrows-mcp-server.md)) `web-scraping` `api-integration` `proxies`
    • Zenscrape MCP Server - An MCP server integration for Zenscrape, enabling MCP tools to perform large-scale web scraping via Zenscrape’s API while minimizing blocking and handling proxy management automatically. ([Read more](/details/zenscrape-mcp-server.md)) `web-scraping` `proxy` `data-extraction`
    • Browse AI MCP Server - An MCP Server for Browse AI that lets MCP-compatible agents control Browse AI robots to extract structured data from websites without coding. ([Read more](/details/browse-ai-mcp-server.md)) `web-scraping` `automation` `no-code`
    • Docparser MCP Server - MCP Server for Docparser, enabling advanced cloud-based document parsing and automation via MCP workflows. ([Read more](/details/docparser-mcp-server.md)) `document-processing` `document-conversion`
    • OCRSpace MCP Server - An MCP Server for the OCR.space Online OCR service, enabling AI agents to convert scanned documents and images (including PDFs) into editable text via Optical Character Recognition through MCP. ([Read more](/details/ocrspace-mcp-server.md)) `ocr` `document-processing` `image-processing`
    • OpenGraph.io MCP Server - An MCP Server that connects to the OpenGraph.io API so tools and agents can easily unfurl URLs and retrieve Open Graph metadata without implementing custom scraping logic. ([Read more](/details/opengraphio-mcp-server.md)) `web` `metadata` `content-extraction`
    • ParseHub MCP Server - An MCP Server for ParseHub, providing MCP-compatible tools for powerful web scraping and structured data extraction from websites. ([Read more](/details/parsehub-mcp-server.md)) `web-scraping` `data-extraction`
    • Parseur MCP Server - An MCP Server that integrates Parseur’s email and document parsing capabilities, enabling automated extraction of structured data from emails, PDFs, and other documents via MCP. ([Read more](/details/parseur-mcp-server.md)) `document-processing` `data-extraction` `automation`
    • Scrape-It.Cloud MCP Server - An MCP Server that connects to Scrape-It.Cloud, allowing MCP tools to perform scalable web scraping and retrieve structured JSON data from websites via the Scrape-It.Cloud API. ([Read more](/details/scrape-itcloud-mcp-server.md)) `web-scraping` `data-extraction` `api-integration`
    • ScrapeNinja MCP Server - An MCP Server for ScrapeNinja that lets MCP clients extract web data at scale through the ScrapeNinja scraping service. ([Read more](/details/scrapeninja-mcp-server.md)) `web-scraping` `data-extraction` `api`
    • ScrapingBee MCP Server - An MCP Server integrating ScrapingBee so MCP-based agents can perform web scraping via an API that manages headless browsers and rotating proxies. ([Read more](/details/scrapingbee-mcp-server.md)) `web-scraping` `proxy` `api-integration`
    • Newslit MCP Server - Newslit MCP Server connects MCP clients to Newslit’s media monitoring platform, enabling automated retrieval of breaking news and industry, competitor, and brand coverage. ([Read more](/details/newslit-mcp-server.md)) `media-monitoring` `news` `brand-monitoring`
    • RSS MCP Server - RSS MCP Server is a Model Context Protocol server for working with RSS feeds, enabling MCP tools to subscribe to, fetch, and process syndicated content. ([Read more](/details/rss-mcp-server.md)) `rss` `content-extraction` `news`
    • Conversion Tools MCP Server - An MCP server exposing Conversion Tools’ online file conversion services (JSON, XML, Excel, HTML, PDF, and other formats) via MCP. ([Read more](/details/conversion-tools-mcp-server.md)) `document-conversion` `file-processing` `automation`
    • DocumentPro MCP Server - An MCP server that connects to DocumentPro’s AI-powered data extraction platform, allowing automated parsing of invoices and other documents from PDFs and images into structured formats such as Excel via MCP tools. ([Read more](/details/documentpro-mcp-server.md)) `document-processing` `ocr` `data-extraction`
    • PDF.co MCP Server - An MCP Server for PDF.co that exposes PDF, spreadsheet, and barcode data extraction and processing APIs to AI agents. ([Read more](/details/pdfco-mcp-server.md)) `pdf` `document-processing` `api-integration`
    • ScrapingAnt MCP Server - An MCP server that integrates the ScrapingAnt web scraping API—using headless Chrome and rotating proxies—into MCP environments for automated data extraction from websites. ([Read more](/details/scrapingant-mcp-server.md)) `web-scraping` `data-extraction` `api-integration`
    • Supadata MCP Server - An MCP server for Supadata, exposing a one-stop-shop API that lets AI systems read and process large amounts of web and YouTube content optimized for AI use cases. ([Read more](/details/supadata-mcp-server.md)) `content-extraction` `web-scraping` `youtube`
    • Outscraper MCP Server - An MCP Server providing access to Outscraper’s data scraping and lead-generation APIs, enabling AI agents to perform web data extraction and enrichment through MCP. ([Read more](/details/outscraper-mcp-server.md)) `web-scraping` `data-extraction` `lead-generation`
    • Oxylabs MCP Server - An MCP Server integration for Oxylabs that lets AI agents use Oxylabs’ proxy and web scraping solutions directly via MCP-compatible clients. ([Read more](/details/oxylabs-mcp-server.md)) `web-scraping` `proxies` `data-extraction`
    • Chimp Rewriter MCP Server - An MCP server for Chimp Rewriter that exposes AI-powered rewriting and SEO article rephrasing features to MCP-based tools. ([Read more](/details/chimp-rewriter-mcp-server.md)) `content-refinement` `seo` `writing-assistant`
    • TXT Werk MCP Server - An MCP Server for TXT Werk that exposes its lightweight text analysis framework capabilities through the Model Context Protocol. ([Read more](/details/txt-werk-mcp-server.md)) `text-analysis` `nlp` `analytics`
    • Inksprout MCP Server - An MCP Server integration that connects to Inksprout, allowing MCP tools to leverage automated link summarization and LinkedIn post drafting capabilities. ([Read more](/details/inksprout-mcp-server.md)) `summarization` `social-media`
    • ChatPDF MCP Server - An MCP Server for ChatPDF, allowing MCP tools to extract information from and chat with PDFs through the ChatPDF backend API. ([Read more](/details/chatpdf-mcp-server.md)) `pdf` `chat` `summarization`
    • Gistly MCP Server - An MCP Server integration for Gistly that lets MCP tools access YouTube AI summaries and related functionality powered by ChatGPT. ([Read more](/details/gistly-mcp-server.md)) `youtube` `summarization` `ai-integration`
    • Grain MCP Server - MCP Server integration for Grain, allowing MCP clients to access meeting notes, next steps, and automated documentation from recorded calls. ([Read more](/details/grain-mcp-server.md)) `transcript` `meetings` `summarization`
    • TLDR MCP Server - MCP server exposing TLDR, an AI-powered text summarization tool that generates concise summaries of longer content within MCP workflows. ([Read more](/details/tldr-mcp-server.md)) `summarization` `ai-insights` `nlp`
    • 2markdown MCP Server - An MCP Server that converts web pages into clean Markdown, enabling AI agents and MCP clients to access and process comprehensive website content in a structured text format. ([Read more](/details/2markdown-mcp-server.md)) `markdown` `content-extraction` `web`
    • Browserhub MCP Server - An MCP Server for Browserhub that provides no-code web scraping and data extraction capabilities to MCP agents and tools. ([Read more](/details/browserhub-mcp-server.md)) `web-scraping` `data-extraction` `no-code`
    • Diffbot MCP Server - An MCP Server connecting to Diffbot’s structured web data extraction APIs so MCP clients can obtain structured information from web pages without building their own scrapers. ([Read more](/details/diffbot-mcp-server.md)) `web-scraping` `data-extraction` `api-integration`
    • Octoparse MCP Server - An MCP Server for Octoparse that allows no-code web scraping workflows to be built, managed, and automated via MCP-compatible environments. ([Read more](/details/octoparse-mcp-server.md)) `web-scraping` `no-code` `data-collection`
    • Parser Expert MCP Server - An MCP Server that wraps Parser Expert’s AI-powered data extraction capabilities, enabling precise structured data extraction from documents and webpages through the MCP interface. ([Read more](/details/parser-expert-mcp-server.md)) `data-extraction` `documents` `ai-insights`
    • Parsio.io MCP Server - An MCP Server integration for Parsio.io, providing MCP clients with no-code email and document parsing capabilities to extract and export valuable data from emails, PDFs, and other documents. ([Read more](/details/parsioio-mcp-server.md)) `document-processing` `email` `data-extraction`
    • Piloterr MCP Server - An MCP Server that connects to Piloterr’s web scraping platform, making it easy for MCP-compatible agents to perform structured web scraping tasks. ([Read more](/details/piloterr-mcp-server.md)) `web-scraping` `data-extraction` `api-integration`
    • ScrapingBot MCP Server - A Pipedream MCP Server for ScrapingBot, providing access to web scraping APIs that extract HTML content without getting blocked. ([Read more](/details/scrapingbot-mcp-server.md)) `web-scraping` `data-extraction` `proxy`
    • Scraptio MCP Server - A Pipedream MCP Server for Scraptio, offering simplified web scraping capabilities through MCP-compatible workflows. ([Read more](/details/scraptio-mcp-server.md)) `web-scraping` `data-extraction` `automation`
    • WebScraper.io MCP Server - MCP Server integration with WebScraper.io to perform structured web scraping and data extraction using MCP tools. ([Read more](/details/webscraperio-mcp-server.md)) `web-scraping` `data-extraction` `automation`
    • Affinda MCP Server - MCP Server for Affinda’s AI-powered document processing platform, allowing model context protocol clients to automate document extraction and processing tasks. ([Read more](/details/affinda-mcp-server.md)) `document-processing` `content-extraction` `ai-insights`
    • AskYourPDF MCP Server - MCP Server integration for AskYourPDF, enabling dynamic, interactive conversations with documents via the Model Context Protocol. ([Read more](/details/askyourpdf-mcp-server.md)) `pdf` `rag` `document-query`
    • Docsumo MCP Server - An MCP Server that connects Docsumo’s document AI and data extraction capabilities to MCP-compatible agents, enabling conversion of unstructured documents into structured, actionable data via MCP tools. ([Read more](/details/docsumo-mcp-server.md)) `document-processing` `data-extraction` `ai-integration`
    • Inoreader MCP Server - An MCP Server integration for Inoreader, enabling AI-driven agents to build and consume personalized newsfeeds via MCP. ([Read more](/details/inoreader-mcp-server.md)) `rss` `news` `web`
    • Document Loader MCP Server - An MCP server for document parsing and content extraction, enabling LLMs to work with external documents via the Model Context Protocol. ([Read more](/details/document-loader-mcp-server.md)) `content-extraction` `document-processing` `llm-integration`
    • Simplescraper MCP Server - Web scraping MCP server at `https://mcp.simplescraper.io/mcp` providing OAuth 2.1–protected scraping and extraction capabilities to MCP agents. ([Read more](/details/simplescraper-mcp-server.md)) `web-scraping` `data-extraction` `web-automation`
    • Jina Reader - Jina Reader transforms web content into clean Markdown format for both AI models and humans, acting as an MCP server for improved readability and integration. ([Read more](/details/jina-reader.md)) `content-extraction` `markdown` `web` `mcp` `open-source`

  • Data Access & Integration Mcp Servers

    • Graphlit MCP Server - graphlit-mcp-server is an MCP server that ingests content from sources like Slack, Discord, websites, Google Drive, Linear, and GitHub into a Graphlit project, making that data accessible to LLMs via the Model Context Protocol. ([Read more](/details/graphlit-mcp-server.md)) `data-integration` `knowledge-base` `ai-integration`
    • MCP-Geo - An MCP server offering geocoding capabilities via multiple location services APIs. ([Read more](/details/mcp-geo.md)) `geocoding` `location-intelligence` `api`
    • mcp-server-ipinfo - An MCP server that provides IP address geolocation and network information using the ipinfo.io service. ([Read more](/details/mcp-server-ipinfo.md)) `ip-data` `geolocation` `networking`
    • Bitable MCP - An MCP server that provides access to Lark Bitable through the Model Context Protocol, enabling LLMs to interact with Bitable tables using predefined tools for reading and manipulating table data. ([Read more](/details/bitable-mcp.md)) `tables` `data-access` `saas`
    • HDW LinkedIn MCP Server - An MCP server that integrates HorizonDataWave with LinkedIn-style profile data and account management for use via LLM tools. ([Read more](/details/hdw-linkedin-mcp-server.md)) `linkedin` `contacts` `data-integration`
    • AWS Athena MCP Server - An MCP server for AWS Athena that allows running SQL queries on Glue Catalog tables through MCP tools. ([Read more](/details/aws-athena-mcp-server.md)) `aws` `sql` `data-analysis`
    • open-streetmap-mcp - An MIT-licensed OpenStreetMap MCP server that provides location-based services and geospatial data through the Model Context Protocol. ([Read more](/details/open-streetmap-mcp.md)) `maps` `location-intelligence` `open-data`
    • Unity Catalog MCP Server - An MCP server that lets LLMs interact with Unity Catalog AI, supporting CRUD operations on Unity Catalog Functions and executing them as MCP tools. ([Read more](/details/unity-catalog-mcp-server.md)) `data-catalog` `crud` `ai-integration`
    • Quran MCP Server - An MCP server for interacting with the Quran.com corpus via the official REST API v4, enabling search and retrieval of Quranic text and metadata. ([Read more](/details/quran-mcp-server.md)) `api-integration` `reference` `search`
    • mcp-opennutrition - A local MCP server for searching over 300,000 foods, nutrition facts, and barcodes from the OpenNutrition database via the Model Context Protocol. ([Read more](/details/mcp-opennutrition.md)) `health` `nutrition` `open-data`
    • Discogs MCP Server - An MCP server that integrates with the Discogs API, allowing structured access to Discogs’ music database for search and catalog operations. ([Read more](/details/discogs-mcp-server.md)) `music` `catalog` `api-integration`
    • Merge MCP Server - Merge MCP Server wraps Merge’s unified API for HR, payroll, accounting, ticketing, CRM, and ATS into an MCP-compatible service, allowing multi-system integrations through a single MCP endpoint. ([Read more](/details/merge-mcp-server.md)) `unified-api` `integration` `business`
    • ASIN Data API MCP Server - ASIN Data API MCP Server exposes the ASIN Data API—an Amazon product data service—through the Model Context Protocol, letting MCP clients retrieve low-cost Amazon product information programmatically. ([Read more](/details/asin-data-api-mcp-server.md)) `amazon` `product-data` `api-integration`
    • Go-UPC MCP Server - Go-UPC MCP Server exposes the Go-UPC barcode database via MCP, allowing product lookup by UPC, EAN, and ISBN. ([Read more](/details/go-upc-mcp-server.md)) `api-integration` `product-data` `lookup`
    • Ambee MCP Server - An MCP Server for Ambee that provides climate and environmental intelligence data—such as air quality and weather—to AI agents through MCP. ([Read more](/details/ambee-mcp-server.md)) `climate` `weather` `api-integration`
    • API Sports MCP Server - An MCP Server that connects to API Sports, offering structured access to multi-sport statistics and live sports data via MCP. ([Read more](/details/api-sports-mcp-server.md)) `sports` `api` `live-data`
    • Axesso Data Service MCP Server - An MCP Server for Axesso Data Service focused on Amazon and other commerce/data sources, enabling MCP clients to retrieve structured product and social data via API. ([Read more](/details/axesso-data-service-mcp-server.md)) `e-commerce` `data-extraction` `api-integration`
    • Big Data Cloud MCP Server - An MCP Server that exposes BigData Cloud’s performant and scalable data APIs for use in MCP-based applications and agents. ([Read more](/details/big-data-cloud-mcp-server.md)) `api` `data-access` `geolocation`
    • BigDataCorp MCP Server - An MCP Server for BigDataCorp, enabling ethical, large-scale data access from its digital data platform via MCP. ([Read more](/details/bigdatacorp-mcp-server.md)) `open-data` `data-collection` `data-enrichment`
    • CDC National Environmental Public Health Tracking MCP Server - An MCP Server that exposes the CDC National Environmental Public Health Tracking Network data, allowing MCP-compatible clients to query linked health and environmental datasets. ([Read more](/details/cdc-national-environmental-public-health-tracking-mcp-server.md)) `health` `environmental-data` `open-data`
    • Congress.gov MCP Server - An MCP Server that provides access to the Congress.gov API, enabling retrieval of U.S. legislative data via the Model Context Protocol. ([Read more](/details/congressgov-mcp-server.md)) `government` `open-data` `research`
    • CrimeoMeter MCP Server - An MCP Server that connects to the CrimeoMeter API, making crime statistics and incident data available to MCP tools. ([Read more](/details/crimeometer-mcp-server.md)) `crime` `open-data` `api-integration`
    • DaData.ru MCP Server - An MCP Server providing access to DaData.ru’s automated data cleansing services for Russian postal addresses, phone numbers, and customer names. ([Read more](/details/dadataru-mcp-server.md)) `data-cleansing` `address-verification` `validation`
    • Data.Police.UK MCP Server - An MCP Server that exposes the UK Police open data API through MCP, supporting queries about crime and policing data in England, Wales, and Northern Ireland. ([Read more](/details/datapoliceuk-mcp-server.md)) `open-data` `government` `crime`
    • Databricks MCP Server (OAuth - Service Principal) - An OAuth-enabled MCP Server for Databricks using a Service Principal, allowing secure authenticated access from MCP tools to Databricks resources. ([Read more](/details/databricks-mcp-server-oauth-service-principal.md)) `databricks` `data-platform` `oauth`
    • Fivetran MCP Server - An MCP Server for Fivetran that allows MCP agents to orchestrate and leverage Fivetran’s modern data movement and ETL/ELT pipelines. ([Read more](/details/fivetran-mcp-server.md)) `etl` `elt` `data-integration`
    • Google Fit MCP Server - An MCP Server for Google Fit that lets MCP agents access health and activity data, enabling fitness-related analysis and coaching workflows. ([Read more](/details/google-fit-mcp-server.md)) `health` `analytics` `api-integration`
    • Hasura MCP Server - An MCP Server for Hasura, enabling MCP-compatible agents to instantly query and manipulate data through Hasura’s auto-generated GraphQL APIs. ([Read more](/details/hasura-mcp-server.md)) `graphql` `api` `data-integration`
    • IPinfo.io MCP Server - An MCP Server integration with IPinfo.io, providing rich IP address data used for geolocation, security, and networking use cases. ([Read more](/details/ipinfoio-mcp-server.md)) `ip-data` `geolocation` `security`
    • iScraper MCP Server - An MCP Server for the iScraper API that harvests LinkedIn public data for profiles, companies, and employee lists. ([Read more](/details/iscraper-mcp-server.md)) `web-scraping` `linkedin` `data-extraction`
    • Microsoft Dataverse MCP Server - An MCP Server integration for Microsoft Dataverse that exposes enterprise data to MCP agents, enabling grounded data access and actionable copilots on top of Dataverse. ([Read more](/details/microsoft-dataverse-mcp-server.md)) `data-access` `microsoft-365` `crm`
    • Peaka MCP Server - An MCP Server integration for Peaka’s zero-ETL data integration platform, allowing MCP clients to access unified data across sources without traditional ETL. ([Read more](/details/peaka-mcp-server.md)) `data-integration` `zero-etl` `data-virtualization`
    • Rat Genome Database MCP Server - An MCP Server that connects to the Rat Genome Database (RGD), enabling MCP-based agents to query genetic, genomic, phenotype, and disease data from rat research. ([Read more](/details/rat-genome-database-mcp-server.md)) `open-data` `biomedical` `data-access`
    • RudderStack HTTP MCP Server - An MCP Server exposing the RudderStack HTTP API, allowing MCP clients to send customer event data from various sources to configured destinations through RudderStack’s customer data platform. ([Read more](/details/rudderstack-http-mcp-server.md)) `cdp` `event-data` `api-integration`
    • San Francisco Open Data MCP Server - An MCP Server for the DataSF platform, providing search and access across hundreds of open datasets from the City and County of San Francisco. ([Read more](/details/san-francisco-open-data-mcp-server.md)) `open-data` `government` `data-exploration`
    • Segment MCP Server - An MCP Server integrating Segment’s customer data platform to collect, unify, and route customer data across tools and destinations. ([Read more](/details/segment-mcp-server.md)) `cdp` `data-integration` `event-tracking`
    • SheetDB MCP Server - An MCP Server for SheetDB, turning Google Sheets into a JSON API so MCP-based tools can read and write spreadsheet data like a web service. ([Read more](/details/sheetdb-mcp-server.md)) `google-sheets` `api-integration` `data-access`
    • UK Gov Vehicle Enquiry API MCP Server - An MCP Server providing access to the UK DVLA Vehicle Enquiry API so MCP tools can retrieve vehicle details by registration number. ([Read more](/details/uk-gov-vehicle-enquiry-api-mcp-server.md)) `government` `api` `transportation`
    • Unstructured MCP Server - An MCP Server for Unstructured that lets MCP agents run unstructured data ETL pipelines, preparing documents and other content for use with LLMs. ([Read more](/details/unstructured-mcp-server.md)) `unstructured-data` `etl` `llm-integration`
    • Zyte API MCP Server - An MCP server for the Zyte API, providing MCP-compatible applications with unified access to Zyte’s web data extraction services as a central entry point for high-quality web scraping and structured data collection. ([Read more](/details/zyte-api-mcp-server.md)) `web-scraping` `data-extraction` `api-integration`
    • Dromo MCP Server - MCP Server for Dromo, providing self-service data file import (CSV, XLS, XLSX, etc.) capabilities through MCP-enabled agents and apps. ([Read more](/details/dromo-mcp-server.md)) `data-integration` `csv` `etl`
    • EasyCSV MCP Server - MCP Server for EasyCSV, allowing spreadsheet import and data sending to webhooks or apps from within MCP-based workflows. ([Read more](/details/easycsv-mcp-server.md)) `csv` `data-import` `automation`
    • Grist MCP Server - An MCP Server that connects to Grist’s spreadsheet-like data management platform, exposing its APIs to MCP tools through Pipedream. ([Read more](/details/grist-mcp-server.md)) `spreadsheet` `data-management` `no-code`
    • IP2Location MCP Server - An MCP Server that exposes IP2Location’s IP geolocation lookup services to MCP-based workflows using Pipedream as the integration platform. ([Read more](/details/ip2location-mcp-server.md)) `ip-data` `geolocation`
    • Loqate MCP Server - An MCP Server integration for Loqate, providing Model Context Protocol access to Loqate’s address and location intelligence services from compatible AI tools and workflows. ([Read more](/details/loqate-mcp-server.md)) `location-intelligence` `address-verification` `api`
    • Harry Potter API MCP Server - An MCP Server that connects to the Harry Potter API, exposing RESTful access to structured Harry Potter universe data in MCP environments. ([Read more](/details/harry-potter-api-mcp-server.md)) `api` `entertainment` `datasets`
    • RAWG Video Games Database MCP Server - RAWG Video Games Database MCP Server exposes RAWG’s large video game database and discovery APIs through MCP, enabling programmatic search and retrieval of game data. ([Read more](/details/rawg-video-games-database-mcp-server.md)) `gaming` `api-integration` `search`
    • Spoonacular MCP Server - Spoonacular MCP Server exposes Spoonacular’s recipe, meal planning, and nutrition APIs via MCP, allowing programmatic food and nutrition workflows within MCP clients. ([Read more](/details/spoonacular-mcp-server.md)) `api-integration` `food` `nutrition`
    • SportsData MCP Server - SportsData MCP Server provides MCP access to SportsData’s real-time sports data feeds, including scores, stats, odds, projections, news, and images. ([Read more](/details/sportsdata-mcp-server.md)) `sports` `real-time` `api-integration`
    • SWAPI MCP Server - An MCP Server that connects to SWAPI, the Star Wars API, exposing Star Wars universe data (films, people, starships, etc.) to MCP-compatible clients. ([Read more](/details/swapi-mcp-server.md)) `api-integration` `entertainment` `open-data`
    • IP2WHOIS MCP Server - An MCP Server wrapping the IP2WHOIS WHOIS lookup API, enabling MCP-compatible tools to retrieve structured domain registration and WHOIS data programmatically. ([Read more](/details/ip2whois-mcp-server.md)) `whois` `domain` `api-integration`
    • Airbyte MCP Server - An MCP Server for Airbyte, exposing Airbyte’s ELT data connectors to move data between databases, APIs, and warehouses via the MCP protocol. ([Read more](/details/airbyte-mcp-server.md)) `data-integration` `elt` `pipelines`
    • CloudTables MCP Server - An MCP Server for CloudTables, providing MCP-based access to its no-code/low-code database-driven application platform for building and managing data tables with live updates and auditing. ([Read more](/details/cloudtables-mcp-server.md)) `no-code` `database` `data-management`
    • Enedis Data-Connect MCP Server - An MCP Server for Enedis Data-Connect, exposing Enedis energy data services to MCP clients for use in energy-related applications and workflows. ([Read more](/details/enedis-data-connect-mcp-server.md)) `energy` `open-data` `api-integration`
    • Geocodio MCP Server - An MCP Server for Geocodio, providing MCP-compatible access to Geocodio’s geocoding and reverse geocoding API services. ([Read more](/details/geocodio-mcp-server.md)) `geocoding` `location-intelligence` `api-integration`
    • ipbase MCP Server - An MCP Server for ipbase, providing access to its IP geolocation API with global coverage via the MCP interface. ([Read more](/details/ipbase-mcp-server.md)) `ip-data` `geolocation` `api-integration`
    • Placekey MCP Server - An MCP Server for Placekey, enabling standardized location identifiers and location data operations through MCP-compatible tools. ([Read more](/details/placekey-mcp-server.md)) `location-intelligence` `data-integration` `geocoding`
    • Smarty MCP Server - An MCP Server for Smarty that provides MCP access to Smarty’s address verification, validation, and geocoding APIs. ([Read more](/details/smarty-mcp-server.md)) `address-verification` `geocoding` `validation`
    • Nasa MCP Server - An MCP Server for NASA, providing programmatic access to data and services from the National Aeronautics and Space Administration. ([Read more](/details/nasa-mcp-server.md)) `nasa` `open-data` `api-integration`
    • Google Sheets MCP Server - MCP Server for Google Sheets, enabling creation, editing, and collaborative management of online spreadsheets via MCP tools and workflows. ([Read more](/details/google-sheets-mcp-server.md)) `google-sheets` `spreadsheet` `collaboration`
    • SeaTable MCP Server - An MCP Server integrating SeaTable, enabling AI agents to work with spreadsheet-like structured data, tasks, and assets stored in SeaTable. ([Read more](/details/seatable-mcp-server.md)) `spreadsheets` `database` `data-management`
    • Adafruit IO MCP Server - An MCP server that connects to Adafruit IO, enabling MCP-based tools and agents to display, respond to, and interact with IoT project data hosted on the Adafruit IO platform. ([Read more](/details/adafruit-io-mcp-server.md)) `iot` `data-streaming` `api-integration`
    • GeoDB Cities MCP Server - An MCP server for the GeoDB Cities API, enabling MCP-compatible tools to search for and retrieve data about cities and towns worldwide. ([Read more](/details/geodb-cities-mcp-server.md)) `location-intelligence` `geocoding` `open-data`
    • IQAir AirVisual MCP Server - An MCP server for the IQAir AirVisual platform, exposing worldwide air quality, pollution, and weather data—real-time, forecast, and historical—through MCP. ([Read more](/details/iqair-airvisual-mcp-server.md)) `environmental-data` `weather` `air-quality`
    • Pirate Weather MCP Server - An MCP server for the Pirate Weather API, offering a free, open, and Dark Sky–compatible weather forecast API via MCP for forecast and weather data retrieval. ([Read more](/details/pirate-weather-mcp-server.md)) `weather` `api-integration` `open-data`
    • Radar MCP Server - An MCP server that integrates the Radar geofencing platform, enabling MCP-compatible clients to build and use location-based and geofencing features via Radar APIs. ([Read more](/details/radar-mcp-server.md)) `location-intelligence` `geocoding` `api-integration`
    • Solcast MCP Server - Solcast MCP Server is an MCP integration that provides AI agents with access to Solcast’s solar resource assessment and forecasting data, including irradiance and PV power predictions worldwide via Model Context Protocol. ([Read more](/details/solcast-mcp-server.md)) `weather` `forecasting` `environmental-data`
    • Stormglass MCP Server - Stormglass MCP Server is a Model Context Protocol server exposing Stormglass’s global marine and weather API data to AI tools, enabling retrieval of ocean and weather information within MCP-based applications. ([Read more](/details/stormglass-mcp-server.md)) `weather` `api-integration` `environmental-data`
    • AirNow MCP Server - An MCP server that provides public national air quality information and real-time AQI conditions for over 400 cities across the US, enabling models and tools to query live air quality data. ([Read more](/details/airnow-mcp-server.md)) `environmental-data` `real-time` `open-data`
    • Ambient Weather MCP Server - An MCP server integration for Ambient Weather, exposing data from Ambient Weather’s weather stations and environmental monitoring cloud services via the MCP protocol. ([Read more](/details/ambient-weather-mcp-server.md)) `weather` `environmental-data` `api-integration`
    • BART MCP Server - An MCP server for Bay Area Rapid Transit (BART) that allows querying train service information throughout the San Francisco Bay Area. ([Read more](/details/bart-mcp-server.md)) `transportation` `open-data` `api`
    • Cartes MCP Server - An MCP server exposing Cartes mapping capabilities, providing access to map data and related services for location-based applications. ([Read more](/details/cartes-mcp-server.md)) `maps` `location-intelligence` `api-integration`
    • Foursquare MCP Server - An MCP server for Foursquare’s independent location data platform, enabling access to rich place and location datasets through MCP. ([Read more](/details/foursquare-mcp-server.md)) `location-intelligence` `open-data` `apis`
    • HERE MCP Server - An MCP server for HERE Technologies that exposes location-aware services and mapping capabilities from the HERE platform via MCP. ([Read more](/details/here-mcp-server.md)) `location-intelligence` `maps` `geocoding`
    • Mapbox MCP Server - An MCP server for Mapbox to access navigation, mapping, and location services for people, packages, and vehicles everywhere through MCP. ([Read more](/details/mapbox-mcp-server.md)) `maps` `location-intelligence` `navigation`
    • OpenCage MCP Server - An MCP server for the OpenCage reverse geocoding API, providing geocoding and reverse geocoding capabilities via MCP. ([Read more](/details/opencage-mcp-server.md)) `geocoding` `location-intelligence` `api-integration`
    • OpenWeather API MCP Server - An MCP server that exposes OpenWeather’s current, forecast, and historical weather data services through the MCP protocol. ([Read more](/details/openweather-api-mcp-server.md)) `weather` `api` `forecasting`
    • Recreation.gov MCP Server - An MCP server that connects to the Recreation Information Database (RIDB) at Recreation.gov, offering access to nationwide recreational opportunity data. ([Read more](/details/recreationgov-mcp-server.md)) `open-data` `government` `outdoors`
    • TomTom MCP Server - An MCP server for TomTom that provides mapping and location technology access, helping applications find routes and locations through MCP. ([Read more](/details/tomtom-mcp-server.md)) `maps` `navigation` `geocoding`
    • Yr MCP Server - An MCP Server integration for Yr via Pipedream, providing access to meteorological and weather data from the Norwegian Meteorological Institute for use within MCP-based applications. ([Read more](/details/yr-mcp-server.md)) `weather` `api-integration` `open-data`
    • AerisWeather MCP Server - An MCP Server exposing the AerisWeather weather API and mapping platform, enabling weather and environmental data access for MCP agents and applications. ([Read more](/details/aerisweather-mcp-server.md)) `weather` `api` `environmental-data`
    • Claris Filemaker Server OData API MCP Server - An MCP Server that connects to the Claris FileMaker Server OData API, providing standardized OData-based access for querying and updating FileMaker data through MCP-aware tools. ([Read more](/details/claris-filemaker-server-odata-api-mcp-server.md)) `odata` `data-integration` `api`
    • Geoapify MCP Server - An MCP Server integration for Geoapify that offers map APIs and tools for building custom interactive maps through MCP-enabled applications. ([Read more](/details/geoapify-mcp-server.md)) `maps` `location-intelligence` `api-integration`
    • Geokeo MCP Server - An MCP Server for Geokeo that exposes forward and reverse geocoding APIs as MCP actions, enabling location-based functionality in MCP workflows. ([Read more](/details/geokeo-mcp-server.md)) `geocoding` `location-intelligence` `api`
    • Meteomatics Weather API MCP Server - An MCP Server for the Meteomatics Weather API, supplying access to weather and climate data from over 1800 parameters to MCP-compatible applications. ([Read more](/details/meteomatics-weather-api-mcp-server.md)) `weather` `api-integration` `environmental-data`
    • Azure API for FHIR MCP Server - MCP Server for Azure API for FHIR, connecting MCP clients to a managed, standards-based healthcare data platform. ([Read more](/details/azure-api-for-fhir-mcp-server.md)) `healthcare` `fhir` `azure`
    • Caspio MCP Server - MCP Server for Caspio, exposing its no-code online database application platform to tools and agents using the Model Context Protocol. ([Read more](/details/caspio-mcp-server.md)) `no-code` `database` `application-platform`
    • Gryd MCP Server - An MCP Server that connects to Gryd’s real-time vehicle data platform, enabling MCP-based applications to access telematics and mobility data through a standardized interface. ([Read more](/details/gryd-mcp-server.md)) `transportation` `real-time` `data-access`
    • IP2Location.io MCP Server - An MCP Server for IP2Location.io that allows querying IP geolocation data—pinpointing the location of IP addresses—from within MCP clients. ([Read more](/details/ip2locationio-mcp-server.md)) `ip-data` `geolocation` `api`
    • Nango MCP Server - An MCP server for Nango that lets MCP clients use Nango’s open-source unified API to connect with third-party SaaS integrations. ([Read more](/details/nango-mcp-server.md)) `unified-api` `integration` `open-source`
    • Retable MCP Server - An MCP Server for Retable that turns spreadsheet-like data into smart databases accessible through MCP workflows. ([Read more](/details/retable-mcp-server.md)) `database` `spreadsheets` `data-management`
    • Talend MCP Server - Talend MCP Server provides an MCP-compatible interface to Talend’s data integration and data management capabilities, allowing AI-driven data workflows through an MCP server. ([Read more](/details/talend-mcp-server.md)) `data-integration` `etl` `data-management`
    • FHIR MCP Server - fhir-mcp-server is a Model Context Protocol server by WSO2 that provides standardized access to Fast Healthcare Interoperability Resources (FHIR) APIs, allowing MCP-compatible clients to query and interact with clinical data stored in FHIR-compliant systems. ([Read more](/details/fhir-mcp-server.md)) `healthcare` `fhir` `api-integration`
    • thingsboard-mcp - The official ThingsBoard MCP server, providing a natural language interface for LLMs and AI agents to interact with ThingsBoard IoT data and services. ([Read more](/details/thingsboard-mcp.md)) `iot` `data-access` `automation`
    • teslamate-mcp - A Model Context Protocol (MCP) server that exposes data from your TeslaMate database so AI assistants can query vehicle and charging information for transportation and EV-related use cases. ([Read more](/details/teslamate-mcp.md)) `transportation` `ev` `data-access`
    • Context Awesome MCP Server - Specialised dataset MCP server at `https://www.context-awesome.com/api/mcp` offering open MCP access to curated datasets from Context Awesome. ([Read more](/details/context-awesome-mcp-server.md)) `datasets` `open-data` `data-access`
    • Snowflake MCP Server - The official open-source MCP server from Snowflake Labs that enables Cortex Agents prompting, querying Snowflake, and integrating Snowflake capabilities into MCP-based workflows. ([Read more](/details/snowflake-mcp-server.md)) `snowflake` `data-warehouse` `analytics`
    • Amazon Location Service MCP Server - An MCP server integrating Amazon Location Service features like place search, geocoding, and route optimization into MCP-powered conversational assistants and agents. ([Read more](/details/amazon-location-service-mcp-server.md)) `aws` `location-intelligence` `geocoding`
    • Amazon Q Index MCP Server - An MCP server that exposes Amazon Q index data accessors, enabling search and retrieval over an enterprise’s Q index within MCP-compatible applications. ([Read more](/details/amazon-q-index-mcp-server.md)) `search` `enterprise` `data-access`
    • AWS S3 Tables MCP Server - An MCP server to manage, query, and ingest S3-based tables, with SQL querying, CSV-to-table conversion, and metadata discovery. ([Read more](/details/aws-s3-tables-mcp-server.md)) `aws` `s3-compatible` `sql`
    • EAN-Search.org MCP Server - An MCP server for EAN-Search.org at https://www.ean-search.org/mcp that provides MCP-compatible access to product and barcode data via OAuth2.1. ([Read more](/details/ean-searchorg-mcp-server.md)) `product-data` `barcodes` `lookup`
    • mcp-server-fetch - A command-line MCP server that provides HTTP fetching capabilities as MCP tools, typically invoked via `uvx mcp-server-fetch` to integrate web fetch operations into MCP-compatible clients such as VS Code or Claude. ([Read more](/details/mcp-server-fetch.md)) `http` `web` `integration`
    • server-google-maps - An official MCP server that exposes Google Maps location services, including routing and place details, to AI agents. ([Read more](/details/server-google-maps.md)) `google-maps` `location-intelligence` `routing`
    • Bluesky Context Server - A simple MCP server that allows desktop clients to query Bluesky instances, illustrating a social network integration via MCP. ([Read more](/details/bluesky-context-server.md)) `mcp` `bluesky` `social-media` `api-integration`
    • K2view MCP Server - High-performance MCP server designed for real-time delivery of multi-source enterprise data to LLMs using entity-based data virtualization. Automatically exposes data products as MCP servers with built-in governance and anonymization. ([Read more](/details/k2view-mcp-server.md)) `Enterprise` `Data Integration` `Real Time`
    • OpenNutrition MCP Server - Model Context Protocol server providing access to 300,000+ foods with detailed nutrition facts and barcode lookup from the OpenNutrition database for AI-powered dietary analysis and meal planning. ([Read more](/details/opennutrition-mcp-server.md)) `Nutrition` `Health` `Data Extraction`
    • apple-mcp - Integrates with Apple's native applications to provide MCP server functionalities such as searching contacts, managing notes, and sending messages within macOS. Also a collection of MCP server tools enabling AI systems to interface with native macOS applications including Messages, Notes, Contacts, and more, via the Model Context Protocol. ([Read more](/details/apple-mcp.md)) `mcp` `apple` `Macos` `Integration`
    • nearby-search-mcp - An MCP server that enables nearby place searches using IP-based location detection. ([Read more](/details/nearby-search-mcp.md)) `search` `location-intelligence` `geolocation`
    • Typesense MCP Server - A Model Context Protocol server that exposes Typesense’s search capabilities to LLMs, allowing discovery, search, and analysis over Typesense collections. ([Read more](/details/typesense-mcp-server.md)) `search` `indexing` `api`
    • Elasticsearch MCP Server - Official Elastic MCP server enabling real-time retrieval and search across Elasticsearch data. Provides tools for listing indices, getting mappings, and executing searches with Query DSL and automatic text highlighting for AI agents. ([Read more](/details/elasticsearch-mcp-server.md)) `Search Engine` `Full Text Search` `Analytics`
    • Barcode Lookup MCP Server - Barcode Lookup MCP Server is an MCP server integration for the Barcode Lookup service, enabling MCP-based tools to search millions of products online by barcode via a standardized protocol interface. ([Read more](/details/barcode-lookup-mcp-server.md)) `product-data` `search` `lookup`
    • Crunchbase MCP Server - An MCP Server for Crunchbase, enabling discovery and querying of innovative companies and people via the MCP protocol. ([Read more](/details/crunchbase-mcp-server.md)) `startup-data` `companies` `investors`
    • StackShare MCP Server - An MCP Server for StackShare that allows querying information about tech stacks used by over 1.5M companies directly from MCP-capable clients. ([Read more](/details/stackshare-mcp-server.md)) `tool-discovery` `api-integration` `web`
    • WhoisFreaks MCP Server - An MCP server for WhoisFreaks that enables agents to query domain WHOIS data and related domain intelligence via the WhoisFreaks API. ([Read more](/details/whoisfreaks-mcp-server.md)) `whois` `domain` `api-integration`
    • ChuckNorris.io MCP Server - An MCP Server providing access to the ChuckNorris.io JSON API, allowing retrieval of hand-curated Chuck Norris facts within MCP-compatible applications. ([Read more](/details/chucknorrisio-mcp-server.md)) `api` `entertainment`
    • Goodreads MCP Server - An MCP Server offering integration with Goodreads, making it possible to search and interact with book and reading data via MCP tools. ([Read more](/details/goodreads-mcp-server.md)) `books` `search` `reading`
    • Listen Notes MCP Server - An MCP Server for Listen Notes that exposes podcast search and discovery features programmatically for use in MCP workflows. ([Read more](/details/listen-notes-mcp-server.md)) `podcast` `search` `discovery`
    • MobyGames MCP Server - An MCP Server providing programmatic access to MobyGames’ catalog of electronic games, including release info, credits, and cover art, via MCP. ([Read more](/details/mobygames-mcp-server.md)) `gaming` `api-integration` `content-search`
    • WatchSignals MCP Server - An MCP Server for WatchSignals, exposing its luxury watch search and comparison capabilities (1M+ prices from trusted dealers) to MCP-based tools. ([Read more](/details/watchsignals-mcp-server.md)) `search` `retail` `comparison`
    • Elastic Cloud MCP Server - An MCP Server for Elastic Cloud, enabling MCP tools to interact with hosted Elasticsearch and hosted search services on Elastic Cloud. ([Read more](/details/elastic-cloud-mcp-server.md)) `elasticsearch` `search` `cloud`
    • BrandMentions MCP Server - An MCP Server that integrates with BrandMentions, enabling MCP clients to monitor and query brand mentions across the web. ([Read more](/details/brandmentions-mcp-server.md)) `brand-monitoring` `social-sentiment` `web-search`
    • Product Hunt MCP Server - An MCP Server that exposes Product Hunt data and functionality over the Model Context Protocol, allowing agents to discover and work with the best new tech products programmatically. ([Read more](/details/product-hunt-mcp-server.md)) `product-discovery` `tech` `directory`
    • Yelp Fusion MCP Server - An MCP Server that interfaces with Yelp Fusion, giving MCP clients structured access to local business data and reviews from Yelp. ([Read more](/details/yelp-fusion-mcp-server.md)) `local-business` `reviews` `api-integration`
    • Google Marketplace MCP Server - An MCP Server integration with Google Workspace Marketplace, enabling MCP-based workflows to interface with third-party apps in the Google Workspace ecosystem. ([Read more](/details/google-marketplace-mcp-server.md)) `marketplace` `google-workspace` `integration`
    • Google Maps Places API MCP Server - An MCP server wrapping the Google Maps Places API so models can search and retrieve up-to-date business and place information—such as nearby grocery stores, restaurants, and pharmacies—via MCP tools. ([Read more](/details/google-maps-places-api-mcp-server.md)) `google-maps` `location-intelligence` `places`
    • SourceForge MCP Server - SourceForge MCP Server exposes SourceForge capabilities via the Model Context Protocol, letting AI systems search and interact with open-source software listings through a standardized server interface. ([Read more](/details/sourceforge-mcp-server.md)) `open-source` `directory` `tool-discovery`
    • reddit-mcp-buddy - An MCP server that lets LLMs browse Reddit posts, search content, and analyze user activity without requiring Reddit API keys, working out-of-the-box with Claude. ([Read more](/details/reddit-mcp-buddy.md)) `social-media` `search` `web-scraping`
    • Amazon Kendra Index MCP Server - An MCP server that connects to Amazon Kendra indexes, providing enterprise search capabilities and retrieval-augmented generation (RAG) enhancement for conversational assistants. ([Read more](/details/amazon-kendra-index-mcp-server.md)) `enterprise-search` `rag` `aws`
    • OpenSearch MCP Server - Official Model Context Protocol server for OpenSearch providing native capabilities for AI agents to perform search, analytics, and vector store operations. Fully integrated with no separate deployment required, using OpenSearch security for authentication. ([Read more](/details/opensearch-mcp-server.md)) `Search` `Analytics` `Aws`

  • Business & Commerce Mcp Servers

    • Adfin MCP Server - An MCP server integration for Adfin that lets AI tools access payment, invoicing, and accounting reconciliation capabilities from the Adfin platform. ([Read more](/details/adfin-mcp-server.md)) `accounting` `payments` `invoicing`
    • Ramp MCP - An MCP server for Ramp that connects LLM agents to Ramp’s Developer API, allowing analysis of company spend and financial insights directly through the Model Context Protocol. ([Read more](/details/ramp-mcp.md)) `spend-management` `analytics` `finance`
    • Audiense Insights MCP Server - An MCP server for Audiense Insights that exposes demographic, cultural, influencer, and content engagement analysis from Audiense reports to AI agents. ([Read more](/details/audiense-insights-mcp-server.md)) `audience-insights` `marketing-analytics` `social-media`
    • Stripe MCP - An MCP server that integrates with Stripe, providing tools for handling payments, customers, and refunds via the Model Context Protocol. ([Read more](/details/stripe-mcp.md)) `payments` `stripe` `e-commerce`
    • Facebook Ads MCP Server - An MCP server that acts as an interface to Facebook Ads, enabling programmatic access to ads data and management operations through the MCP protocol. ([Read more](/details/facebook-ads-mcp-server.md)) `facebook` `advertising` `marketing`
    • Square MCP Server - Payments MCP server hosted at `https://mcp.squareup.com/sse` providing MCP access to Square commerce and payments APIs with OAuth 2.1 authentication. ([Read more](/details/square-mcp-server.md)) `payments` `pos` `e-commerce`
    • Meta Ads MCP - An MCP server by Pipeboard that automates Meta Ads workflows, providing programmatic access to analysis, creative testing, and campaign optimization for Meta advertising accounts. Also available as a hosted instance at https://mcp.pipeboard.co/meta-ads-mcp with OAuth2.1 authentication. ([Read more](/details/meta-ads-mcp.md)) `advertising` `campaign-management` `marketing-automation`
    • smartlead-mcp-server-local - An MCP server for Smartlead that enables LLMs and automation platforms (including n8n) to interact with Smartlead for communication and workflow automation use cases. ([Read more](/details/smartlead-mcp-server-local.md)) `sales` `marketing-automation` `workflow-automation`
    • Aidbase MCP Server - An MCP server for Aidbase, enabling AI-powered customer support workflows for SaaS startups through the Model Context Protocol. ([Read more](/details/aidbase-mcp-server.md)) `customer-support` `saas` `ai-assistant`
    • Algomo MCP Server - MCP server integration for Algomo, providing multilingual, generative-AI-powered customer service capabilities to tools that speak the Model Context Protocol. ([Read more](/details/algomo-mcp-server.md)) `customer-support` `multilingual` `chatbots`
    • Autobound MCP Server - An MCP Server for Autobound that brings AI-assisted sales email generation into MCP-based workflows. ([Read more](/details/autobound-mcp-server.md)) `sales` `email-generation` `personalization`
    • Budgets.ai MCP Server - An MCP Server for Budgets.ai, letting MCP tools tap into AI-driven budget identification and prediction for sales and marketing. ([Read more](/details/budgetsai-mcp-server.md)) `sales` `marketing` `prediction`
    • BurstyAI MCP Server - An MCP Server integration for BurstyAI that exposes its AI autopilot workers for small business growth to MCP clients. ([Read more](/details/burstyai-mcp-server.md)) `small-business` `automation` `ai-agents`
    • Contact Enhance MCP Server - MCP server that integrates Contact Enhance to enrich business contact data via an AI-powered bot. ([Read more](/details/contact-enhance-mcp-server.md)) `data-enrichment` `contacts` `lead-enrichment`
    • Flash MCP Server - An MCP Server for Flash by Velora AI, providing AI copiloting features for product and growth leaders via the Model Context Protocol. ([Read more](/details/flash-mcp-server.md)) `product-development` `growth` `analytics`
    • LoyJoy MCP Server - MCP Server for LoyJoy, integrating its conversational marketing platform to improve customer engagement and conversion via MCP. ([Read more](/details/loyjoy-mcp-server.md)) `conversational` `marketing` `customer-engagement`
    • NEURONWriter MCP Server - An MCP Server that connects MCP clients to NEURONWriter’s semantic SEO and content optimization platform. ([Read more](/details/neuronwriter-mcp-server.md)) `seo` `content-optimization` `marketing`
    • Orimon MCP Server - An MCP server for Orimon that connects MCP clients to Orimon’s AI sales chatbot platform to automate lead qualification and deal closing. ([Read more](/details/orimon-mcp-server.md)) `sales` `chatbots` `lead-generation`
    • Paigo MCP Server - An MCP server for Paigo, enabling MCP-based tools to interact with Paigo’s SaaS billing automation and subscription management services. ([Read more](/details/paigo-mcp-server.md)) `billing` `subscriptions` `automation`
    • PersanaAI MCP Server - An MCP server for PersanaAI to bring AI-driven sales prospecting, lead research, and outreach workflows into MCP-based applications. ([Read more](/details/persanaai-mcp-server.md)) `sales` `prospecting` `lead-generation`
    • Reform MCP Server - An MCP server integration for Reform, enabling AI-driven paperwork automation for logistics workflows via MCP clients. ([Read more](/details/reform-mcp-server.md)) `logistics` `document-automation` `workflow-automation`
    • Tuesday MCP Server - An MCP server for Tuesday that allows MCP-based agents to scale personalized outreach and campaigns with AI support. ([Read more](/details/tuesday-mcp-server.md)) `outreach` `campaigns` `marketing-automation`
    • TurboHire MCP Server - An MCP server integrating TurboHire’s hiring and recruitment automation features into MCP-compatible tools and workflows. ([Read more](/details/turbohire-mcp-server.md)) `recruiting` `hr` `automation`
    • Wafrow MCP Server - An MCP Server for Wafrow, providing access to its AI-driven personalized marketing and conversion rate optimization capabilities from MCP-compatible agents. ([Read more](/details/wafrow-mcp-server.md)) `marketing-automation` `conversion-optimization` `personalization`
    • y.gy MCP Server - y.gy MCP Server provides MCP-enabled access to y.gy’s free QR code generation and link shortening services, allowing agents and tools to create and manage QR codes and short URLs programmatically. ([Read more](/details/ygy-mcp-server.md)) `marketing` `links` `url-shortening`
    • Zylvie MCP Server - Zylvie MCP Server connects Zylvie’s high-converting cart and digital product subscription platform with MCP clients, enabling programmatic management of e-commerce workflows. ([Read more](/details/zylvie-mcp-server.md)) `e-commerce` `subscriptions` `checkout`
    • Accelo MCP Server - MCP Server for Accelo, connecting MCP-compatible tools to Accelo’s professional services automation platform. ([Read more](/details/accelo-mcp-server.md)) `professional-services` `automation` `crm`
    • Action Builder MCP Server - MCP Server for Action Builder, exposing its organizing toolkit for labor and advocacy campaigns through MCP. ([Read more](/details/action-builder-mcp-server.md)) `advocacy` `campaigns` `organizing`
    • AddEvent MCP Server - MCP Server for AddEvent, integrating its “add to calendar” event scheduling and calendar services into MCP workflows. ([Read more](/details/addevent-mcp-server.md)) `calendar` `events` `scheduling`
    • Agiliron MCP Server - MCP Server for Agiliron, connecting MCP clients to its inventory management and multi-channel retail POS capabilities. ([Read more](/details/agiliron-mcp-server.md)) `inventory` `pos` `e-commerce`
    • Agrello MCP Server - MCP Server for Agrello, providing MCP access to its e-signing and digital agreement management features. ([Read more](/details/agrello-mcp-server.md)) `e-signature` `contract-management` `document-automation`
    • Akeneo MCP Server - MCP Server for Akeneo, integrating its product information management (PIM) and data intelligence capabilities with MCP. ([Read more](/details/akeneo-mcp-server.md)) `pim` `product-data` `e-commerce`
    • Allocadence MCP Server - MCP Server for Allocadence, bringing its warehouse, inventory, and order management features into MCP workflows. ([Read more](/details/allocadence-mcp-server.md)) `warehouse-management` `inventory` `order-management`
    • Altoviz MCP Server - MCP Server for Altoviz, enabling MCP clients to interact with its online management software for quotes, invoicing, payments, and accounting. ([Read more](/details/altoviz-mcp-server.md)) `invoicing` `accounting` `payments`
    • Annature MCP Server - MCP Server for Annature, exposing its ISO 27001-certified eSignature and digital transaction management capabilities through MCP. ([Read more](/details/annature-mcp-server.md)) `e-signature` `document-automation`
    • Apaleo MCP Server - MCP Server for Apaleo, integrating its property management platform features into MCP-compatible tools and agents. ([Read more](/details/apaleo-mcp-server.md)) `property-management` `hospitality` `business`
    • Apex MCP Server - MCP Server for Apex 27, allowing estate agency professionals to access its estate agency software via MCP. ([Read more](/details/apex-mcp-server.md)) `real-estate` `crm` `property-management`
    • Appcues MCP Server - An MCP Server for Appcues that exposes product adoption and user onboarding capabilities through the Model Context Protocol, allowing automated workflows and in-context guidance integrations. ([Read more](/details/appcues-mcp-server.md)) `onboarding` `product-adoption` `customer-engagement`
    • Appointedd MCP Server - MCP Server providing access to Appointedd’s online scheduling features so AI tools and agents can manage bookings, availability, and appointments via MCP. ([Read more](/details/appointedd-mcp-server.md)) `scheduling` `appointments` `booking`
    • Appointo MCP Server - An MCP Server for Appointo that integrates its appointment scheduling capabilities with MCP-compatible agents and tools for booking and managing appointments. ([Read more](/details/appointo-mcp-server.md)) `scheduling` `appointments` `booking`
    • Ascora MCP Server - An MCP Server that connects to Ascora’s trades job management platform, enabling MCP clients to interact with jobs, scheduling, and field service operations. ([Read more](/details/ascora-mcp-server.md)) `field-service` `scheduling` `job-management`
    • AttractWell MCP Server - MCP Server for AttractWell, exposing its CRM, funnels, courses, payments, and marketing automation features to MCP-based agents and workflows. ([Read more](/details/attractwell-mcp-server.md)) `crm` `marketing-automation` `payments`
    • Autotask PSA MCP Server - An MCP Server integration for Autotask PSA, allowing MCP clients to access IT service management, tickets, projects, and PSA data through the Model Context Protocol. ([Read more](/details/autotask-psa-mcp-server.md)) `itsm` `tickets` `professional-services`
    • Beebole MCP Server - MCP Server integration for Beebole’s time tracking and management platform, enabling MCP-based systems to query and manage company time data. ([Read more](/details/beebole-mcp-server.md)) `time-tracking` `analytics` `sme`
    • Better Proposals MCP Server - An MCP Server that integrates Better Proposals’ proposal creation and management tools with MCP clients for automated proposal workflows. ([Read more](/details/better-proposals-mcp-server.md)) `proposals` `document-automation` `sales`
    • Bilflo MCP Server - An MCP Server for Bilflo that connects staffing management and operations data to MCP agents for programmatic access and automation. ([Read more](/details/bilflo-mcp-server.md)) `staffing` `operations` `automation`
    • Bilionis MCP Server - MCP Server integration for Bilionis, enabling MCP tools to interface with its catalog and community platform for Italian professionals and companies. ([Read more](/details/bilionis-mcp-server.md)) `directory` `community`
    • Blackbaud MCP Server - An MCP Server integration for Blackbaud, connecting its social good software solutions and data to MCP-compatible agents and tools. ([Read more](/details/blackbaud-mcp-server.md)) `nonprofit` `fundraising` `crm`
    • BoxHero MCP Server - MCP Server for BoxHero that exposes its inventory management functions via the Model Context Protocol so agents can manage stock and inventory workflows. ([Read more](/details/boxhero-mcp-server.md)) `inventory` `stock` `operations`
    • Cal.com MCP Server - An MCP Server for Cal.com that exposes scheduling and calendar booking capabilities over the Model Context Protocol. ([Read more](/details/calcom-mcp-server.md)) `scheduling` `calendar` `appointments`
    • Chaser MCP Server - An MCP Server for Chaser that allows AI workflows to manage credit checks, debtor monitoring, invoice chasing, and collections. ([Read more](/details/chaser-mcp-server.md)) `invoicing` `collections` `accounting`
    • Click2Mail MCP Server - An MCP Server for Click2Mail that lets AI agents send and manage physical mail through MCP-enabled workflows. ([Read more](/details/click2mail-mcp-server.md)) `direct-mail` `printing` `workflow-automation`
    • ClickTime MCP Server - An MCP Server integration for ClickTime providing time and expense tracking operations via the Model Context Protocol. ([Read more](/details/clicktime-mcp-server.md)) `time-tracking` `expenses` `productivity`
    • Clientary MCP Server - An MCP Server for Clientary giving MCP clients access to client, invoice, project, proposal, estimate, and payment management features. ([Read more](/details/clientary-mcp-server.md)) `invoicing` `client-management` `small-business`
    • Cliniko MCP Server - An MCP Server that integrates Cliniko’s health practice management software with MCP-aware AI tools. ([Read more](/details/cliniko-mcp-server.md)) `health` `practice-management` `appointments`
    • Clockwork Recruiting MCP Server - An MCP Server integration for Clockwork Recruiting, enabling AI agents to work with executive search and recruiting data over MCP. ([Read more](/details/clockwork-recruiting-mcp-server.md)) `recruiting` `ats` `hr`
    • Cloudpresenter MCP Server - An MCP Server for Cloudpresenter that exposes webinar and video conferencing functionality to MCP-based applications. ([Read more](/details/cloudpresenter-mcp-server.md)) `video-conferencing` `webinar` `events`
    • Cloze MCP Server - An MCP Server that connects Cloze’s relationship management and communication tracking platform to MCP-enabled agents. ([Read more](/details/cloze-mcp-server.md)) `crm` `relationship-management` `sales`
    • Connecteam MCP Server - An MCP Server integration for Connecteam, exposing employee app and workforce management features through MCP. ([Read more](/details/connecteam-mcp-server.md)) `workforce-management` `employee-management` `operations`
    • ConnectWise PSA MCP Server - An MCP Server for ConnectWise PSA that allows MCP-compatible tools to interact with professional services automation data and workflows. ([Read more](/details/connectwise-psa-mcp-server.md)) `psa` `professional-services` `workflow-automation`
    • Craftboxx MCP Server - An MCP Server that connects to Craftboxx so MCP-based tools can work with job scheduling, documentation, and time recording data for craftsmen-focused workflows. ([Read more](/details/craftboxx-mcp-server.md)) `job-management` `scheduling` `field-service`
    • Current RMS MCP Server - An MCP Server for Current RMS rental management, exposing cloud rental, inventory, and booking operations for AV, production, events, and broadcast businesses through MCP. ([Read more](/details/current-rms-mcp-server.md)) `rental` `inventory` `bookings`
    • DEAR Systems MCP Server - An MCP Server that connects to DEAR Inventory (DEAR Systems), exposing inventory control, manufacturing, sales, shipping, and payment operations through the MCP interface. ([Read more](/details/dear-systems-mcp-server.md)) `inventory` `e-commerce` `orders`
    • DeskTime MCP Server - An MCP Server integration for DeskTime, enabling MCP-based automation around automatic time tracking, productivity analytics, and activity data. ([Read more](/details/desktime-mcp-server.md)) `time-tracking` `productivity` `analytics`
    • Dex MCP Server - An MCP Server that connects to Dex so MCP tools can manage relationship data, keep in touch workflows, and context from LinkedIn, email, and other daily tools. ([Read more](/details/dex-mcp-server.md)) `crm` `contacts` `relationship-management`
    • Dispatch MCP Server - An MCP Server for Dispatch that lets MCP clients coordinate and automate on‑demand delivery operations and logistics tasks. ([Read more](/details/dispatch-mcp-server.md)) `logistics` `delivery` `dispatch`
    • Docusign Developer MCP Server - An MCP Server targeting the DocuSign Developer platform, exposing electronic signature and agreement cloud APIs for use in MCP-driven signing and contract workflows. ([Read more](/details/docusign-developer-mcp-server.md)) `e-signature` `document-automation` `contracts`
    • Donately MCP Server - An MCP Server integration for Donately, enabling MCP tools to manage and automate online donation collection, donor data, and fundraising workflows. ([Read more](/details/donately-mcp-server.md)) `fundraising` `donations` `nonprofit`
    • DrChrono MCP Server - An MCP Server integration for DrChrono, enabling agents or workflows to interact with DrChrono’s EHR platform to manage medical practice data and administration tasks programmatically. ([Read more](/details/drchrono-mcp-server.md)) `healthcare` `ehr` `medical`
    • Easyly MCP Server - An MCP Server for Easyly’s cloud-based CRM, providing machine-controllable access to sales, marketing, and workflow automation features. ([Read more](/details/easyly-mcp-server.md)) `crm` `sales` `marketing`
    • Easyship MCP Server - An MCP Server that exposes Easyship’s global shipping and logistics platform capabilities to MCP-compatible tools and workflows. ([Read more](/details/easyship-mcp-server.md)) `shipping` `logistics` `e-commerce`
    • eGestor MCP Server - An MCP Server for the eGestor online ERP system, allowing automated access to business management and ERP functions via the MCP protocol. ([Read more](/details/egestor-mcp-server.md)) `erp` `small-business` `accounting`
    • Elorus MCP Server - An MCP Server integration with Elorus, offering programmatic control over time tracking, invoicing, billing, and project expense management. ([Read more](/details/elorus-mcp-server.md)) `invoicing` `billing` `accounting`
    • Enrow MCP Server - An MCP Server that connects to Enrow, providing access to deeply verified email addresses and outreach tools for lead generation and sales workflows. ([Read more](/details/enrow-mcp-server.md)) `lead-generation` `email` `sales`
    • ERPNext MCP Server - An MCP Server for ERPNext, providing machine-accessible interfaces to the open-source ERP system’s modules for enterprise resource planning and business operations. ([Read more](/details/erpnext-mcp-server.md)) `erp` `open-source` `operations`
    • Evenium MCP Server - An MCP Server for Evenium, enabling access to its web and mobile technologies for managing and enhancing meetings and events. ([Read more](/details/evenium-mcp-server.md)) `events` `meetings` `engagement`
    • Eventee MCP Server - An MCP Server integration with Eventee, allowing MCP clients to manage and enhance attendee experiences for events programmatically. ([Read more](/details/eventee-mcp-server.md)) `events` `attendees` `engagement`
    • Eventzilla MCP Server - An MCP Server that connects to Eventzilla’s cloud-based event registration and marketing platform for creating and managing virtual or live events through MCP. ([Read more](/details/eventzilla-mcp-server.md)) `events` `registration` `marketing`
    • Exact MCP Server - An MCP Server for Exact’s cloud business software, enabling automated interactions with accounting and SME business management features. ([Read more](/details/exact-mcp-server.md)) `accounting` `sme` `business`
    • Expensify MCP Server - An MCP Server for Expensify, exposing expense tracking, receipt scanning, mileage tracking, and reimbursement automation features via MCP. ([Read more](/details/expensify-mcp-server.md)) `expenses` `receipts` `accounting`
    • Extensiv Integration Manager MCP Server - An MCP Server integration for Extensiv Integration Manager (formerly CartRover) that exposes its e‑commerce and order-automation capabilities—allowing MCP-compatible clients to automate and streamline online orders across multiple integrations from a single platform. ([Read more](/details/extensiv-integration-manager-mcp-server.md)) `e-commerce` `order-management` `automation`
    • FacturaDirecta MCP Server - An MCP Server for FacturaDirecta that provides MCP-accessible endpoints to its cloud-based invoicing and accounting features for companies and freelancers. ([Read more](/details/facturadirecta-mcp-server.md)) `invoicing` `accounting` `billing`
    • faktoora MCP Server - An MCP Server integration for faktoora, enabling access to its secure, no‑IT invoicing platform for businesses of all sizes via MCP-compatible tools. ([Read more](/details/faktoora-mcp-server.md)) `invoicing` `billing` `accounting`
    • Fakturoid MCP Server - An MCP Server for Fakturoid that surfaces its easy‑to‑use invoicing software capabilities to MCP clients for automated billing and invoice workflows. ([Read more](/details/fakturoid-mcp-server.md)) `invoicing` `billing` `accounting`
    • Fatture in Cloud MCP Server - An MCP Server integration for Fatture in Cloud (Cloud Invoices), exposing business and VAT management features so MCP tools can interact with invoices and accounting data from mobile or web. ([Read more](/details/fatture-in-cloud-mcp-server.md)) `invoicing` `accounting` `vat`
    • Findymail MCP Server - An MCP Server for Findymail that connects MCP-based workflows to Findymail’s B2B email-finding capabilities for sales and outreach automations. ([Read more](/details/findymail-mcp-server.md)) `lead-generation` `sales` `email`
    • Fingertip MCP Server - An MCP Server integration for Fingertip, enabling MCP clients to interact with its all‑in‑one page builder features programmatically. ([Read more](/details/fingertip-mcp-server.md)) `page-builder` `content-management` `web`
    • Finmei MCP Server - An MCP Server for Finmei that makes its invoicing and expense-management features available to MCP-compatible agents and automation workflows. ([Read more](/details/finmei-mcp-server.md)) `invoicing` `expenses` `accounting`
    • Flowla MCP Server - An MCP Server for Flowla that connects MCP clients to Flowla’s personalized buyer-journey and deal-management platform for sales enablement workflows. ([Read more](/details/flowla-mcp-server.md)) `sales` `deal-management` `customer-journey`
    • FranConnect MCP Server - An MCP Server integration for FranConnect, making its enterprise franchise and multi-location business management capabilities accessible via MCP-based tools. ([Read more](/details/franconnect-mcp-server.md)) `franchise` `multi-location` `business-management`
    • Givebutter MCP Server - An MCP Server for Givebutter that exposes its fundraising and donation-management features—powering MCP-driven workflows for nonprofits and fundraising campaigns. ([Read more](/details/givebutter-mcp-server.md)) `fundraising` `nonprofit` `donations`
    • GivingFuel MCP Server - An MCP Server integration for GivingFuel, enabling MCP-compatible agents to interact with its donation and fundraising platform programmatically. ([Read more](/details/givingfuel-mcp-server.md)) `fundraising` `donations` `nonprofit`
    • Gong MCP Server - An MCP Server for Gong that surfaces its revenue-intelligence platform capabilities—such as sales insights and call data—to MCP-based tools and workflows. ([Read more](/details/gong-mcp-server.md)) `analytics` `sales` `ai-insights`
    • Google Business Profile MCP Server - An MCP Server integration for Google Business Profile (formerly Google My Business), enabling MCP tools to manage locations, profiles, and customer engagement across Search and Maps. ([Read more](/details/google-business-profile-mcp-server.md)) `local-business` `maps` `customer-engagement`
    • Grab Your Reviews MCP Server - An MCP Server for Grab Your Reviews that allows MCP-compatible clients to manage online reviews and customer-feedback workflows from a unified platform. ([Read more](/details/grab-your-reviews-mcp-server.md)) `reviews` `customer-feedback` `reputation`
    • heedjy MCP Server - An MCP Server for Heedjy that exposes partner ecosystem and partnership revenue optimization features through the Model Context Protocol for automation and AI workflows. ([Read more](/details/heedjy-mcp-server.md)) `partnerships` `revenue` `automation`
    • Hiveage MCP Server - An MCP Server that connects to Hiveage, allowing AI agents and workflows to interact with Hiveage’s invoicing and billing automation platform via MCP. ([Read more](/details/hiveage-mcp-server.md)) `invoicing` `billing` `automation`
    • Housecall Pro MCP Server - An MCP Server for Housecall Pro, exposing home services business management capabilities such as scheduling and operations to MCP-compatible tools. ([Read more](/details/housecall-pro-mcp-server.md)) `field-service` `scheduling` `operations`
    • Invoicing.Plus MCP Server - An MCP Server integration for Invoicing.Plus, exposing its modern invoicing software functions through the Model Context Protocol. ([Read more](/details/invoicingplus-mcp-server.md)) `invoicing` `accounting` `billing`
    • Ironclad MCP Server - An MCP Server that connects to Ironclad’s contract lifecycle management platform, enabling programmatic access to multi-department contract workflows using MCP. ([Read more](/details/ironclad-mcp-server.md)) `contract-management` `clm` `legal`
    • Jobber MCP Server - An MCP Server that integrates with Jobber’s operations management software for home service businesses, making scheduling and job management accessible via MCP. ([Read more](/details/jobber-mcp-server.md)) `scheduling` `small-business` `operations`
    • KonfHub MCP Server - An MCP Server for KonfHub, exposing event management, registration, and ticketing workflows through MCP for AI-driven automation. ([Read more](/details/konfhub-mcp-server.md)) `event-management` `ticketing` `registrations`
    • Labs64 NetLicensing MCP Server - An MCP Server providing access to Labs64 NetLicensing’s license management features, enabling automated licensing workflows via MCP. ([Read more](/details/labs64-netlicensing-mcp-server.md)) `licensing` `subscriptions` `saas`
    • Launch27 MCP Server - An MCP Server for Launch27, allowing MCP-compatible tools to manage online booking for local service businesses similar to a Shopify-style experience. ([Read more](/details/launch27-mcp-server.md)) `online-store` `booking` `local-business`
    • LessAccounting MCP Server - An MCP Server integration for LessAccounting, giving MCP agents access to small business bookkeeping automation features. ([Read more](/details/lessaccounting-mcp-server.md)) `accounting` `bookkeeping` `small-business`
    • Locate MCP Server - Locate MCP Server exposes the Locate cloud-based inventory management system as an MCP endpoint, enabling agents and tools to query and update inventory data programmatically. ([Read more](/details/locate-mcp-server.md)) `inventory` `warehouse` `orders`
    • Lodgify MCP Server - Lodgify MCP Server provides MCP-based access to Lodgify’s hospitality website and reservation management platform, allowing automated handling of bookings and property data. ([Read more](/details/lodgify-mcp-server.md)) `hospitality` `reservations` `property-management`
    • Logistia Route Planner MCP Server - Logistia Route Planner MCP Server integrates the Logistia delivery management and route planning system with MCP-compatible agents for route optimization and delivery orchestration. ([Read more](/details/logistia-route-planner-mcp-server.md)) `routing` `delivery` `logistics`
    • Loyverse MCP Server - Loyverse MCP Server offers MCP access to Loyverse’s POS and inventory management features, enabling AI workflows around retail sales, stock levels, and reporting. ([Read more](/details/loyverse-mcp-server.md)) `pos` `inventory` `retail`
    • McTime MCP Server - McTime MCP Server integrates McTime’s project time tracking and absence recording capabilities with MCP, enabling automated time-entry, reporting, and analysis flows. ([Read more](/details/mctime-mcp-server.md)) `time-tracking` `workflow-automation`
    • Membership.io MCP Server - Membership.io MCP Server provides MCP access to the Membership.io platform for managing online membership businesses, including members, plans, and subscriptions. ([Read more](/details/membershipio-mcp-server.md)) `memberships` `subscriptions` `e-commerce`
    • Mews MCP Server - Mews MCP Server connects to Mews’ hospitality management cloud via MCP, enabling automated operations around reservations, guests, and hotel performance. ([Read more](/details/mews-mcp-server.md)) `hospitality` `reservations` `operations`
    • Microsoft Dynamics 365 Business Central API MCP Server - Microsoft Dynamics 365 Business Central API MCP Server exposes Business Central’s ERP capabilities through MCP, allowing agents to interact with finance, sales, and operations data in a unified way. ([Read more](/details/microsoft-dynamics-365-business-central-api-mcp-server.md)) `erp` `sales` `operations`
    • Middesk MCP Server - Middesk MCP Server integrates Middesk’s business verification and risk assessment APIs into MCP, enabling automated compliance and onboarding checks. ([Read more](/details/middesk-mcp-server.md)) `compliance` `verification` `risk-analysis`
    • Mindbody MCP Server - Mindbody MCP Server offers MCP integration with Mindbody’s wellness business management platform for scheduling, client management, and studio operations automation. ([Read more](/details/mindbody-mcp-server.md)) `wellness` `scheduling` `studio-management`
    • More Trees MCP Server - More Trees MCP Server exposes the More Trees API via MCP, allowing automated CO₂ offsetting workflows such as planting trees programmatically for users and businesses. ([Read more](/details/more-trees-mcp-server.md)) `sustainability` `environmental-data` `automation`
    • Motive MCP Server - MCP Server for Motive that connects AI workflows with Motive’s all-in-one fleet management and driver safety platform. ([Read more](/details/motive-mcp-server.md)) `fleet-management` `logistics` `tracking`
    • Mslm Cloud MCP Server - An MCP Server for Mslm Business Cloud, exposing its business management tools to MCP-compatible AI agents and automation workflows. ([Read more](/details/mslm-cloud-mcp-server.md)) `business-management` `saas` `operations`
    • MurList MCP Server - MCP Server that integrates with Murlist, allowing AI-driven lead generation, scoring, verification, and conversion via MCP tools. ([Read more](/details/murlist-mcp-server.md)) `lead-generation` `sales` `marketing-automation`
    • Nexudus MCP Server - MCP Server that connects AI agents to Nexudus, the white-label coworking and flex workspace management platform, via standardized MCP tools. ([Read more](/details/nexudus-mcp-server.md)) `coworking` `workspace-management` `white-label`
    • Nmbrs MCP Server - MCP Server integration for Nmbrs, exposing HR and payroll software capabilities to MCP-based automation and AI assistants. ([Read more](/details/nmbrs-mcp-server.md)) `hr` `payroll` `operations`
    • Nusii Proposals MCP Server - MCP Server that connects to Nusii proposal software, allowing AI agents to create and manage client proposals via MCP tools. ([Read more](/details/nusii-proposals-mcp-server.md)) `proposals` `sales` `document-automation`
    • Occasion MCP Server - An MCP Server that integrates with Occasion, providing MCP-based access to fast booking and scheduling capabilities. ([Read more](/details/occasion-mcp-server.md)) `booking` `scheduling` `events`
    • Odoo MCP Server - MCP Server for Odoo, exposing its integrated ERP and CRM platform features to MCP agents for enterprise workflow automation. ([Read more](/details/odoo-mcp-server.md)) `erp` `crm` `enterprise`
    • Office 365 Management MCP Server - MCP Server for Office 365 Management APIs, providing a unified MCP interface for managing Office 365 customers’ and partners’ administrative tasks. ([Read more](/details/office-365-management-mcp-server.md)) `microsoft-365` `admin` `it-management`
    • OKSign MCP Server - MCP Server that integrates with OKSign, enabling AI assistants to initiate and manage online contract and document signing workflows. ([Read more](/details/oksign-mcp-server.md)) `e-signature` `document-automation`
    • OnceHub MCP Server - MCP Server for OnceHub, connecting MCP agents to lead capture, qualification, and engagement tools to respond to inbound leads quickly. ([Read more](/details/oncehub-mcp-server.md)) `lead-management` `scheduling` `customer-engagement`
    • Onfleet MCP Server - MCP Server integration for Onfleet, enabling MCP-compatible agents to interact with Onfleet’s last-mile delivery management platform. ([Read more](/details/onfleet-mcp-server.md)) `delivery` `fleet-management` `logistics`
    • OnlineCheckWriter MCP Server - MCP Server for Online Check Writer, exposing online check printing, eCheck, and mail check capabilities to MCP-based AI agents and workflows. ([Read more](/details/onlinecheckwriter-mcp-server.md)) `payments` `check-printing` `finance`
    • OptimoRoute MCP Server - An MCP Server that exposes OptimoRoute’s route planning and optimization capabilities for delivery and field service operations to MCP-compatible clients. ([Read more](/details/optimoroute-mcp-server.md)) `route-planning` `logistics` `field-service`
    • Order Desk MCP Server - An MCP Server for Order Desk, allowing MCP-based automation and integration with Order Desk’s ecommerce order management and its 300+ integrations. ([Read more](/details/order-desk-mcp-server.md)) `e-commerce` `order-management` `automation`
    • Planday MCP Server - An MCP Server for Planday that enables access to workforce management and scheduling features through the MCP ecosystem. ([Read more](/details/planday-mcp-server.md)) `workforce-management` `scheduling` `hr`
    • Planning Center MCP Server - An MCP Server that integrates with Planning Center’s church management tools, allowing MCP-compatible agents to coordinate events, teams, and congregation data. ([Read more](/details/planning-center-mcp-server.md)) `crm` `events` `nonprofit`
    • Planyo Online Booking MCP Server - An MCP Server integration for Planyo Online Booking, allowing MCP clients to interact with the Planyo reservation system for bookings and scheduled events. ([Read more](/details/planyo-online-booking-mcp-server.md)) `booking` `reservations` `scheduling`
    • PostGrid Verify MCP Server - An MCP Server for PostGrid Verify, enabling MCP-based autocomplete, verification, validation, and standardization of postal addresses. ([Read more](/details/postgrid-verify-mcp-server.md)) `address-verification` `validation` `standardization`
    • pretix MCP Server - An MCP Server integration for pretix, providing MCP access to pretix’s event ticketing and management functionality. ([Read more](/details/pretix-mcp-server.md)) `ticketing` `events` `e-commerce`
    • Pro Ledger MCP Server - An MCP Server for Pro Ledger, exposing small-business bookkeeping features to MCP-compatible tools. ([Read more](/details/pro-ledger-mcp-server.md)) `bookkeeping` `accounting` `small-business`
    • ProAbono MCP Server - An MCP Server that integrates with ProAbono’s subscription management platform, supporting automated billing and subscription workflows via MCP. ([Read more](/details/proabono-mcp-server.md)) `subscriptions` `billing` `saas`
    • Proposify MCP Server - An MCP Server for Proposify that provides programmatic access to proposal creation and management features over the Model Context Protocol. ([Read more](/details/proposify-mcp-server.md)) `proposals` `sales` `crm`
    • Qualiobee MCP Server - An MCP Server that connects to Qualiobee, enabling AI agents to interact with management software for training organizations via MCP endpoints. ([Read more](/details/qualiobee-mcp-server.md)) `training` `education` `saas`
    • Quipu MCP Server - An MCP Server for Quipu’s online bookkeeping service, allowing MCP-compatible clients to access accounting and bookkeeping operations. ([Read more](/details/quipu-mcp-server.md)) `bookkeeping` `accounting` `sme`
    • Remote Retrieval MCP Server - An MCP Server for Remote Retrieval that enables MCP-based automation of remote laptop or monitor return workflows. ([Read more](/details/remote-retrieval-mcp-server.md)) `logistics` `workflow-automation`
    • Rentman MCP Server - An MCP Server exposing Rentman’s crew and equipment management platform for scheduling and logistics through the Model Context Protocol. ([Read more](/details/rentman-mcp-server.md)) `resource-management` `scheduling` `logistics`
    • Reviewflowz MCP Server - An MCP Server that integrates Reviewflowz review and testimonial software with MCP, enabling automated review management and retrieval. ([Read more](/details/reviewflowz-mcp-server.md)) `reviews` `testimonials` `reputation`
    • Ringba MCP Server - An MCP Server for Ringba that exposes inbound call tracking and pay-per-call analytics capabilities via the Model Context Protocol. ([Read more](/details/ringba-mcp-server.md)) `call-tracking` `analytics` `marketing`
    • SalesBlink MCP Server - An MCP Server that connects to SalesBlink, providing MCP-compatible access to its full-stack sales outreach, prospecting, and closing tools. ([Read more](/details/salesblink-mcp-server.md)) `sales` `prospecting` `outreach`
    • Salespype MCP Server - An MCP Server for Salespype, enabling MCP-based automation of lead qualification and conversion workflows. ([Read more](/details/salespype-mcp-server.md)) `crm` `lead-management` `sales`
    • SavvyCal MCP Server - An MCP Server for SavvyCal that lets MCP clients interact with scheduling, calendar availability, and meeting coordination features. ([Read more](/details/savvycal-mcp-server.md)) `scheduling` `calendar` `appointments`
    • Schedule it MCP Server - An MCP Server exposing Schedule it’s resource and staff scheduling capabilities so MCP-based tools can automate resource planning. ([Read more](/details/schedule-it-mcp-server.md)) `scheduling` `resource-management` `planning`
    • Sellsy MCP Server - An MCP Server for Sellsy that integrates its marketing, sales, invoicing, and cash-flow management platform with the Model Context Protocol. ([Read more](/details/sellsy-mcp-server.md)) `crm` `sales` `invoicing`
    • Sendcloud MCP Server - An MCP Server that connects to Sendcloud’s shipping automation platform, enabling MCP clients to automate shipping workflows across carriers in Europe. ([Read more](/details/sendcloud-mcp-server.md)) `shipping` `logistics` `workflow-automation`
    • ServiceM8 MCP Server - An MCP Server for ServiceM8, allowing MCP-based agents to access and manage field service operations such as jobs, scheduling, and client data within the ServiceM8 platform. ([Read more](/details/servicem8-mcp-server.md)) `field-service` `scheduling` `jobs`
    • ServiceTitan MCP Server - An MCP Server that connects to ServiceTitan, providing MCP-compatible access to home and commercial trade service management features like dispatching, jobs, and customer records. ([Read more](/details/servicetitan-mcp-server.md)) `field-service` `dispatch` `crm`
    • sevDesk MCP Server - An MCP Server integration for sevDesk, exposing billing and accounting capabilities for freelancers and small businesses to MCP agents for tasks such as invoice management and bookkeeping automation. ([Read more](/details/sevdesk-mcp-server.md)) `accounting` `billing` `small-business`
    • Shipday MCP Server - An MCP Server for Shipday, enabling AI agents to interact with Shipday’s local delivery management features, including dispatching, tracking, and delivery optimization. ([Read more](/details/shipday-mcp-server.md)) `delivery` `dispatch` `logistics`
    • ShipHero MCP Server - An MCP Server integration with ShipHero, allowing MCP-powered tools to manage warehouse and fulfillment workflows such as inventory, orders, and shipping operations. ([Read more](/details/shiphero-mcp-server.md)) `fulfillment` `inventory` `logistics`
    • Sidetracker MCP Server - An MCP Server that connects to Sidetracker, exposing sales funnel and pipeline data so MCP agents can help visualize, monitor, and manage sales processes. ([Read more](/details/sidetracker-mcp-server.md)) `sales` `pipeline-management` `crm`
    • SignWell MCP Server - An MCP Server for SignWell, giving MCP-compatible agents access to electronic signature workflows, including sending, tracking, and managing e-sign documents. ([Read more](/details/signwell-mcp-server.md)) `e-signature` `document-workflows`
    • SimplyBook.me MCP Server - An MCP Server integration with SimplyBook.me, enabling AI agents to interact with online booking, scheduling, and appointment management features. ([Read more](/details/simplybookme-mcp-server.md)) `booking` `appointments` `scheduling`
    • SmartRoutes MCP Server - An MCP Server that connects to SmartRoutes, allowing MCP agents to perform route planning, proof-of-delivery capture, notifications, and fleet tracking operations. ([Read more](/details/smartroutes-mcp-server.md)) `fleet-management` `route-planning` `logistics`
    • SoftLedger MCP Server - An MCP Server integration for SoftLedger, enabling interaction with its real-time cloud accounting platform for financial data access, reporting, and automation via MCP. ([Read more](/details/softledger-mcp-server.md)) `accounting` `reporting` `automation`
    • Storeganise MCP Server - An MCP Server for Storeganise, exposing self-storage business automation features—such as bookings, customer management, and billing—to MCP-compatible agents. ([Read more](/details/storeganise-mcp-server.md)) `self-storage` `bookings` `billing`
    • Supercast MCP Server - An MCP Server integration with Supercast, enabling MCP agents to manage podcast membership, subscriptions, and listener monetization workflows. ([Read more](/details/supercast-mcp-server.md)) `subscriptions` `membership` `podcast`
    • Sympla MCP Server - An MCP Server that connects to Sympla, providing MCP-based access to event management and ticketing operations on Brazil’s leading self-service platform. ([Read more](/details/sympla-mcp-server.md)) `ticketing` `events`
    • The Bookie MCP Server - An MCP Server integration with The Bookie accounting software, allowing MCP agents to access and automate accounting and bookkeeping workflows. ([Read more](/details/the-bookie-mcp-server.md)) `accounting` `bookkeeping` `small-business`
    • TidyHQ MCP Server - An MCP Server integration for TidyHQ, exposing membership management and administration features to MCP-compatible agents for automation and data access. ([Read more](/details/tidyhq-mcp-server.md)) `membership` `administration`
    • Time Doctor MCP Server - An MCP Server for Time Doctor that exposes workforce analytics and time-tracking capabilities to AI agents via the MCP protocol. ([Read more](/details/time-doctor-mcp-server.md)) `time-tracking` `workforce-management` `analytics`
    • Timekit MCP Server - An MCP Server for Timekit, enabling programmatic access to Timekit’s booking and scheduling functionality from MCP-compatible clients. ([Read more](/details/timekit-mcp-server.md)) `booking` `scheduling` `appointments`
    • Tookan MCP Server - An MCP Server for Tookan that provides access to Tookan’s field workforce and delivery management features from MCP-based tools. ([Read more](/details/tookan-mcp-server.md)) `delivery` `field-service` `logistics`
    • Tremendous MCP Server - An MCP Server for Tremendous, enabling AI agents to interact with Tremendous’ incentive and rewards management platform via MCP. ([Read more](/details/tremendous-mcp-server.md)) `rewards` `incentives` `gift-cards`
    • UpBooks MCP Server - An MCP Server for UpBooks, exposing its simple and efficient business management capabilities to MCP-compatible assistants and tools. ([Read more](/details/upbooks-mcp-server.md)) `accounting` `business-management` `invoicing`
    • Upollo MCP Server - An MCP Server for Upollo that lets MCP tools leverage Upollo’s subscription growth, fraud detection, and account sharing insights. ([Read more](/details/upollo-mcp-server.md)) `fraud-detection` `subscriptions`
    • Vend MCP Server - An MCP Server for Vend, providing MCP-based access to Vend’s retail point-of-sale and store management functionality. ([Read more](/details/vend-mcp-server.md)) `e-commerce` `retail` `payments`
    • Vivocalendar MCP Server - An MCP Server for Vivocalendar that exposes its all-in-one appointment scheduling capabilities over the MCP protocol. ([Read more](/details/vivocalendar-mcp-server.md)) `scheduling` `appointments` `calendar`
    • Waitwhile MCP Server - An MCP Server integration for Waitwhile, enabling AI agents to manage virtual waitlists and queues programmatically via MCP. ([Read more](/details/waitwhile-mcp-server.md)) `queue-management` `scheduling` `customer-experience`
    • Webling MCP Server - An MCP Server for Webling, giving MCP tools access to Webling’s online club and membership management software functions. ([Read more](/details/webling-mcp-server.md)) `crm` `membership` `management`
    • WeSupply MCP Server - An MCP Server for WeSupply, exposing post-purchase CX automation features such as tracking, notifications, and returns via MCP. ([Read more](/details/wesupply-mcp-server.md)) `e-commerce` `returns` `customer-experience`
    • WildApricot MCP Server - An MCP Server for WildApricot that connects MCP clients to WildApricot’s cloud-based membership and event management platform. ([Read more](/details/wildapricot-mcp-server.md)) `membership` `event-management` `nonprofit`
    • WooDelivery MCP Server - An MCP Server for WooDelivery, enabling programmatic access to WooDelivery’s delivery management and logistics capabilities through MCP. ([Read more](/details/woodelivery-mcp-server.md)) `logistics` `delivery` `shipping`
    • Woovi MCP Server - An MCP Server for Woovi that lets MCP tools interact with Woovi’s payments, Pix, and customer loyalty features. ([Read more](/details/woovi-mcp-server.md)) `payments` `loyalty` `e-commerce`
    • Yext MCP Server - An MCP Server integration for Yext, enabling MCP-compatible tools to create and deliver content across multiple channels via Yext APIs. ([Read more](/details/yext-mcp-server.md)) `content-management` `omnichannel` `marketing`
    • YoPrint MCP Server - An MCP Server integration for YoPrint, providing MCP access to its order management and workflow tools for garment decorators and promotional printers. ([Read more](/details/yoprint-mcp-server.md)) `order-management` `workflow` `printing`
    • Zenventory MCP Server - An MCP Server for Zenventory that surfaces e-commerce inventory and operations features to MCP-compatible automation and orchestration tools. ([Read more](/details/zenventory-mcp-server.md)) `inventory` `e-commerce` `operations`
    • Zoho Desk MCP Server - An MCP Server integration for Zoho Desk, exposing its omnichannel customer service and ticketing capabilities via MCP. ([Read more](/details/zoho-desk-mcp-server.md)) `customer-support` `ticketing` `omnichannel`
    • Zoho Inventory MCP Server - An MCP Server for Zoho Inventory, enabling MCP-based workflows to manage stock, orders, and inventory operations through Zoho Inventory APIs. ([Read more](/details/zoho-inventory-mcp-server.md)) `inventory` `orders` `retail`
    • Ablefy MCP Server - Ablefy (formerly elopage) MCP Server is an MCP (Model Context Protocol) server integration that connects AI agents and MCP-compatible tooling to Ablefy’s sales platform and payment processing for online courses, digital products, memberships, and subscriptions. ([Read more](/details/ablefy-mcp-server.md)) `e-commerce` `digital-products` `subscriptions`
    • Adyen MCP Server - Adyen MCP Server is an MCP integration for Adyen’s end-to-end payments, data, and financial management platform, enabling MCP-compatible agents to interact programmatically with Adyen’s financial technology services. ([Read more](/details/adyen-mcp-server.md)) `payments` `fintech` `e-commerce`
    • AfterShip MCP Server - AfterShip MCP Server exposes AfterShip’s shipment tracking and post-purchase experience capabilities through the Model Context Protocol, allowing tools and AI agents to access logistics and tracking data via an MCP server. ([Read more](/details/aftership-mcp-server.md)) `shipping` `logistics` `tracking`
    • Alegra MCP Server - Alegra MCP Server is an MCP-compatible server that integrates with Alegra’s accounting and billing platform for Latin American businesses, enabling contextual access to invoices, billing, and accounting data via MCP clients. ([Read more](/details/alegra-mcp-server.md)) `accounting` `billing` `small-business`
    • Amazon MCP Server - Amazon MCP Server provides an MCP server interface to Amazon’s ecommerce platform, allowing MCP-based tools to interact with product and shopping-related capabilities exposed through this integration. ([Read more](/details/amazon-mcp-server.md)) `e-commerce` `online-store`
    • Amazon Selling Partner MCP Server - Amazon Selling Partner MCP Server is an MCP integration for the Amazon Selling Partner API (SP-API), enabling MCP-aware agents to programmatically access orders, shipments, payments, and other seller data to improve automation and business workflows. ([Read more](/details/amazon-selling-partner-mcp-server.md)) `e-commerce` `orders` `amazon`
    • AMcards MCP Server - AMcards MCP Server is an MCP server integration for AMcards, an online greeting card platform, allowing MCP-compatible tools to trigger or manage personalized greeting card workflows programmatically. ([Read more](/details/amcards-mcp-server.md)) `greeting-cards` `marketing-automation` `personalization`
    • AmeriCommerce MCP Server - AmeriCommerce MCP Server is an MCP server integration for the AmeriCommerce B2B commerce platform, enabling MCP clients to connect with and automate digital commerce operations. ([Read more](/details/americommerce-mcp-server.md)) `b2b` `e-commerce` `online-store`
    • Amilia MCP Server - Amilia MCP Server provides an MCP-compatible interface to Amilia’s SmartRec eCommerce platform, allowing MCP tools to manage and sell activities and programs to communities via the MCP server. ([Read more](/details/amilia-mcp-server.md)) `e-commerce` `registrations`
    • Amplifier MCP Server - Amplifier MCP Server is an MCP integration that connects to Amplifier’s merchandise logistics platform, enabling MCP-aware agents to interact with fulfillment and logistics workflows for community commerce brands. ([Read more](/details/amplifier-mcp-server.md)) `fulfillment` `logistics` `e-commerce`
    • BaseLinker MCP Server - BaseLinker MCP Server connects the BaseLinker e-commerce integration platform with MCP, allowing MCP-compatible agents to orchestrate and integrate e-commerce workflows from a single place. ([Read more](/details/baselinker-mcp-server.md)) `e-commerce` `integration` `workflow`
    • bexio MCP Server - bexio MCP Server is an MCP server integration for bexio’s business software suite for small businesses, startups, and self-employed individuals, enabling MCP clients to access and automate business management workflows. ([Read more](/details/bexio-mcp-server.md)) `sme` `accounting` `business`
    • Big Cartel MCP Server - MCP Server for Big Cartel, enabling AI and tools to interact with Big Cartel online store data for artists and makers through the Model Context Protocol. ([Read more](/details/big-cartel-mcp-server.md)) `e-commerce` `online-store` `digital-products`
    • BigBox MCP Server - BigBox MCP Server exposing BigBox’s real‑time Home Depot product data API through the Model Context Protocol, eliminating manual rules and scraper maintenance. ([Read more](/details/bigbox-mcp-server.md)) `product-data` `retail`
    • BigCommerce MCP Server - MCP Server integration for BigCommerce, offering programmatic access to modern ecommerce store data and operations via the Model Context Protocol. ([Read more](/details/bigcommerce-mcp-server.md)) `e-commerce` `online-store` `orders`
    • BILL MCP Server - MCP Server for BILL, allowing AI agents to work with bill creation, payments, invoicing, and receivables within the BILL platform through the Model Context Protocol. ([Read more](/details/bill-mcp-server.md)) `billing` `accounts-payable` `invoicing`
    • Billsby MCP Server - MCP Server integration for Billsby subscription billing, enabling access to subscription and revenue operations functionality via the Model Context Protocol. ([Read more](/details/billsby-mcp-server.md)) `billing` `subscriptions` `revenue`
    • BlueCart API MCP Server - MCP Server exposing the BlueCart API, a real‑time Walmart product data service, through the Model Context Protocol for AI‑driven product data workflows. ([Read more](/details/bluecart-api-mcp-server.md)) `e-commerce` `market-data` `product-data`
    • BlueSnap MCP Server - MCP Server integration for BlueSnap’s global payment processing platform, enabling billing and payment workflows via the Model Context Protocol. ([Read more](/details/bluesnap-mcp-server.md)) `payments` `billing` `global`
    • CDR Platform MCP Server - MCP Server for the CDR Platform, providing an API interface over the Model Context Protocol to manage carbon dioxide removal operations. ([Read more](/details/cdr-platform-mcp-server.md)) `environmental-data` `operations`
    • ChannelAdvisor MCP Server - MCP Server for ChannelAdvisor, exposing multichannel commerce platform capabilities to AI agents via the Model Context Protocol. ([Read more](/details/channeladvisor-mcp-server.md)) `e-commerce` `multi-channel` `retail`
    • Chargeblast MCP Server - MCP Server for Chargeblast, enabling AI tools to integrate chargeback reduction workflows for hypergrowth startups through the Model Context Protocol. ([Read more](/details/chargeblast-mcp-server.md)) `payments` `chargebacks` `automation`
    • ChargeOver MCP Server - MCP Server exposing ChargeOver’s recurring billing automation platform to AI and tools through the Model Context Protocol. ([Read more](/details/chargeover-mcp-server.md)) `billing` `subscriptions` `automation`
    • Chargify MCP Server - MCP Server for Chargify, providing access to B2B SaaS billing and revenue management features via the Model Context Protocol. ([Read more](/details/chargify-mcp-server.md)) `billing` `subscriptions` `revenue`
    • Checkout.com MCP Server - An MCP Server for Checkout.com that exposes payment services and operations to power payment workflows via MCP-enabled clients. ([Read more](/details/checkoutcom-mcp-server.md)) `payments` `payment-processing` `fintech`
    • CloudCart MCP Server - An MCP Server integration for CloudCart, exposing e-commerce store and marketing functionality through the MCP protocol. ([Read more](/details/cloudcart-mcp-server.md)) `e-commerce` `marketing` `online-store`
    • CommerceHQ MCP Server - An MCP Server for CommerceHQ that surfaces its e-commerce store and conversion-focused platform features via MCP. ([Read more](/details/commercehq-mcp-server.md)) `e-commerce` `online-store` `conversion-optimization`
    • commercetools MCP Server - An MCP Server for commercetools, exposing its modern, MACH-based commerce platform APIs through the MCP protocol. ([Read more](/details/commercetools-mcp-server.md)) `e-commerce` `api-first` `commerce-platform`
    • Corsizio MCP Server - An MCP Server integration for Corsizio that enables MCP clients to manage online registrations, payments, and feedback for live teaching events. ([Read more](/details/corsizio-mcp-server.md)) `registrations` `events` `payments`
    • Countdown API MCP Server - An MCP Server for Countdown API, providing MCP-based access to real-time eBay product data without manual scraper maintenance. ([Read more](/details/countdown-api-mcp-server.md)) `market-data` `e-commerce` `product-data`
    • DigitalRiver MCP Server - An MCP Server for DigitalRiver that exposes ecommerce, payments, and global selling capabilities to MCP-compatible AI agents and tools, enabling interaction with DigitalRiver’s commerce services via MCP. ([Read more](/details/digitalriver-mcp-server.md)) `e-commerce` `payments` `global`
    • Domain Group MCP Server - An MCP Server for Domain Group (domain.com.au) that enables MCP tools to access Australian real estate listings and property data for sale and rent. ([Read more](/details/domain-group-mcp-server.md)) `real-estate` `property-data` `listings`
    • Dots MCP Server - An MCP Server for Dots! that exposes multi-platform payment sending and receiving capabilities to MCP clients, simplifying payout workflows via a unified API surface. ([Read more](/details/dots-mcp-server.md)) `payments` `payouts` `unified-api`
    • DPD MCP Server - An MCP Server for DPD that lets MCP-compatible agents interact with DPD’s all-in-one shopping cart and digital fulfillment services for selling and delivering digital downloads. ([Read more](/details/dpd-mcp-server.md)) `e-commerce` `digital-products` `fulfillment`
    • E-conomic MCP Server - An MCP Server that integrates with Visma e-conomic, enabling MCP tools to access online accounting features and financial data for small and medium-sized organizations. ([Read more](/details/e-conomic-mcp-server.md)) `accounting` `sme` `finance`
    • EasyPost MCP Server - An MCP Server for EasyPost that provides MCP clients with access to EasyPost’s shipping API, supporting label creation, tracking, and logistics operations through MCP. ([Read more](/details/easypost-mcp-server.md)) `shipping` `logistics` `api`
    • ecwid MCP Server - An MCP Server integration for Ecwid that allows MCP-based tools to interface with Ecwid’s online store platform for managing ecommerce data and operations. ([Read more](/details/ecwid-mcp-server.md)) `e-commerce` `online-store` `orders`
    • Escrow.com MCP Server - An MCP Server for Escrow.com that enables MCP-compatible agents to work with online escrow services for secure transactions and payment protection workflows. ([Read more](/details/escrowcom-mcp-server.md)) `payments` `transactions` `security`
    • Etsy MCP Server - An MCP Server that connects to Etsy, allowing MCP-compatible agents to search and interact with data about handmade, vintage, and custom goods from the Etsy marketplace. ([Read more](/details/etsy-mcp-server.md)) `e-commerce` `marketplace` `retail`
    • Expedy MCP Server - An MCP Server for Expedy that exposes its SaaS capabilities—IoT cloud print and transport management system (TMS) & automation—to MCP-based workflows via an API-driven interface. ([Read more](/details/expedy-mcp-server.md)) `logistics` `automation`
    • FedEx MCP Server - An MCP Server integration for FedEx that enables MCP tools to create, manage, track, and support delivery operations through FedEx shipping services. ([Read more](/details/fedex-mcp-server.md)) `shipping` `logistics` `tracking`
    • FinerWorks MCP Server - FinerWorks MCP Server integrates FinerWorks’ printing and fulfillment services into MCP-enabled applications for fine art and photo print workflows. ([Read more](/details/finerworks-mcp-server.md)) `printing` `fulfillment` `e-commerce`
    • Flodesk MCP Server - Flodesk MCP Server provides MCP access to Flodesk’s email marketing platform for managing subscribers, emails, and campaigns programmatically. ([Read more](/details/flodesk-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • Foxy MCP Server - Foxy MCP Server connects MCP clients to Foxy’s flexible ecommerce platform for managing carts, products, and transactions. ([Read more](/details/foxy-mcp-server.md)) `e-commerce` `payments` `transactions`
    • Gift Up! MCP Server - Gift Up! MCP Server provides MCP access to Gift Up!’s platform for selling and managing digital gift cards. ([Read more](/details/gift-up-mcp-server.md)) `gift-cards` `e-commerce` `payments`
    • GmodStore MCP Server - GmodStore MCP Server integrates with the GmodStore marketplace, enabling MCP-based access to Garry’s Mod server content and job listings. ([Read more](/details/gmodstore-mcp-server.md)) `marketplace` `gaming` `jobs`
    • Google Merchant Center MCP Server - Google Merchant Center MCP Server integrates Google Merchant Center with MCP, enabling product and feed management for Google Shopping and other Google surfaces from MCP-compatible clients. ([Read more](/details/google-merchant-center-mcp-server.md)) `e-commerce` `product-data` `marketing`
    • Gorgias MCP Server - Gorgias MCP Server offers MCP integration with Gorgias’ ecommerce helpdesk platform for customer support and ticket management workflows. ([Read more](/details/gorgias-mcp-server.md)) `customer-support` `helpdesk` `e-commerce`
    • Gumroad MCP Server - An MCP Server for Gumroad, providing MCP-compatible access to Gumroad’s ecommerce and audience-building capabilities for creators. ([Read more](/details/gumroad-mcp-server.md)) `e-commerce` `creators` `digital-products`
    • IDX Broker MCP Server - An MCP Server for IDX Broker, enabling MCP-based tools to integrate with IDXBroker’s real estate lead management, home search, and website solutions. ([Read more](/details/idx-broker-mcp-server.md)) `real-estate` `lead-management` `websites`
    • Ikas MCP Server - An MCP Server integration for Ikas, exposing the New Generation E‑Commerce Platform’s capabilities to MCP-compatible agents and workflows. ([Read more](/details/ikas-mcp-server.md)) `e-commerce` `api-integration` `workflow-automation`
    • Invoice Ninja MCP Server - An MCP Server for Invoice Ninja, giving MCP tools access to this open‑source online invoicing app for freelancers and businesses. ([Read more](/details/invoice-ninja-mcp-server.md)) `invoicing` `billing` `small-business`
    • Invoiced MCP Server - An MCP Server that integrates with Invoiced, exposing its accounts receivable and billing automation features to MCP-based systems. ([Read more](/details/invoiced-mcp-server.md)) `billing` `accounts-receivable` `automation`
    • Jumpseller MCP Server - An MCP Server integration for Jumpseller, connecting MCP agents to this ecommerce platform for fast‑growing businesses. ([Read more](/details/jumpseller-mcp-server.md)) `e-commerce` `online-store` `smb`
    • Keysender MCP Server - An MCP Server for Keysender, allowing MCP clients to work with its fulfillment, order automation, fraud prevention, and insights services for digital product sellers. ([Read more](/details/keysender-mcp-server.md)) `digital-products` `fulfillment` `fraud-detection`
    • Lemon Squeezy MCP Server - An MCP Server integration for Lemon Squeezy, exposing its all‑in‑one SaaS business platform for payments, subscriptions, tax compliance, fraud prevention, and multi‑currency support to MCP tools. ([Read more](/details/lemon-squeezy-mcp-server.md)) `payments` `subscriptions` `e-commerce`
    • Little Green Light MCP Server - An MCP Server for Little Green Light, providing MCP access to its donor management software capabilities for nonprofits. ([Read more](/details/little-green-light-mcp-server.md)) `nonprofit` `crm` `donor-management`
    • Loop Returns MCP Server - An MCP Server integration for Loop Returns, enabling MCP-driven experiences around ecommerce product returns and exchanges for customers and support teams. ([Read more](/details/loop-returns-mcp-server.md)) `e-commerce` `returns` `workflows`
    • LoyaltyLion MCP Server - An MCP Server for LoyaltyLion, giving MCP tools access to this customer loyalty and engagement platform’s features and data. ([Read more](/details/loyaltylion-mcp-server.md)) `loyalty` `customer-engagement` `e-commerce`
    • Marketplacer MCP Server - An MCP Server for Marketplacer, providing access to functionality of the Marketplacer online marketplace platform through the MCP/Pipedream integration. ([Read more](/details/marketplacer-mcp-server.md)) `marketplace` `e-commerce` `online-store`
    • Megaventory MCP Server - MCP Server for Megaventory, exposing online inventory management, order fulfillment, and manufacturing (BOM) capabilities within MCP-compatible environments. ([Read more](/details/megaventory-mcp-server.md)) `inventory` `order-management` `fulfillment`
    • Memberstack MCP Server - An MCP Server integration for Memberstack, enabling user login and payment operations for modern websites via the MCP interface. ([Read more](/details/memberstack-mcp-server.md)) `membership` `payments` `authentication`
    • Microsoft Advertising MCP Server - An MCP Server that connects to Microsoft Advertising, enabling management and automation of search ad campaigns through MCP. ([Read more](/details/microsoft-advertising-mcp-server.md)) `advertising` `campaigns` `marketing`
    • Mollie MCP Server - MCP Server for Mollie, providing effortless payment and money management capabilities to MCP-powered applications and workflows. ([Read more](/details/mollie-mcp-server.md)) `payments` `e-commerce` `billing`
    • MoonClerk MCP Server - MCP Server for MoonClerk, enabling recurring and one-time payment transaction workflows via the MCP framework. ([Read more](/details/moonclerk-mcp-server.md)) `payments` `subscriptions` `billing`
    • neetoinvoice MCP Server - An MCP Server integration for neetoinvoice, a simple invoicing and time tracking tool, allowing billing workflows inside MCP-based systems. ([Read more](/details/neetoinvoice-mcp-server.md)) `invoicing` `billing` `time-tracking`
    • Omnisend MCP Server - MCP Server for Omnisend, enabling ecommerce-focused marketing automation flows to be orchestrated via MCP. ([Read more](/details/omnisend-mcp-server.md)) `marketing-automation` `e-commerce` `email-marketing`
    • OpenSRS MCP Server - MCP Server for OpenSRS, exposing reseller platform capabilities for domains, email, and SSL certificates to MCP workflows. ([Read more](/details/opensrs-mcp-server.md)) `domains` `reseller` `ssl-certificates`
    • OPN MCP Server - An MCP Server integration for OPN (formerly Omise), providing payment processing capabilities via the MCP/Pipedream platform. ([Read more](/details/opn-mcp-server.md)) `payments` `e-commerce` `api-integration`
    • PassSlot MCP Server - An MCP Server integration for PassSlot, a Passbook service for designing and distributing mobile passes across major mobile platforms via MCP. ([Read more](/details/passslot-mcp-server.md)) `mobile` `passes` `wallet`
    • Payhere MCP Server - MCP Server for Payhere, providing easy payment link creation and management capabilities to MCP-based automations. ([Read more](/details/payhere-mcp-server.md)) `payments` `billing` `subscriptions`
    • Paykickstart MCP Server - An MCP Server for Paykickstart, exposing shopping cart and affiliate management functionality to MCP-based agents and automations. ([Read more](/details/paykickstart-mcp-server.md)) `shopping-cart` `affiliate` `e-commerce`
    • PayPro MCP Server - An MCP Server for PayPro, providing access to online payment tools including recurring payments, upsells, and affiliate marketing through MCP interfaces. ([Read more](/details/paypro-mcp-server.md)) `payments` `affiliate-marketing` `e-commerce`
    • Paystack MCP Server - An MCP Server integration for Paystack, allowing MCP-compatible agents to interact with Paystack’s payment processing services. ([Read more](/details/paystack-mcp-server.md)) `payments` `payouts` `billing`
    • PHP Point of Sale MCP Server - An MCP Server exposing PHP Point of Sale features so MCP agents can interact with retail POS data and operations. ([Read more](/details/php-point-of-sale-mcp-server.md)) `pos` `retail` `inventory`
    • Printavo MCP Server - An MCP Server for Printavo that lets MCP-compatible tools interact with shop management features for print and sign shops. ([Read more](/details/printavo-mcp-server.md)) `shop-management` `print` `scheduling`
    • Printful MCP Server - An OAuth-enabled MCP Server variant for Printful that connects user accounts via OAuth for secure print-on-demand automation. ([Read more](/details/printful-mcp-server.md)) `e-commerce` `print-on-demand` `workflow-automation`
    • Printify MCP Server - An MCP Server for Printify that allows MCP agents to manage print-on-demand products, orders, and shipping. ([Read more](/details/printify-mcp-server.md)) `print-on-demand` `orders` `shipping`
    • ProfitWell MCP Server - An MCP Server for ProfitWell, exposing subscription growth and analytics capabilities to MCP-based automations. ([Read more](/details/profitwell-mcp-server.md)) `subscriptions` `analytics` `saas`
    • Propeller MCP Server - An MCP Server for Propeller that digitizes buyer-seller interactions through MCP-compatible workflows and tools. ([Read more](/details/propeller-mcp-server.md)) `sales` `b2b` `quotes`
    • Quaderno MCP Server - Quaderno MCP Server is a Pipedream-hosted Model Context Protocol server that exposes Quaderno’s tax compliance and sales tax automation features to MCP-compatible tools and AI agents. ([Read more](/details/quaderno-mcp-server.md)) `tax` `compliance` `billing`
    • Razorpay MCP Server - Razorpay MCP Server is a Pipedream MCP integration that lets MCP-compatible agents interact with Razorpay’s payment processing and payout automation APIs. ([Read more](/details/razorpay-mcp-server.md)) `payments` `payouts` `automation`
    • ReCharge MCP Server - ReCharge MCP Server is a Pipedream Model Context Protocol server exposing ReCharge’s ecommerce subscription and recurring payments functionality to LLM agents and MCP clients. ([Read more](/details/recharge-mcp-server.md)) `subscriptions` `payments` `e-commerce`
    • Recurly MCP Server - Recurly MCP Server is a Pipedream-based MCP server that connects subscription management and billing capabilities from Recurly to MCP-enabled tooling. ([Read more](/details/recurly-mcp-server.md)) `subscriptions` `billing` `payments`
    • Refersion MCP Server - Refersion MCP Server is a Model Context Protocol server on Pipedream providing programmatic access to Refersion’s affiliate, ambassador, and influencer marketing management features for AI agents. ([Read more](/details/refersion-mcp-server.md)) `affiliate-marketing` `influencer` `marketing`
    • RepairShopr MCP Server - RepairShopr MCP Server is a Pipedream MCP integration that exposes RepairShopr’s repair and service business management tools—such as ticketing and job tracking—to MCP-compatible systems. ([Read more](/details/repairshopr-mcp-server.md)) `business-management` `tickets` `job-management`
    • Retailed MCP Server - Retailed MCP Server is a Model Context Protocol server on Pipedream that integrates the Retailed Suite inventory and reseller tools into MCP-driven workflows and assistants. ([Read more](/details/retailed-mcp-server.md)) `inventory` `reseller` `e-commerce`
    • Revel Systems MCP Server - Revel Systems MCP Server is a Pipedream MCP server offering access to Revel Systems’ POS platform data and operations from MCP-aware agents and tools. ([Read more](/details/revel-systems-mcp-server.md)) `pos` `retail` `orders`
    • Route4Me MCP Server - Route4Me MCP Server is a Model Context Protocol server on Pipedream that connects logistics and route optimization capabilities from Route4Me to MCP clients and AI workflows. ([Read more](/details/route4me-mcp-server.md)) `route-planning` `logistics` `optimization`
    • SamCart MCP Server - SamCart MCP Server is a Pipedream-hosted MCP integration that allows MCP-compatible applications to work with SamCart’s direct-to-consumer ecommerce platform features. ([Read more](/details/samcart-mcp-server.md)) `e-commerce` `checkout` `online-store`
    • Sellix MCP Server - Sellix MCP Server is a Model Context Protocol server on Pipedream that exposes Sellix’s digital ecommerce store management and automation features to MCP-aware agents. ([Read more](/details/sellix-mcp-server.md)) `e-commerce` `digital-products` `automation`
    • Shift4 MCP Server - Shift4 MCP Server is a Pipedream MCP server providing MCP-compatible access to Shift4’s commerce and payment processing solutions for AI and automation workflows. ([Read more](/details/shift4-mcp-server.md)) `payments` `e-commerce` `transactions`
    • shipcloud MCP Server - shipcloud MCP Server is a Model Context Protocol server on Pipedream that integrates shipcloud’s cloud-based shipping and carrier management services into MCP-based applications. ([Read more](/details/shipcloud-mcp-server.md)) `shipping` `logistics` `carriers`
    • Shipengine MCP Server - Shipengine MCP Server is a Pipedream-hosted MCP integration exposing Shipengine’s multi-carrier shipping API and logistics capabilities to MCP clients and LLM agents. ([Read more](/details/shipengine-mcp-server.md)) `shipping` `logistics` `api-integration`
    • Shippo MCP Server - Shippo MCP Server is a Model Context Protocol server on Pipedream that connects Shippo’s ecommerce shipping tools and carrier integrations to MCP-compatible agents and workflows. ([Read more](/details/shippo-mcp-server.md)) `shipping` `e-commerce` `logistics`
    • ShipStation MCP Server - An MCP Server for ShipStation that lets you import, manage, and ship orders using ShipStation’s shipping and order management features via MCP. ([Read more](/details/shipstation-mcp-server.md)) `shipping` `logistics` `orders`
    • Shopify MCP Server - An MCP Server providing integration with Shopify’s commerce platform, allowing MCP clients to interact with stores for managing products, orders, customers, and other eCommerce operations. ([Read more](/details/shopify-mcp-server.md)) `shopify` `e-commerce` `online-store`
    • Shopify Developer App MCP Server - An MCP Server targeting the Shopify Developer App context, exposing Shopify’s APIs for development and automation workflows through MCP. ([Read more](/details/shopify-developer-app-mcp-server.md)) `e-commerce` `shopify` `automation`
    • Shopify Partner MCP Server - An MCP Server for the Shopify Partner API, enabling access to partner-related events such as installs, uninstalls, charges, and transactions via MCP. ([Read more](/details/shopify-partner-mcp-server.md)) `e-commerce` `partners` `transactions`
    • Shoprocket MCP Server - An MCP Server integration for Shoprocket, allowing MCP-based tools to interact with Shoprocket’s eCommerce platform for selling across websites, hosted stores, and social channels. ([Read more](/details/shoprocket-mcp-server.md)) `e-commerce` `online-store` `payments`
    • Shopwaive MCP Server - An MCP Server that connects to Shopwaive for managing checkout, store credit, and gift cards across eCommerce platforms such as Shopify Plus and Wix within MCP workflows. ([Read more](/details/shopwaive-mcp-server.md)) `e-commerce` `checkout` `store-credit`
    • Snapdocs MCP Server - An MCP Server integration for Snapdocs, enabling access to the digital mortgage closing platform’s capabilities from MCP clients. ([Read more](/details/snapdocs-mcp-server.md)) `mortgage` `document-management`
    • Snipcart MCP Server - An MCP Server for Snipcart, giving developers MCP-based access to Snipcart’s developer-focused eCommerce platform and APIs. ([Read more](/details/snipcart-mcp-server.md)) `e-commerce` `developer-tools` `cart`
    • Starshipit MCP Server - An MCP Server for Starshipit that enables MCP clients to automate shipping fulfilment, order processing, and label creation across eCommerce channels. ([Read more](/details/starshipit-mcp-server.md)) `shipping` `logistics` `order-management`
    • Storerocket MCP Server - An MCP Server integration for Storerocket, providing access to its store locator software and widgets through MCP. ([Read more](/details/storerocket-mcp-server.md)) `store-locator` `maps` `local-business`
    • SumUp MCP Server - An MCP Server for SumUp, allowing small businesses to access SumUp’s card payment services via MCP integrations. ([Read more](/details/sumup-mcp-server.md)) `payments` `e-commerce` `small-business`
    • SwagUp MCP Server - An MCP Server that integrates with SwagUp, letting MCP clients create, automate, and distribute branded swag via SwagUp’s platform. ([Read more](/details/swagup-mcp-server.md)) `fulfillment` `marketing` `gifting`
    • Swell MCP Server - An MCP Server for Swell, exposing its headless ecommerce platform capabilities to MCP-based applications and workflows. ([Read more](/details/swell-mcp-server.md)) `e-commerce` `headless` `online-store`
    • Syncro MCP Server - An MCP Server for Syncro, the integrated business platform for MSPs, exposing PSA, RMM, and remote access capabilities through the MCP protocol. ([Read more](/details/syncro-mcp-server.md)) `msp` `it-management` `remote-access`
    • Tapfiliate MCP Server - An MCP Server that connects to Tapfiliate affiliate tracking software, allowing MCP clients to manage and track affiliate and referral programs programmatically. ([Read more](/details/tapfiliate-mcp-server.md)) `affiliate-marketing` `referrals` `marketing`
    • TaxJar MCP Server - An MCP Server integration for TaxJar, providing MCP-accessible endpoints for sales tax calculation and compliance for modern commerce applications. ([Read more](/details/taxjar-mcp-server.md)) `tax` `compliance` `e-commerce`
    • The Magic Drip MCP Server - An MCP Server for The Magic Drip, enabling multi-step LinkedIn outreach funnels and automation workflows via the MCP interface. ([Read more](/details/the-magic-drip-mcp-server.md)) `linkedin` `outreach` `marketing-automation`
    • Ticket Source MCP Server - An MCP Server for TicketSource, exposing online ticketing and event management capabilities to MCP-compatible clients. ([Read more](/details/ticket-source-mcp-server.md)) `ticketing` `event-management` `booking`
    • Uber Direct MCP Server - An MCP Server integration for Uber Direct, allowing MCP-based access to on-demand, white-label delivery features fulfilled by Uber. ([Read more](/details/uber-direct-mcp-server.md)) `delivery` `logistics` `on-demand`
    • USPS MCP Server - An MCP Server for the United States Postal Service, making USPS shipping, tracking, and postal services available through MCP endpoints. ([Read more](/details/usps-mcp-server.md)) `shipping` `logistics` `api-integration`
    • Verifone MCP Server - An MCP Server for Verifone, exposing online payment processing and commerce capabilities over the MCP protocol. ([Read more](/details/verifone-mcp-server.md)) `payments` `e-commerce` `transactions`
    • Vosfactures MCP Server - An MCP Server for Vosfactures, allowing MCP-based interaction with online invoicing, quotes, and billing features for businesses and entrepreneurs. ([Read more](/details/vosfactures-mcp-server.md)) `invoicing` `billing` `small-business`
    • White Swan MCP Server - An MCP Server integration for White Swan, exposing digital life insurance solutions and advisory workflows through MCP endpoints. ([Read more](/details/white-swan-mcp-server.md)) `insurance` `finance` `advisory`
    • Whop MCP Server - An MCP Server for Whop, enabling MCP-based management and interaction with digital products, memberships, and online communities. ([Read more](/details/whop-mcp-server.md)) `digital-products` `memberships` `community`
    • Wildberries MCP Server - An MCP Server integration for Wildberries, providing MCP-driven access to the largest Russian online retailer’s ecommerce capabilities. ([Read more](/details/wildberries-mcp-server.md)) `e-commerce` `retail` `orders`
    • WooCommerce MCP Server - An MCP Server integration for WooCommerce, exposing the open-source WordPress ecommerce platform’s store, orders, and products via MCP. ([Read more](/details/woocommerce-mcp-server.md)) `e-commerce` `wordpress` `online-store`
    • Xero Accounting MCP Server - An MCP server for Xero Accounting, providing MCP-based tools with access to Xero’s online accounting capabilities such as invoices, contacts, and financial data. ([Read more](/details/xero-accounting-mcp-server.md)) `accounting` `invoicing` `finance`
    • Yotpo MCP Server - An MCP server that integrates Yotpo’s reviews and ratings platform with MCP agents, enabling automated access to eCommerce reviews, ratings, and related marketing data. ([Read more](/details/yotpo-mcp-server.md)) `reviews` `e-commerce` `marketing`
    • Zoho Books MCP Server - An MCP server for Zoho Books, allowing MCP-driven workflows to access and manage online accounting data such as invoices, expenses, and clients within Zoho’s ecosystem. ([Read more](/details/zoho-books-mcp-server.md)) `accounting` `invoicing` `small-business`
    • Acquire MCP Server - An MCP server integration for Acquire, exposing its unified customer service platform features to MCP clients for automated support workflows. ([Read more](/details/acquire-mcp-server.md)) `customer-support` `live-chat` `customer-engagement`
    • AEvent MCP Server - An MCP server for AEvent that connects its webinar automation and scheduling capabilities—integrated with Zoom and GoToWebinar—to MCP-driven workflows. ([Read more](/details/aevent-mcp-server.md)) `webinar` `automation` `scheduling`
    • Anymail Finder MCP Server - An MCP server integrating Anymail Finder so MCP agents can discover and validate business email addresses programmatically. ([Read more](/details/anymail-finder-mcp-server.md)) `lead-generation` `email` `validation`
    • CallerAPI MCP Server - An MCP server integration for CallerAPI, enabling caller identification and enrichment via API. ([Read more](/details/callerapi-mcp-server.md)) `caller-id` `enrichment` `api`
    • Callingly MCP Server - An MCP server for Callingly, which automatically calls you and dials new leads when they arrive. ([Read more](/details/callingly-mcp-server.md)) `calls` `lead-generation` `automation`
    • ClickMeeting MCP Server - An MCP Server for ClickMeeting that connects to the browser-based webinar platform to programmatically manage and automate webinar workflows. ([Read more](/details/clickmeeting-mcp-server.md)) `webinar` `meetings` `marketing`
    • Convolo.ai MCP Server - An MCP Server for Convolo.ai that exposes its AI-powered communications and sales call optimization platform via MCP-compatible endpoints. ([Read more](/details/convoloai-mcp-server.md)) `sales` `ai` `communications`
    • Deftship MCP Server - An MCP Server for DeftShip that connects to its free multi-carrier shipping software, allowing programmatic shipping and logistics automation. ([Read more](/details/deftship-mcp-server.md)) `shipping` `logistics` `automation`
    • DingConnect MCP Server - An MCP Server for DingConnect that connects to its international mobile top-up platform for programmatic recharge and top-up operations. ([Read more](/details/dingconnect-mcp-server.md)) `telecom` `payments` `recharge`
    • Drift MCP Server - An MCP Server integration for Drift on Pipedream that connects workflows to Drift’s B2B conversational sales and marketing platform. ([Read more](/details/drift-mcp-server.md)) `sales` `marketing` `conversational`
    • efinder MCP Server - An MCP Server on Pipedream that integrates with efinder to perform free email discovery and enrichment within automated workflows. ([Read more](/details/efinder-mcp-server.md)) `email` `lead-enrichment` `marketing`
    • eWebinar MCP Server - An MCP Server on Pipedream that integrates with eWebinar to automate and interact with scheduled and on-demand webinars from workflows. ([Read more](/details/ewebinar-mcp-server.md)) `webinar` `marketing` `automation`
    • GoTo Meeting MCP Server - An MCP Server integration for GoTo Meeting on Pipedream, enabling automation around web conferencing and online meetings. ([Read more](/details/goto-meeting-mcp-server.md)) `meetings` `collaboration` `automation`
    • Heartbeat MCP Server - An MCP Server integration for Heartbeat on Pipedream to automate workflows around plug-and-play online community events and data. ([Read more](/details/heartbeat-mcp-server.md)) `community` `events` `automation`
    • Intelliprint MCP Server - MCP Server for Intelliprint, exposing APIs to send online letters and postcards programmatically within MCP-compatible environments. ([Read more](/details/intelliprint-mcp-server.md)) `printing` `direct-mail` `document-automation`
    • LeadIQ MCP Server - MCP Server for LeadIQ, exposing B2B prospecting and lead-enrichment functionalities through the MCP framework. ([Read more](/details/leadiq-mcp-server.md)) `prospecting` `lead-enrichment` `b2b`
    • LinkedIn Ads MCP Server - MCP Server for LinkedIn Ads, exposing self-service advertising and campaign management functionality to MCP-enabled tools for marketing automations. ([Read more](/details/linkedin-ads-mcp-server.md)) `advertising` `linkedin` `marketing-automation`
    • ManyChat MCP Server - ManyChat MCP Server provides an MCP endpoint for interacting with ManyChat’s chat marketing platform, enabling automated chats and marketing flows across Messenger, SMS, email, and Instagram via MCP clients. ([Read more](/details/manychat-mcp-server.md)) `chatbots` `marketing-automation` `omnichannel`
    • MixMax MCP Server - MixMax MCP Server connects the Mixmax sales engagement platform for Gmail to MCP, enabling automated outreach, tracking, and workflow actions from MCP-compatible agents. ([Read more](/details/mixmax-mcp-server.md)) `sales` `email-marketing` `engagement`
    • Myphoner MCP Server - Myphoner MCP Server integrates Myphoner’s cold outreach and calling platform with MCP, enabling agents to assist with lead management and outbound call workflows. ([Read more](/details/myphoner-mcp-server.md)) `sales` `lead-management` `outbound-calls`
    • Nerv MCP Server - Nerv MCP Server is an MCP integration for Nerv digital business cards, allowing MCP tools to access and share digital contact information programmatically. ([Read more](/details/nerv-mcp-server.md)) `business` `contacts` `crm`
    • PortaBilling MCP Server - An MCP Server for PortaBilling, exposing telecom billing and charging capabilities for communication service providers through MCP workflows. ([Read more](/details/portabilling-mcp-server.md)) `billing` `telecom` `payments`
    • Sendspark MCP Server - An MCP Server for Sendspark’s video outreach platform, enabling MCP agents to leverage personalized video messages for outreach and meetings. ([Read more](/details/sendspark-mcp-server.md)) `video` `outreach` `sales`
    • Sessions MCP Server - An MCP Server for Sessions, enabling MCP clients to schedule and run online meetings and webinars using the Sessions platform. ([Read more](/details/sessions-mcp-server.md)) `video-conferencing` `webinar`
    • SmartReach MCP Server - MCP Server integration for SmartReach, enabling automated cold email outreach and follow‑up campaigns directly via your email account. ([Read more](/details/smartreach-mcp-server.md)) `email-marketing` `outbound-engagement` `sales-automation`
    • Typefully MCP Server - An MCP Server for Typefully, letting MCP-based agents draft, schedule, and optimize social media content for X, LinkedIn, Bluesky, and Threads via Typefully’s tooling. ([Read more](/details/typefully-mcp-server.md)) `social-media` `marketing` `automation`
    • Verifalia MCP Server - An MCP Server providing access to Verifalia’s real-time email verification service from MCP-based tools, to validate and classify email addresses and reduce bounce rates. ([Read more](/details/verifalia-mcp-server.md)) `email` `validation` `marketing`
    • VideoAsk MCP Server - An MCP Server that connects to VideoAsk so MCP tools can create, manage, and leverage interactive video conversations for lead capture and customer engagement. ([Read more](/details/videoask-mcp-server.md)) `interactive-video` `lead-capture` `customer-engagement`
    • Vivomeetings MCP Server - An MCP Server for Vivomeetings, enabling MCP clients to schedule and manage online meetings, recordings, real-time transcriptions, and webinars via Vivomeetings. ([Read more](/details/vivomeetings-mcp-server.md)) `meetings` `webinar` `video`
    • WebinarFuel MCP Server - An MCP server for WebinarFuel, allowing automation and integration of WebinarFuel’s all‑in‑one automated webinar software through MCP-based workflows. ([Read more](/details/webinarfuel-mcp-server.md)) `webinar` `marketing` `automation`
    • Welcome MCP Server - An MCP server that integrates with Welcome webinar software, enabling MCP workflows to create and manage webinars for marketing use cases. ([Read more](/details/welcome-mcp-server.md)) `webinar` `marketing` `events`
    • 1CRM MCP Server - An MCP Server integration for 1CRM, enabling workflow and automation connectivity with the 1CRM all‑in‑one customer relationship management platform. ([Read more](/details/1crm-mcp-server.md)) `crm` `business` `automation`
    • Act! MCP Server - An MCP Server for Act! 365 that connects its sales and marketing tools to automated workflows and other MCP-compatible services. ([Read more](/details/act-mcp-server.md)) `crm` `sales` `marketing`
    • AeroLeads MCP Server - An MCP Server integration for AeroLeads that enables automated lead generation workflows using AeroLeads’ email and phone number discovery capabilities. ([Read more](/details/aeroleads-mcp-server.md)) `lead-generation` `prospecting` `sales`
    • Affinity MCP Server - An MCP Server for Affinity CRM, exposing its collective-intelligence relationship data to MCP-based automation and tooling. ([Read more](/details/affinity-mcp-server.md)) `crm` `sales` `business`
    • Agendor MCP Server - An MCP Server that integrates Agendor’s sales improvement and CRM platform with external tools via MCP workflows. ([Read more](/details/agendor-mcp-server.md)) `crm` `sales` `pipeline-management`
    • agentOS MCP Server - An MCP Server for agentOS that connects its real-estate CRM platform and PropTech APIs into MCP-driven automations. ([Read more](/details/agentos-mcp-server.md)) `real-estate` `crm` `business`
    • Agile CRM MCP Server - An MCP Server integrating Agile CRM so its sales, marketing, and service automation features can be orchestrated within MCP workflows. ([Read more](/details/agile-crm-mcp-server.md)) `crm` `sales` `marketing-automation`
    • Ambivo MCP Server - An MCP Server for Ambivo’s digital business platform, enabling MCP tooling to access its CRM, payments, phone, and automation capabilities. ([Read more](/details/ambivo-mcp-server.md)) `crm` `payments` `business`
    • Apollo.io MCP Server - An MCP Server that integrates Apollo.io’s data‑first sales acceleration platform with MCP-compatible automation and tools. ([Read more](/details/apolloio-mcp-server.md)) `sales` `prospecting` `revenue`
    • Axonaut MCP Server - An MCP Server integration for Axonaut, allowing MCP-based tools to automate billing and business management workflows in Axonaut. ([Read more](/details/axonaut-mcp-server.md)) `billing` `business-management` `crm`
    • Badger Maps MCP Server - An MCP Server for Badger Maps that brings its field sales route planning features into MCP-driven automation scenarios. ([Read more](/details/badger-maps-mcp-server.md)) `sales` `route-planning` `maps`
    • BenchmarkONE MCP Server - An MCP Server integrating BenchmarkONE’s all‑in‑one marketing automation platform with MCP workflows for campaigns and contact management. ([Read more](/details/benchmarkone-mcp-server.md)) `marketing-automation` `campaigns` `crm`
    • Bidsketch MCP Server - An MCP Server for Bidsketch that lets MCP tools automate proposal creation, management, and approvals in sales pipelines. ([Read more](/details/bidsketch-mcp-server.md)) `proposals` `sales` `document-automation`
    • Bloomerang MCP Server - An MCP Server integration for Bloomerang, enabling donor management and nonprofit fundraising workflows through MCP automation. ([Read more](/details/bloomerang-mcp-server.md)) `fundraising` `nonprofit` `crm`
    • BoldSign MCP Server - An MCP Server for BoldSign that exposes its electronic signature APIs and workflows to MCP-compatible automation tools. ([Read more](/details/boldsign-mcp-server.md)) `e-signature` `document-automation` `agreements`
    • Capsule MCP Server - An MCP server integration for Capsule CRM, enabling AI agents or tools to interact with Capsule’s simple CRM features and customer data through the MCP protocol. ([Read more](/details/capsule-mcp-server.md)) `crm` `customer-data` `sales`
    • CentralStationCRM MCP Server - An MCP server for CentralStationCRM that exposes its small-business-friendly CRM capabilities to MCP-compatible clients for workflow and automation use cases. ([Read more](/details/centralstationcrm-mcp-server.md)) `crm` `small-business`
    • CINC MCP Server - MCP server for CINC, providing access to CINC’s real-estate CRM and lead management features via the Model Context Protocol. ([Read more](/details/cinc-mcp-server.md)) `crm` `real-estate` `lead-management`
    • Circle MCP Server - An MCP server that connects to Circle’s community platform, allowing MCP clients to manage and query community spaces, members, and content. ([Read more](/details/circle-mcp-server.md)) `community` `engagement` `membership`
    • Clarify MCP Server - MCP server for Clarify CRM, giving MCP-based tools structured access to modern revenue-team CRM data and operations. ([Read more](/details/clarify-mcp-server.md)) `crm` `sales` `revenue`
    • Cliengo MCP Server - An MCP server for Cliengo that surfaces chatbot-driven lead capture and sales opportunity data to MCP-enabled assistants and workflows. ([Read more](/details/cliengo-mcp-server.md)) `crm` `lead-management` `sales`
    • Cliento MCP Server - MCP server integration for Cliento’s booking system, enabling MCP tools to interact with appointments and scheduling data. ([Read more](/details/cliento-mcp-server.md)) `booking` `appointments` `scheduling`
    • ClinchPad MCP Server - An MCP server for ClinchPad that exposes its deal-focused CRM pipelines so MCP clients can track and manage deals programmatically. ([Read more](/details/clinchpad-mcp-server.md)) `crm` `deals` `sales`
    • Clio MCP Server - MCP server for Clio’s legal practice management and legal CRM platform, allowing MCP-compatible agents to work with legal matters and contacts. ([Read more](/details/clio-mcp-server.md)) `practice-management` `legal` `crm`
    • CompanyHub MCP Server - MCP server for CompanyHub that lets MCP tools read and manipulate sales-automation CRM data tailored to various industries. ([Read more](/details/companyhub-mcp-server.md)) `crm` `sales-automation` `sales`
    • Contacts+ MCP Server - An MCP server for Contacts+ providing MCP-based access to cross-platform contacts management data and operations. ([Read more](/details/contacts-mcp-server.md)) `contacts` `crm`
    • Copper MCP Server - MCP server integration for Copper CRM, exposing its CRM objects and workflows to MCP-based assistants and automations. ([Read more](/details/copper-mcp-server.md)) `crm` `sales` `contacts`
    • Crowd.dev MCP Server - An MCP server for Crowd.dev that enables MCP clients to query and manage developer community data from the Crowd.dev platform. ([Read more](/details/crowddev-mcp-server.md)) `community` `analytics` `developer-tools`
    • Dixa MCP Server - MCP server for Dixa, connecting MCP-compatible tools to the Dixa CX platform for managing customer conversations and support data. ([Read more](/details/dixa-mcp-server.md)) `customer-support` `cx` `messaging`
    • Donorbox MCP Server - An MCP server integration for Donorbox, allowing MCP tools to access nonprofit fundraising data and donation workflows. ([Read more](/details/donorbox-mcp-server.md)) `fundraising` `donations` `nonprofit`
    • EngageBay MCP Server - MCP server for EngageBay, exposing its all-in-one CRM, marketing, sales, and support capabilities to MCP-enabled agents. ([Read more](/details/engagebay-mcp-server.md)) `crm` `marketing` `sales`
    • EspoCRM MCP Server - An MCP server for EspoCRM that provides MCP-based access to its open source, customizable CRM entities and automation. ([Read more](/details/espocrm-mcp-server.md)) `crm` `open-source` `automation`
    • Fireberry MCP Server - An MCP server for Fireberry’s modular CRM platform, enabling MCP clients to work with its customizable apps and processes. ([Read more](/details/fireberry-mcp-server.md)) `crm` `business` `automation`
    • Flexie MCP Server - MCP server for Flexie that allows MCP-compatible agents to access and automate flexible CRM and marketing workflows. ([Read more](/details/flexie-mcp-server.md)) `crm` `marketing-automation` `sales`
    • Follow Up Boss MCP Server - MCP Server for Follow Up Boss CRM, enabling programmatic access to real estate lead management and follow‑up workflows. ([Read more](/details/follow-up-boss-mcp-server.md)) `crm` `real-estate` `lead-management`
    • ForceManager MCP Server - MCP Server integration for ForceManager CRM, exposing sales productivity and field sales management capabilities. ([Read more](/details/forcemanager-mcp-server.md)) `crm` `sales` `field-sales`
    • Freshsales MCP Server - MCP Server for Freshsales, allowing tools to interact with Freshsales CRM for customer and sales cycle management. ([Read more](/details/freshsales-mcp-server.md)) `crm` `sales` `customer-data`
    • FullContact MCP Server - MCP Server for FullContact’s identity resolution platform, enabling enrichment and contact intelligence operations through MCP. ([Read more](/details/fullcontact-mcp-server.md)) `identity-resolution` `contact-data` `data-enrichment`
    • Gainsight MCP Server - MCP Server integration for Gainsight NXT, giving MCP-based tools access to customer success and retention data workflows. ([Read more](/details/gainsight-mcp-server.md)) `customer-success` `retention` `analytics`
    • Gainsight PX MCP Server - MCP Server for Gainsight PX, exposing product experience and adoption analytics via MCP endpoints. ([Read more](/details/gainsight-px-mcp-server.md)) `product-analytics` `customer-success` `user-engagement`
    • Gloria AI MCP Server - MCP Server for Gloria AI, providing conversational AI–driven lead qualification capabilities to MCP clients. ([Read more](/details/gloria-ai-mcp-server.md)) `lead-qualification` `ai-integration` `sales`
    • Google Contacts MCP Server - MCP Server integration for Google Contacts, enabling contact management and People API access through MCP. ([Read more](/details/google-contacts-mcp-server.md)) `contacts` `crm` `google-workspace`
    • GroundHogg MCP Server - MCP Server for GroundHogg, connecting MCP-based tools to this WordPress CRM and marketing automation plugin. ([Read more](/details/groundhogg-mcp-server.md)) `crm` `marketing-automation` `wordpress`
    • HelloLeads MCP Server - MCP Server integration for HelloLeads, providing MCP-accessible endpoints for smart lead capture and management. ([Read more](/details/helloleads-mcp-server.md)) `lead-management` `lead-capture` `sales`
    • Highrise MCP Server - MCP Server for Highrise, exposing simple CRM contact and task management functions via MCP. ([Read more](/details/highrise-mcp-server.md)) `crm` `contacts` `tasks`
    • Holded MCP Server - MCP Server integration for Holded, allowing MCP tools to work with smart business management and CRM data for SMEs. ([Read more](/details/holded-mcp-server.md)) `crm` `small-business` `accounting`
    • HotspotSystem MCP Server - MCP Server for HotspotSystem, enabling MCP-based automation around hotspot management and reseller operations. ([Read more](/details/hotspotsystem-mcp-server.md)) `wifi` `reseller` `operations`
    • Hunter MCP Server - MCP Server integration for Hunter, exposing professional email verification and related operations via MCP endpoints. ([Read more](/details/hunter-mcp-server.md)) `email` `verification` `lead-generation`
    • iHomefinder MCP Server - iHomefinder MCP Server provides MCP-based access to iHomefinder’s online property search technology and MLS® data, allowing integration of real estate listing and search features into MCP workflows. ([Read more](/details/ihomefinder-mcp-server.md)) `real-estate` `search` `data-access`
    • Insightly MCP Server - Insightly MCP Server integrates Insightly’s CRM and marketing automation platform with MCP, enabling CRM data access and automation via MCP-compatible tools and agents. ([Read more](/details/insightly-mcp-server.md)) `crm` `marketing-automation` `sales`
    • ISN MCP Server - ISN MCP Server connects the Inspection Support Network’s inspection business management features to MCP, supporting streamlined automation for inspection workflows within MCP ecosystems. ([Read more](/details/isn-mcp-server.md)) `workflow` `inspection` `small-business`
    • Junip MCP Server - Junip MCP Server offers MCP-based access to Junip’s product review collection and display tools, letting MCP clients manage and leverage e‑commerce reviews programmatically. ([Read more](/details/junip-mcp-server.md)) `reviews` `e-commerce` `customer-feedback`
    • Kommo MCP Server - Kommo MCP Server integrates Kommo’s messenger-based sales CRM with the MCP framework, providing programmatic access to conversations, contacts, and sales pipelines. ([Read more](/details/kommo-mcp-server.md)) `crm` `sales` `messaging`
    • Kustomer MCP Server - Kustomer MCP Server connects the Kustomer AI-powered customer service CRM to MCP, enabling unified customer data access and service workflows through MCP-compatible clients. ([Read more](/details/kustomer-mcp-server.md)) `crm` `customer-support` `automation`
    • Leadfeeder MCP Server - Leadfeeder MCP Server exposes Leadfeeder’s website visitor identification and lead generation features as an MCP server, allowing automated sales lead workflows via MCP. ([Read more](/details/leadfeeder-mcp-server.md)) `lead-generation` `marketing-analytics` `b2b`
    • LIME Go MCP Server - Lime Go MCP Server integrates Lime Go’s sales and customer relationship tooling with MCP, enabling smarter sales workflows and CRM operations via MCP clients. ([Read more](/details/lime-go-mcp-server.md)) `crm` `sales` `lead-management`
    • Livespace MCP Server - Livespace MCP Server provides MCP access to Livespace CRM, supporting sales process management and CRM automation from within MCP environments. ([Read more](/details/livespace-mcp-server.md)) `crm` `sales` `pipeline-management`
    • Lusha MCP Server - Lusha MCP Server exposes Lusha’s B2B lead enrichment and contact data services as an MCP server, enabling quick, programmatic enrichment of business leads via MCP. ([Read more](/details/lusha-mcp-server.md)) `lead-enrichment` `b2b` `prospecting`
    • Mailrefine MCP Server - Mailrefine MCP Server integrates Mailrefine’s email verification services into the MCP ecosystem, allowing automated validation and cleaning of email lists from MCP agents. ([Read more](/details/mailrefine-mcp-server.md)) `email` `validation` `deliverability`
    • Microsoft Dynamics 365 Sales MCP Server - Microsoft Dynamics 365 Sales MCP Server provides MCP-based access to Dynamics 365 Sales, bringing AI-powered sales, CRM data, and deal management into MCP-driven automations and agents. ([Read more](/details/microsoft-dynamics-365-sales-mcp-server.md)) `crm` `sales` `deal-management`
    • Miyn MCP Server - Miyn MCP Server integrates Miyn’s appointment scheduling software with MCP, enabling automated booking and scheduling workflows via MCP-compatible clients. ([Read more](/details/miyn-mcp-server.md)) `scheduling` `appointments` `workflow-automation`
    • Moskit MCP Server - Moskit MCP Server connects Moskit’s sales-focused CRM for small and medium businesses to the MCP framework, providing customizable CRM operations through MCP tooling. ([Read more](/details/moskit-mcp-server.md)) `crm` `sales` `sme`
    • Nectar CRM MCP Server - Nectar CRM MCP Server offers MCP-based integration with NectarCRM’s customer relationship and sales acceleration platform, enabling sales management workflows in MCP ecosystems. ([Read more](/details/nectar-crm-mcp-server.md)) `crm` `sales` `sales-automation`
    • NetHunt CRM MCP Server - An MCP Server for NetHunt CRM, enabling access to a Gmail-based CRM with sales automation and drip campaign capabilities. ([Read more](/details/nethunt-crm-mcp-server.md)) `crm` `sales` `automation`
    • Nimble MCP Server - An MCP Server for Nimble, an AI-powered CRM designed to support relationship management across sales and digital marketing channels. ([Read more](/details/nimble-mcp-server.md)) `crm` `marketing` `relationship-management`
    • NioLeads MCP Server - An MCP Server for Nioleads, providing LinkedIn outreach assistance and email finding to support networking and lead generation. ([Read more](/details/nioleads-mcp-server.md)) `lead-generation` `prospecting`
    • noCRM.io MCP Server - An MCP Server integration for noCRM.io, a lead management software platform focused on tracking and closing deals. ([Read more](/details/nocrmio-mcp-server.md)) `lead-management` `crm` `sales`
    • Nutshell MCP Server - An MCP Server for Nutshell, an all-in-one CRM and email marketing platform built to help B2B organizations collaborate and win more deals. ([Read more](/details/nutshell-mcp-server.md)) `crm` `email-marketing` `sales`
    • OnePageCRM MCP Server - An MCP Server integration for OnePageCRM, an action-focused CRM for small businesses that emphasizes task-driven sales workflows. ([Read more](/details/onepagecrm-mcp-server.md)) `crm` `small-business` `sales`
    • OrbisX MCP Server - An MCP Server for OrbisX, an AI-enabled CRM optimized for auto shops with intelligent booking and customer management features. ([Read more](/details/orbisx-mcp-server.md)) `crm` `automotive` `booking`
    • Otter Waiver MCP Server - An MCP Server for Otter Waiver, providing waiver management capabilities to streamline signing, storage, and compliance workflows. ([Read more](/details/otter-waiver-mcp-server.md)) `waivers` `document-management` `compliance`
    • Outgrow MCP Server - An MCP Server for Outgrow, an interactive content platform that supports creation of interactive experiences like quizzes and calculators for lead generation. ([Read more](/details/outgrow-mcp-server.md)) `interactive` `lead-generation` `marketing`
    • Overloop MCP Server - An MCP Server integration for Overloop, an all-in-one CRM and sales automation platform for managing outreach and pipelines. ([Read more](/details/overloop-mcp-server.md)) `crm` `sales` `automation`
    • PAGE X MCP Server - An MCP Server for PAGE X, a CRM solution focused on sales tracking, lead management, task automation, and service efficiency. ([Read more](/details/page-x-mcp-server.md)) `crm` `sales` `lead-management`
    • Parma MCP Server - An MCP Server for Parma, a minimalistic CRM that helps track customers, their preferences, and prior interactions. ([Read more](/details/parma-mcp-server.md)) `crm` `contacts` `small-business`
    • Pipedrive MCP Server - An MCP Server for Pipedrive, a user-friendly, sales-focused CRM platform for managing pipelines, leads, and deals. ([Read more](/details/pipedrive-mcp-server.md)) `crm` `sales` `pipeline-management`
    • Pipeliner CRM MCP Server - An MCP Server for Pipeliner CRM, featuring a visual CRM interface, no-code workflow automation, and dynamic reporting capabilities. ([Read more](/details/pipeliner-crm-mcp-server.md)) `crm` `sales` `workflow-automation`
    • Planhat MCP Server - An MCP Server for Planhat, a customer platform designed to help acquire, service, and grow long-term customer relationships. ([Read more](/details/planhat-mcp-server.md)) `customer-success` `crm` `retention`
    • Pobuca Connect MCP Server - An MCP Server for Pobuca Connect that connects AI-powered contact management and business communication features into MCP-compatible workflows. ([Read more](/details/pobuca-connect-mcp-server.md)) `contacts` `crm` `business-communications`
    • quentn MCP Server - An MCP Server for Quentn, exposing its marketing operating system and customer communication portal capabilities for automation and orchestration. ([Read more](/details/quentn-mcp-server.md)) `marketing-automation` `crm` `customer-journey`
    • Qwilr MCP Server - An MCP Server integration for Qwilr, enabling programmatic creation and management of smart sales documents such as proposals and quotes within MCP workflows. ([Read more](/details/qwilr-mcp-server.md)) `sales` `documents` `proposals`
    • RD Station CRM MCP Server - An MCP Server that integrates RD Station CRM, providing access to CRM and sales process management features through the MCP environment. ([Read more](/details/rd-station-crm-mcp-server.md)) `crm` `sales` `marketing`
    • RealGeeks MCP Server - An MCP Server for RealGeeks, connecting its real estate conversion engine and lead generation tools to MCP-compatible automation. ([Read more](/details/realgeeks-mcp-server.md)) `real-estate` `lead-generation` `crm`
    • REIPro MCP Server - An MCP Server for REIPro, exposing real estate investor software workflows that guide users step-by-step through deals via MCP. ([Read more](/details/reipro-mcp-server.md)) `real-estate` `investing` `workflow`
    • Relavate MCP Server - An MCP Server integration for Relavate, enabling partner enablement, tracking, and rewards workflows to be automated via MCP. ([Read more](/details/relavate-mcp-server.md)) `partnerships` `rewards` `automation`
    • Relintex CRM MCP Server - An MCP Server for Relintex CRM, providing MCP-based access to CRM solutions tailored for finance, insurance, and legal teams. ([Read more](/details/relintex-crm-mcp-server.md)) `crm` `finance` `insurance`
    • Reputation Lyncs MCP Server - An MCP Server for Reputation Lyncs, automating customer review collection and reputation management functions via MCP workflows. ([Read more](/details/reputation-lyncs-mcp-server.md)) `reputation` `reviews` `customer-experience`
    • Revamp CRM MCP Server - An MCP Server integration for Revamp CRM, exposing its sales and marketing automation CRM capabilities for small businesses within MCP. ([Read more](/details/revamp-crm-mcp-server.md)) `crm` `sales` `marketing-automation`
    • Richpanel MCP Server - An MCP Server for Richpanel, integrating its customer help desk and support experience tools into MCP-based automation and orchestration. ([Read more](/details/richpanel-mcp-server.md)) `customer-support` `helpdesk` `crm`
    • Sales Simplify MCP Server - An MCP Server for Sales Simplify, connecting its shopping cart and affiliate management platform to MCP workflows for online entrepreneurs and digital publishers. ([Read more](/details/sales-simplify-mcp-server.md)) `affiliate` `shopping-cart` `sales`
    • Salesflare MCP Server - An MCP Server integration for Salesflare, giving MCP workflows access to its intelligent, zero-input CRM and sales pipeline automation features. ([Read more](/details/salesflare-mcp-server.md)) `crm` `sales-automation` `pipeline-management`
    • Salesmate MCP Server - An MCP Server integration for Salesmate, allowing MCP clients to interact with its CRM and unified customer platform for growing teams. ([Read more](/details/salesmate-mcp-server.md)) `crm` `sales` `customer-engagement`
    • Satuit MCP Server - Satuit MCP Server provides MCP-based access to SatuitCRM, an asset management CRM for buy-side investment professionals, allowing AI tools to interact with institutional asset management and investor relations data. ([Read more](/details/satuit-mcp-server.md)) `crm` `asset-management` `finance`
    • Simla.com MCP Server - Simla.com MCP Server integrates the Simla.com CRM and eCommerce platform with MCP-compatible agents, exposing customer service, sales, and marketing operations via the Model Context Protocol. ([Read more](/details/simlacom-mcp-server.md)) `crm` `e-commerce` `customer-service`
    • Snov MCP Server - Snov MCP Server connects AI agents to Snov.io’s outreach automation platform through MCP, enabling automated prospect finding, email validation, and outreach campaigns. ([Read more](/details/snov-mcp-server.md)) `sales` `lead-generation` `email`
    • Solve CRM MCP Server - Solve CRM MCP Server exposes Solve CRM’s productivity and workflow features via the Model Context Protocol so agents can manage records, scheduling, and team communications programmatically. ([Read more](/details/solve-crm-mcp-server.md)) `crm` `workflow-automation` `scheduling`
    • Streak MCP Server - Streak MCP Server provides MCP-based access to Streak, the Gmail-integrated CRM and process management system, allowing AI tools to work with pipelines, contacts, and email data inside Gmail. ([Read more](/details/streak-mcp-server.md)) `crm` `gmail` `sales`
    • Successeve MCP Server - Successeve MCP Server integrates Successeve’s lifecycle management products (Convert, Retain & Expand, Analyze) with the MCP ecosystem, enabling AI-driven customer lifecycle and growth workflows. ([Read more](/details/successeve-mcp-server.md)) `customer-success` `lifecycle` `analytics`
    • Teamgate MCP Server - Teamgate MCP Server connects the Teamgate intelligent sales CRM to MCP-compatible AI tools, exposing lead capture, deal management, and reporting capabilities via the protocol. ([Read more](/details/teamgate-mcp-server.md)) `crm` `sales` `pipeline-management`
    • TeamWave MCP Server - TeamWave MCP Server integrates TeamWave’s all-in-one sales, CRM, projects, and HR platform with MCP, enabling AI workflows across contacts, deals, projects, and team management. ([Read more](/details/teamwave-mcp-server.md)) `crm` `project-management` `sales`
    • Tomba MCP Server - Tomba MCP Server is an MCP endpoint for Tomba, providing AI agents with programmatic access to professional email search and verification for business outreach and lead generation. ([Read more](/details/tomba-mcp-server.md)) `lead-generation` `email` `prospecting`
    • Totango MCP Server - Totango MCP Server exposes Totango’s customer success platform over the Model Context Protocol, allowing AI agents to interact with customer health, success workflows, and lifecycle data. ([Read more](/details/totango-mcp-server.md)) `customer-success` `analytics` `lifecycle`
    • Tubular MCP Server - Tubular MCP Server provides MCP-based integration with Tubular’s sales CRM and pipeline management tools, enabling AI-driven forecasting, pipeline visualization, and sales reporting. ([Read more](/details/tubular-mcp-server.md)) `crm` `pipeline-management` `sales-analytics`
    • Twenty MCP Server - Twenty MCP Server connects the Twenty open-source CRM platform with MCP-compatible agents, making it possible to manage and automate customer relationship workflows programmatically. ([Read more](/details/twenty-mcp-server.md)) `crm` `open-source` `workflow-automation`
    • UpLead MCP Server - UpLead MCP Server is an MCP integration for UpLead’s B2B prospecting platform, providing AI tools with access to high-accuracy contact and company data for lead generation. ([Read more](/details/uplead-mcp-server.md)) `lead-generation` `b2b` `sales`
    • User.com MCP Server - An MCP Server for the User.com platform, providing access to sales, customer success, and marketing automation data and workflows through MCP. ([Read more](/details/usercom-mcp-server.md)) `marketing` `crm` `automation`
    • UserSketch MCP Server - An MCP Server exposing UserSketch CRM capabilities for async B2C SaaS teams to MCP-compatible clients. ([Read more](/details/usersketch-mcp-server.md)) `crm` `saas` `customer-engagement`
    • UserVoice MCP Server - An MCP Server that connects to UserVoice, allowing MCP-based tools to work with user feedback collection and management features. ([Read more](/details/uservoice-mcp-server.md)) `customer-feedback` `customer-experience`
    • Visitor Queue MCP Server - An MCP Server that interfaces with Visitor Queue for identifying and working with B2B leads and website visitor data within MCP environments. ([Read more](/details/visitor-queue-mcp-server.md)) `lead-generation` `b2b` `website-analytics`
    • VoilaNorbert MCP Server - An MCP Server for VoilaNorbert, providing lead generation and corporate email discovery capabilities to MCP-compatible tools. ([Read more](/details/voilanorbert-mcp-server.md)) `lead-generation` `prospecting` `email`
    • Vryno MCP Server - An MCP Server exposing Vryno CRM features, allowing MCP clients to interact with this modern CRM system for evolving business needs. ([Read more](/details/vryno-mcp-server.md)) `crm` `business` `sales`
    • Vtiger CRM MCP Server - An MCP Server for Vtiger CRM that brings unified customer data, sales, marketing, and support functionality into MCP workflows. ([Read more](/details/vtiger-crm-mcp-server.md)) `crm` `sales` `customer-support`
    • Wealthbox MCP Server - An MCP Server connecting to Wealthbox, enabling MCP-based tools to manage financial advisor CRM data and workflows. ([Read more](/details/wealthbox-mcp-server.md)) `crm` `finance`
    • Workbooks CRM MCP Server - An MCP Server for Workbooks CRM, giving MCP clients access to end-to-end CRM capabilities for small and mid-size businesses. ([Read more](/details/workbooks-crm-mcp-server.md)) `crm` `sales` `sm e`
    • Zendesk Sell MCP Server - An MCP Server that integrates Zendesk Sell’s modern sales CRM features—such as pipeline visibility and productivity tools—into MCP-aware applications. ([Read more](/details/zendesk-sell-mcp-server.md)) `crm` `sales` `pipeline-management`
    • Zixflow MCP Server - An MCP Server for Zixflow, providing AI-powered CRM and multi-channel messaging (SMS, email, WhatsApp) access via MCP. ([Read more](/details/zixflow-mcp-server.md)) `crm` `multichannel` `messaging`
    • Zoho CRM MCP Server - An MCP Server that exposes Zoho CRM’s online sales, marketing, and support platform functionality to MCP-based tools and agents. ([Read more](/details/zoho-crm-mcp-server.md)) `crm` `sales` `marketing`
    • Zoho SalesIQ MCP Server - Zoho SalesIQ MCP Server is a Model Context Protocol (MCP) server for Zoho SalesIQ, exposing digital customer engagement, live chat, and analytics capabilities to MCP-compatible AI agents so they can access and act on website visitor and customer lifecycle data programmatically. ([Read more](/details/zoho-salesiq-mcp-server.md)) `customer-engagement` `live-chat` `analytics`
    • Accuranker MCP Server - An MCP Server integration for Accuranker, enabling AI agents and tools to access Accuranker's high-speed keyword rank tracking and SEO metrics programmatically. ([Read more](/details/accuranker-mcp-server.md)) `seo` `marketing-analytics` `rank-tracking`
    • Addressfinder MCP Server - An MCP Server for Addressfinder that provides programmatic access to Addressfinder’s address validation and data quality services for AI tools and workflows. ([Read more](/details/addressfinder-mcp-server.md)) `address-verification` `data-quality` `api-integration`
    • Amplitude MCP Server - An MCP Server exposing Amplitude’s product analytics and experimentation data so MCP clients can query user behavior insights programmatically. ([Read more](/details/amplitude-mcp-server.md)) `analytics` `product-analytics` `experimentation`
    • Bigpicture.io MCP Server - An MCP Server integration for Bigpicture.io, allowing MCP-compatible tools to retrieve company and firmographic data via API. ([Read more](/details/bigpictureio-mcp-server.md)) `company-data` `lead-enrichment` `api-integration`
    • ChartMogul MCP Server - An MCP Server that connects to ChartMogul, enabling retrieval and analysis of subscription analytics and revenue metrics via MCP-compatible tools. ([Read more](/details/chartmogul-mcp-server.md)) `subscriptions` `analytics` `revenue`
    • Clearbit MCP Server - An MCP Server integration for Clearbit that provides B2B lead enrichment, qualification, and scoring data through the Model Context Protocol. ([Read more](/details/clearbit-mcp-server.md)) `lead-enrichment` `b2b` `data-enrichment`
    • Data247 MCP Server - An MCP Server for Data247, offering MCP-based access to its data management and lookup services for phone, email, and contact data validation. ([Read more](/details/data247-mcp-server.md)) `data-enrichment` `validation` `contact-data`
    • Databox MCP Server - An MCP Server for Databox that lets MCP-based agents and workflows connect to Databox to track, report on, and monitor performance data across tools and devices. ([Read more](/details/databox-mcp-server.md)) `dashboards` `reporting` `kpi`
    • Datagma MCP Server - An MCP Server for Datagma that enriches incomplete B2B prospect and company data with over 50 additional attributes via MCP-compatible workflows. ([Read more](/details/datagma-mcp-server.md)) `b2b` `data-enrichment` `lead-generation`
    • Dovetail MCP Server - An MCP Server for Dovetail that connects MCP environments to Dovetail’s customer insights hub for research and feedback data. ([Read more](/details/dovetail-mcp-server.md)) `customer-feedback` `research` `analytics`
    • Enrichley MCP Server - An MCP Server integration for Enrichley, enabling catch-all email validation services via MCP workflows. ([Read more](/details/enrichley-mcp-server.md)) `email-verification` `validation` `data-enrichment`
    • Fullstory MCP Server - An MCP Server for Fullstory that exposes customer experience and session data so MCP-compatible agents can query and analyze user behavior across digital products. ([Read more](/details/fullstory-mcp-server.md)) `customer-experience` `analytics`
    • GetProspect MCP Server - An MCP Server for GetProspect that lets MCP agents find business email addresses and LinkedIn contact information through the GetProspect API. ([Read more](/details/getprospect-mcp-server.md)) `lead-generation` `prospecting` `contact-data`
    • Google Address Validation MCP Server - An MCP Server providing access to the Google Address Validation API so MCP tools can validate, correct, and standardize postal addresses. ([Read more](/details/google-address-validation-mcp-server.md)) `address-verification` `google-maps` `validation`
    • Google Ads MCP Server - An MCP Server for Google Ads that enables MCP-compatible agents to interact with Google Ads campaigns, accounts, and performance data. ([Read more](/details/google-ads-mcp-server.md)) `advertising` `google` `marketing`
    • Google Analytics MCP Server - An MCP Server that exposes Google Analytics data and reporting capabilities to MCP clients for querying web and app analytics. ([Read more](/details/google-analytics-mcp-server.md)) `analytics` `reporting` `website`
    • Harmonic MCP Server - An MCP Server integration for Harmonic, providing MCP agents with access to startup, investor, and company data to support innovation and deal sourcing workflows. ([Read more](/details/harmonic-mcp-server.md)) `startup-data` `investors` `prospecting`
    • HigherGov MCP Server - An MCP Server that connects to HigherGov, giving MCP clients tools for federal market intelligence, opportunity discovery, and business development data. ([Read more](/details/highergov-mcp-server.md)) `government` `market-data` `business`
    • Ideal Postcodes MCP Server - An MCP Server that integrates Ideal Postcodes services into the MCP ecosystem for address validation and postcode lookup functions. ([Read more](/details/ideal-postcodes-mcp-server.md)) `address-verification` `lookup` `e-commerce`
    • Implisense API MCP Server - An MCP Server for the Implisense API, offering access to German company data unified in a single API endpoint. ([Read more](/details/implisense-api-mcp-server.md)) `company-data` `api-integration` `b2b`
    • Itemize MCP Server - An MCP Server for Itemize, focused on invoice data extraction, reconciliation, and verification workflows. ([Read more](/details/itemize-mcp-server.md)) `invoicing` `data-extraction` `accounting`
    • KnowFirst MCP Server - An MCP Server integration for KnowFirst that enriches business data with Australian business intelligence via KnowFirst's SaaS API, enabling instant data enrichment in MCP-compatible environments. ([Read more](/details/knowfirst-mcp-server.md)) `business-intelligence` `data-enrichment` `industry-intelligence`
    • Melissa Data MCP Server - An MCP Server integration for Melissa Data that provides access to global contact data quality, address verification, and mailing preparation capabilities within MCP tools. ([Read more](/details/melissa-data-mcp-server.md)) `address-verification` `data-quality` `mailing`
    • Ongage MCP Server - An MCP Server integration for Ongage’s email marketing platform, enabling MCP clients to manage campaigns, audiences, and performance data through Ongage APIs. ([Read more](/details/ongage-mcp-server.md)) `email` `marketing` `campaigns`
    • Orca Scan MCP Server - An MCP Server that connects to Orca Scan, allowing MCP-compatible agents to interact with barcode data and no-code barcode systems programmatically. ([Read more](/details/orca-scan-mcp-server.md)) `barcodes` `inventory` `no-code`
    • People Data Labs MCP Server - An MCP Server that connects to People Data Labs, enabling MCP-compatible tools to query rich, large-scale person and B2B data for enrichment and insights. ([Read more](/details/people-data-labs-mcp-server.md)) `data-enrichment` `b2b` `contact-data`
    • Proxycurl MCP Server - An MCP Server for Proxycurl’s people and company enrichment APIs, enabling MCP agents to pull rich professional profiles and firmographic data. ([Read more](/details/proxycurl-mcp-server.md)) `data-enrichment` `contact-data` `prospecting`
    • Raven Tools MCP Server - An MCP Server integration for Raven Tools Link Manager, enabling management of white-hat backlink campaigns, including storing, organizing, and tracking thousands of link opportunities and monitoring gained or lost links. ([Read more](/details/raven-tools-mcp-server.md)) `seo` `marketing` `link-management`
    • RedCircle API MCP Server - An MCP Server that exposes the RedCircle API for real-time Target product data access without manual rules or scraper maintenance. ([Read more](/details/redcircle-api-mcp-server.md)) `product-data` `retail` `api-integration`
    • RocketReach MCP Server - An MCP Server integration for RocketReach, offering programmatic access to accurate, up-to-date professional contact information. ([Read more](/details/rocketreach-mcp-server.md)) `contact-data` `prospecting` `sales-automation`
    • SegMetrics MCP Server - An MCP Server for SegMetrics, providing marketing analytics and attribution data to understand lead origins, behavior, and revenue impact. ([Read more](/details/segmetrics-mcp-server.md)) `marketing-analytics` `attribution` `sales-analytics`
    • Semrush MCP Server - An MCP Server that connects to Semrush, enabling SEO, content marketing, competitor research, PPC, and social media marketing data access through MCP. ([Read more](/details/semrush-mcp-server.md)) `seo` `marketing-analytics` `competitor-research`
    • Simple Analytics MCP Server - An MCP Server that connects to Simple Analytics, enabling privacy-friendly website analytics (no cookies, no personal data) to be queried and used by MCP-based tools. ([Read more](/details/simple-analytics-mcp-server.md)) `analytics` `privacy` `website`
    • SimpleKPI MCP Server - An MCP Server for SimpleKPI that lets MCP clients create, manage, and analyze cloud-based KPIs programmatically. ([Read more](/details/simplekpi-mcp-server.md)) `kpi` `analytics` `reporting`
    • U301 MCP Server - An MCP Server that connects to U301, allowing MCP clients to create and track short links and QR codes under custom domains. ([Read more](/details/u301-mcp-server.md)) `url-shortening` `tracking` `marketing`
    • WhatConverts MCP Server - An MCP Server integration for WhatConverts that brings call tracking and lead tracking data into MCP workflows for marketing analytics. ([Read more](/details/whatconverts-mcp-server.md)) `marketing` `call-tracking` `lead-management`
    • Wiza MCP Server - An MCP Server that links MCP clients with Wiza, enabling automated discovery and export of accurate prospect contact data from LinkedIn. ([Read more](/details/wiza-mcp-server.md)) `lead-generation` `sales` `prospecting`
    • Ahrefs MCP Server - An MCP server integration for Ahrefs that exposes SEO tools and resources to MCP clients, supporting automated SEO analysis tasks. ([Read more](/details/ahrefs-mcp-server.md)) `seo` `marketing` `analytics`
    • AnnounceKit MCP Server - An MCP Server integration for AnnounceKit, enabling AI agents and tools to interact with AnnounceKit’s product update and changelog platform to manage and surface release notes, announcements, and customer-facing news. ([Read more](/details/announcekit-mcp-server.md)) `product-updates` `changelog` `announcements`
    • Beaconstac MCP Server - An MCP Server for Beaconstac that enables programmatic interaction with Beaconstac’s QR code generation and management platform from MCP-compatible tools and agents. ([Read more](/details/beaconstac-mcp-server.md)) `qr-codes` `marketing` `api-integration`
    • Clearout MCP Server - MCP Server for Clearout, providing model-context access to Clearout’s email verification and email finder capabilities for bulk and real-time use. ([Read more](/details/clearout-mcp-server.md)) `email-verification` `lead-enrichment` `validation`
    • Confection MCP Server - MCP Server that integrates Confection’s privacy-compliant data collection, storage, and distribution into model-context workflows. ([Read more](/details/confection-mcp-server.md)) `data-collection` `privacy` `marketing`
    • Crowdin MCP Server - MCP Server for Crowdin, giving MCP-aware applications access to Crowdin’s cloud-based localization and multilingual content management features. ([Read more](/details/crowdin-mcp-server.md)) `localization` `content-management`
    • Knack MCP Server - An MCP Server that connects Knack’s business app platform APIs to MCP tools via Pipedream, enabling data and app automation. ([Read more](/details/knack-mcp-server.md)) `business` `database` `workflow-automation`
    • Lob MCP Server - An MCP Server for Lob that exposes Lob’s direct mail automation and address verification APIs to MCP clients, enabling programmatic mail and address workflows from AI tools. ([Read more](/details/lob-mcp-server.md)) `automation` `address-verification` `direct-mail`
    • Mailcheck MCP Server - An MCP Server for Mailcheck, enabling MCP-compatible tools to validate and clean mailing lists by leveraging Mailcheck’s email verification services. ([Read more](/details/mailcheck-mcp-server.md)) `email-verification` `validation` `data-quality`
    • Neverbounce MCP Server - An MCP Server for Neverbounce that integrates Neverbounce’s bulk email verification and list cleaning services into the Model Context Protocol ecosystem for automated email hygiene tasks. ([Read more](/details/neverbounce-mcp-server.md)) `email` `validation` `marketing`
    • Ninox MCP Server - An MCP Server for Ninox that lets MCP-compatible agents build and interact with custom business applications and databases created in Ninox via the Model Context Protocol. ([Read more](/details/ninox-mcp-server.md)) `database` `business` `automation`
    • Passcreator MCP Server - An MCP Server for Passcreator that lets AI agents manage mobile wallet campaigns, including passes for store cards, event tickets, coupons, and membership cards, through MCP tools. ([Read more](/details/passcreator-mcp-server.md)) `wallet` `campaigns` `membership`
    • Quickbase MCP Server - An MCP Server integration for Quickbase, allowing MCP-based agents to interact with Quickbase apps and data to help automate business workflows and improve productivity. ([Read more](/details/quickbase-mcp-server.md)) `no-code` `workflow-automation` `business-applications`
    • Reverse Contact MCP Server - An MCP Server providing access to Reverse Contact so MCP agents can look up LinkedIn profiles from email addresses. ([Read more](/details/reverse-contact-mcp-server.md)) `lead-generation` `sales` `contacts`
    • Reward Sciences MCP Server - An MCP Server integration for Reward Sciences, enabling MCP-based automation around incentives and rewards for user or employee behaviors. ([Read more](/details/reward-sciences-mcp-server.md)) `rewards` `incentives` `loyalty`
    • ZeroBounce MCP Server - An MCP server for ZeroBounce giving AI agents access to email validation and deliverability services to reduce bounces and improve inbox placement. ([Read more](/details/zerobounce-mcp-server.md)) `email` `validation` `deliverability`
    • Action Network MCP Server - An MCP Server integration providing access to Action Network’s comprehensive online toolset for managing and empowering progressive campaigns programmatically. ([Read more](/details/action-network-mcp-server.md)) `campaigns` `advocacy` `organizing`
    • Drimify MCP Server - An MCP Server integration with Drimify to create and manage gamified experiences and games programmatically through MCP-compatible tools. ([Read more](/details/drimify-mcp-server.md)) `gamification` `marketing` `engagement`
    • Gami5d MCP Server - An MCP Server for the Gami5d gamification platform, enabling programmatic management of gamified experiences and engagement mechanics. ([Read more](/details/gami5d-mcp-server.md)) `gamification` `engagement` `rewards`
    • Rafflys MCP Server - Rafflys MCP Server connects MCP clients to Rafflys’ Instagram giveaway and sweepstakes tools, enabling automated creation and management of Instagram giveaways. ([Read more](/details/rafflys-mcp-server.md)) `social-media` `giveaways` `marketing`
    • Strava MCP Server - An MCP Server for Strava that connects to Strava’s athlete-focused platform, allowing MCP-compatible tools to access training and activity data for runners and cyclists. ([Read more](/details/strava-mcp-server.md)) `fitness` `sports` `analytics`
    • Content Snare MCP Server - An MCP server for Content Snare that lets MCP clients automate information and content collection from clients and stakeholders. ([Read more](/details/content-snare-mcp-server.md)) `content-collection` `workflow-automation` `client-onboarding`
    • DocuSeal MCP Server - An MCP server integrating with DocuSeal’s e-signing automation API so MCP-compatible agents can create, send, and manage electronic signing workflows programmatically. ([Read more](/details/docuseal-mcp-server.md)) `e-signature` `document-automation` `workflow-automation`
    • Docusign MCP Server - An MCP server for DocuSign that allows tools and AI agents to work with DocuSign’s electronic signature and agreement cloud—creating, sending, and managing envelopes and agreements via MCP calls. ([Read more](/details/docusign-mcp-server.md)) `e-signature` `contracts` `document-automation`
    • eSignatures.io MCP Server - An MCP server for eSignatures.io that exposes simple electronic signature workflows to MCP clients, allowing creation and management of signable documents across devices. ([Read more](/details/esignaturesio-mcp-server.md)) `e-signature` `document-automation` `contracts`
    • Gatekeeper MCP Server - An MCP server for Gatekeeper that brings contract and supplier management capabilities—such as contract lifecycle and vendor data—into MCP-accessible workflows. ([Read more](/details/gatekeeper-mcp-server.md)) `contract-management` `vendor-management` `procurement`
    • Signaturit MCP Server - An MCP server that connects to Signaturit’s digital signature and transaction management services, enabling e-sign workflows and trust services through MCP-compatible clients. ([Read more](/details/signaturit-mcp-server.md)) `e-signature` `document-automation` `compliance`
    • SignRequest MCP Server - An MCP server integrating SignRequest e-signing so MCP-based tools can send, track, and manage electronic signature requests to boost workflow efficiency. ([Read more](/details/signrequest-mcp-server.md)) `e-signature` `document-automation` `workflow-automation`
    • Transistor.fm MCP Server - An MCP Server for Transistor.fm, providing programmatic access from MCP tools to podcast hosting features such as shows, episodes, analytics, and distribution settings. ([Read more](/details/transistorfm-mcp-server.md)) `podcast` `media` `analytics`
    • CallMiner MCP Server - An MCP server for CallMiner that exposes AI-powered conversation intelligence features—such as contact center analytics and CX insights—to MCP clients through Pipedream. ([Read more](/details/callminer-mcp-server.md)) `analytics` `customer-support` `ai-insights`
    • Delighted MCP Server - An MCP server for Delighted, enabling access to NPS® and customer feedback collection, responses, and metrics from MCP-aware tools via Pipedream. ([Read more](/details/delighted-mcp-server.md)) `customer-feedback` `nps` `analytics`
    • Elevio MCP Server - An MCP server that integrates Elevio’s customer education and self-service support tools with MCP clients, helping reduce customer effort via automated access to knowledge resources. ([Read more](/details/elevio-mcp-server.md)) `customer-support` `knowledge-base` `automation`
    • eStreamDesk MCP Server - An MCP server giving MCP clients programmatic access to eStreamDesk’s hosted helpdesk and ticket tracking capabilities for managing customer support requests. ([Read more](/details/estreamdesk-mcp-server.md)) `helpdesk` `ticketing` `customer-support`
    • Feedier MCP Server - An MCP server that connects MCP tools to Feedier’s feedback management and analytics platform, enabling automated retrieval and analysis of customer feedback data. ([Read more](/details/feedier-mcp-server.md)) `feedback` `analytics` `customer-experience`
    • Fluent Support MCP Server - An MCP server for Fluent Support, exposing its WordPress helpdesk and support ticketing features—including automations and shared inbox—to MCP-based agents. ([Read more](/details/fluent-support-mcp-server.md)) `helpdesk` `support` `ticketing`
    • Freshdesk MCP Server - An MCP server that integrates Freshdesk’s cloud customer support platform with MCP clients, enabling AI agents to work with tickets, customers, and support workflows. ([Read more](/details/freshdesk-mcp-server.md)) `customer-support` `tickets` `helpdesk`
    • Freshservice MCP Server - An MCP server linking MCP-aware tools to Freshservice’s cloud IT service management (ITSM) capabilities, supporting automated interactions with IT tickets and service operations. ([Read more](/details/freshservice-mcp-server.md)) `itsm` `operations` `automation`
    • GrooveHQ MCP Server - An MCP server for GrooveHQ that allows MCP clients to manage and interact with customer support requests and helpdesk workflows via the Pipedream MCP platform. ([Read more](/details/groovehq-mcp-server.md)) `customer-support` `helpdesk` `ticketing`
    • Help Scout MCP Server - An MCP server that exposes Help Scout’s customer service and shared inbox platform to MCP-compatible agents, enabling programmatic access to conversations and support data. ([Read more](/details/help-scout-mcp-server.md)) `helpdesk` `customer-support` `shared-inbox`
    • HelpCrunch MCP Server - An MCP server integration for HelpCrunch, giving MCP tools access to its all-in-one customer communication, live chat, and CRM features via Pipedream. ([Read more](/details/helpcrunch-mcp-server.md)) `live-chat` `crm` `customer-support`
    • HelpDesk MCP Server - An MCP Server for the HelpDesk ticketing and support platform, exposing help desk operations and entities through the Model Context Protocol for AI-driven workflows. ([Read more](/details/helpdesk-mcp-server.md)) `customer-support` `ticketing` `workflow-automation`
    • Helpspace MCP Server - MCP Server for Helpspace that provides access to its shared inbox and customer support features so AI tools can manage and organize customer messages via MCP. ([Read more](/details/helpspace-mcp-server.md)) `shared-inbox` `customer-support` `helpdesk`
    • HelpSpot MCP Server - An MCP Server integration for HelpSpot, exposing help desk and customer service resources through the Model Context Protocol for automated support workflows. ([Read more](/details/helpspot-mcp-server.md)) `customer-support` `helpdesk` `ticketing`
    • Jira Service Desk MCP Server - MCP Server for Jira Service Desk that exposes request and service management entities through the Model Context Protocol for AI-assisted ITSM and support flows. ([Read more](/details/jira-service-desk-mcp-server.md)) `itsm` `ticketing` `support`
    • LiveAgent MCP Server - An MCP Server integration for LiveAgent, providing unified MCP access to its live chat, helpdesk, and multi-channel support features. ([Read more](/details/liveagent-mcp-server.md)) `helpdesk` `customer-support`
    • Mojo Helpdesk MCP Server - MCP Server for Mojo Helpdesk, allowing MCP clients to interact with its helpdesk and ticketing capabilities for schools and organizations. ([Read more](/details/mojo-helpdesk-mcp-server.md)) `helpdesk` `ticketing` `education`
    • Plain MCP Server - An MCP Server for Plain that exposes its modern customer support tooling via the Model Context Protocol for fast and flexible AI-integrated support flows. ([Read more](/details/plain-mcp-server.md)) `customer-support` `crm` `automation`
    • Re:amaze MCP Server - MCP Server integration for Re:amaze, enabling AI tools to access its helpdesk and customer communications platform through MCP for eCommerce support automation. ([Read more](/details/reamaze-mcp-server.md)) `helpdesk` `customer-support` `e-commerce`
    • RealPhoneValidation MCP Server - An MCP Server for RealPhoneValidation, providing MCP-accessible endpoints to check whether phone lines are connected or disconnected for lead validation workflows. ([Read more](/details/realphonevalidation-mcp-server.md)) `phone-validation` `lead-validation` `compliance`
    • Simplesat MCP Server - MCP Server for Simplesat that lets AI agents collect and analyze customer feedback survey data via the Model Context Protocol. ([Read more](/details/simplesat-mcp-server.md)) `customer-feedback` `surveys` `csat`
    • Snappy MCP Server - An MCP Server integration for Snappy, exposing its help desk, email management, and customer self-service features through MCP for automated support ticket workflows. ([Read more](/details/snappy-mcp-server.md)) `helpdesk` `customer-support` `ticketing`
    • Social Intents MCP Server - An MCP server integration for Social Intents, enabling AI tools to access Social Intents’ live chat and social apps platform for engaging website visitors and providing customer service via Microsoft Teams, Slack, Zoom, or Webex. ([Read more](/details/social-intents-mcp-server.md)) `live-chat` `customer-support` `website`
    • SolarWinds Service Desk MCP Server - An MCP server for SolarWinds Service Desk, providing AI agents and tools access to a modern IT service management (ITSM) platform for handling employee support services. ([Read more](/details/solarwinds-service-desk-mcp-server.md)) `itsm` `ticketing` `business-applications`
    • SupportBee MCP Server - An MCP server for SupportBee, allowing AI-powered workflows to interact with SupportBee’s web-based email support tool for organizing and managing customer support emails. ([Read more](/details/supportbee-mcp-server.md)) `helpdesk` `email-support` `customer-support`
    • Survicate MCP Server - An MCP server for Survicate, giving AI tools access to Survicate’s survey, NPS, and feedback management capabilities to capture and analyze customer feedback. ([Read more](/details/survicate-mcp-server.md)) `surveys` `customer-feedback` `nps`
    • Unthread MCP Server - An MCP server for Unthread, enabling AI systems to interact with Unthread’s AI-powered ticketing in Slack for automatically tracking, prioritizing, assigning, and resolving support tickets. ([Read more](/details/unthread-mcp-server.md)) `customer-support` `ticketing` `slack`
    • Zonka Feedback MCP Server - An MCP server for Zonka Feedback, allowing AI tools to use Zonka’s multi-channel feedback and survey platform with real-time reporting and collaborative inbox features. ([Read more](/details/zonka-feedback-mcp-server.md)) `customer-feedback` `survey` `customer-experience`
    • 15Five MCP Server - An MCP Server integration for 15Five, a human-centered performance management platform for managers, employees, and organizations. ([Read more](/details/15five-mcp-server.md)) `performance-management` `hr` `employee-engagement`
    • ADP MCP Server - An MCP Server for ADP’s cloud-based HR and payroll platform, enabling access to payroll, HR, time, talent, and benefits functionalities. ([Read more](/details/adp-mcp-server.md)) `hr` `payroll` `enterprise`
    • ApplicantStack MCP Server - An MCP Server that connects to ApplicantStack applicant tracking and recruitment software. ([Read more](/details/applicantstack-mcp-server.md)) `ats` `recruiting` `hr`
    • Async Interview MCP Server - An MCP Server for Async Interview, a video interviewing platform supporting customized pre-recorded interviews for recruitment. ([Read more](/details/async-interview-mcp-server.md)) `recruiting` `video` `assessment`
    • BambooHR MCP Server - An MCP Server for BambooHR, providing access to its online HR software for small and medium businesses. ([Read more](/details/bamboohr-mcp-server.md)) `hr` `employee-management` `smb`
    • Breathe MCP Server - An MCP Server integration for Breathe, an HR software platform focused on people-first HR management. ([Read more](/details/breathe-mcp-server.md)) `hr` `employee-engagement` `small-business`
    • Breezy HR MCP Server - An MCP Server for Breezy HR, a collaborative recruiting platform for job publishing, candidate management, and hiring workflows. ([Read more](/details/breezy-hr-mcp-server.md)) `recruiting` `ats` `hiring`
    • Brillium MCP Server - An MCP Server that integrates with Brillium assessment and talent screening software. ([Read more](/details/brillium-mcp-server.md)) `assessment` `talent` `hr`
    • CATS MCP Server - An MCP Server for CATS, an applicant tracking system and recruiting software platform. ([Read more](/details/cats-mcp-server.md)) `recruiting` `ats` `hr`
    • ChartHop MCP Server - An MCP Server integration for ChartHop, enabling connection to its HR data visualization and people analytics platform. ([Read more](/details/charthop-mcp-server.md)) `hr` `analytics` `people-ops`
    • Convenia MCP Server - An MCP Server for Convenia, a cloud-based people management solution for small businesses. ([Read more](/details/convenia-mcp-server.md)) `hr` `small-business` `people-management`
    • Darwinbox MCP Server - An MCP Server for Darwinbox, a modern HR management software platform. ([Read more](/details/darwinbox-mcp-server.md)) `hr` `people-management`
    • Dropboard MCP Server - An MCP Server that connects to Dropboard, a hiring platform focused on simplifying the recruitment process. ([Read more](/details/dropboard-mcp-server.md)) `recruiting` `hiring` `job-board`
    • easyhire MCP Server - An MCP Server for easyhire, an AI-powered hiring assistant platform. ([Read more](/details/easyhire-mcp-server.md)) `recruiting` `ai-assistant` `hr`
    • Envoy MCP Server - An MCP Server integration for Envoy, used to manage hybrid workplaces and workplace experiences. ([Read more](/details/envoy-mcp-server.md)) `workplace-management` `visitor-management` `operations`
    • Firefish MCP Server - An MCP Server for Firefish, a recruitment CRM designed to maximize recruiter revenue through data-driven workflows. ([Read more](/details/firefish-mcp-server.md)) `recruiting` `crm` `hr`
    • Freelancer MCP Server - An MCP Server that connects to Freelancer, an online marketplace for hiring freelancers and finding freelance jobs. ([Read more](/details/freelancer-mcp-server.md)) `marketplace` `freelancing` `jobs`
    • Gem MCP Server - An MCP Server for Gem, an AI-powered recruiting platform for talent acquisition teams. ([Read more](/details/gem-mcp-server.md)) `recruiting` `talent` `crm`
    • Greenhouse MCP Server - An MCP Server integration for Greenhouse, a talent acquisition suite built for structured hiring processes. ([Read more](/details/greenhouse-mcp-server.md)) `ats` `recruiting` `hr`
    • Greenhouse Job Board MCP Server - An MCP Server for the Greenhouse Job Board API to build custom careers pages, department-level pages, and related job board functionality via MCP. ([Read more](/details/greenhouse-job-board-mcp-server.md)) `recruiting` `job-board` `hr`
    • Homerun MCP Server - An MCP Server for Homerun ATS & hiring software, allowing MCP-compatible tools to interact with Homerun’s recruiting and hiring features. ([Read more](/details/homerun-mcp-server.md)) `recruiting` `hr`
    • HR Cloud MCP Server - An MCP Server for HR Cloud’s all-in-one HRIS, exposing onboarding and engagement capabilities through the MCP protocol. ([Read more](/details/hr-cloud-mcp-server.md)) `hr` `onboarding` `employee-engagement`
    • HR Partner MCP Server - An MCP Server for HR Partner, providing MCP-based access to employee onboarding, leave management, and HR workflows. ([Read more](/details/hr-partner-mcp-server.md)) `hr` `onboarding` `leave-management`
    • IntelliHR MCP Server - An MCP Server for IntelliHR, enabling MCP integrations with intelligent people management, performance, and analytics features. ([Read more](/details/intellihr-mcp-server.md)) `hr` `performance-management`
    • Interseller MCP Server - An MCP Server for Interseller, connecting outbound automation and prospecting capabilities into MCP-compatible environments. ([Read more](/details/interseller-mcp-server.md)) `prospecting` `sales` `automation`
    • Kenjo MCP Server - An MCP Server for Kenjo, exposing HR software for deskless teams via the MCP protocol for automated HR workflows. ([Read more](/details/kenjo-mcp-server.md)) `hr` `workforce-management` `business`
    • kiwiHR MCP Server - An MCP Server for kiwiHR (by Tellent), providing MCP access to workforce and HR management features. ([Read more](/details/kiwihr-mcp-server.md)) `hr` `workforce-management` `operations`
    • Lattice MCP Server - An MCP Server for Lattice, enabling MCP integrations with its people management and performance platform. ([Read more](/details/lattice-mcp-server.md)) `hr` `performance-management` `people-management`
    • Namely MCP Server - An MCP Server for Namely, exposing HR, payroll, benefits, and talent management capabilities to MCP-compatible clients. ([Read more](/details/namely-mcp-server.md)) `hr` `payroll` `talent`
    • Niceboard MCP Server - An MCP Server for Niceboard, allowing MCP-based interaction with modern job board software features. ([Read more](/details/niceboard-mcp-server.md)) `job-board` `recruiting` `listings`
    • Onbee.app MCP Server - An MCP Server for Onbee.app, connecting onboarding, offboarding, digital employee cards, and HRIS data into MCP workflows. ([Read more](/details/onbeeapp-mcp-server.md)) `hr` `onboarding` `workflow-automation`
    • Oyster MCP Server - An MCP Server for Oyster, providing MCP-based access to its automated global employment platform. ([Read more](/details/oyster-mcp-server.md)) `hr` `global-employment` `payroll`
    • Paylocity MCP Server - An MCP Server for Paylocity, exposing online HR and payroll functionality via MCP for automated HR operations. ([Read more](/details/paylocity-mcp-server.md)) `hr` `payroll` `automation`
    • Personio MCP Server - An MCP Server for Personio’s all-in-one HR software for SMEs, integrating HR processes with MCP tools. ([Read more](/details/personio-mcp-server.md)) `hr` `sme` `payroll`
    • Polymer.co MCP Server - An MCP Server for Polymer.co, enabling MCP-based access to job board sites and applicant tracking features. ([Read more](/details/polymerco-mcp-server.md)) `recruiting` `ats`
    • Recruitee MCP Server - An MCP Server for Recruitee (by Tellent), connecting collaborative hiring and ATS features with MCP-compatible systems. ([Read more](/details/recruitee-mcp-server.md)) `ats` `recruiting` `hiring`
    • Recruiterflow MCP Server - An MCP Server for Recruiterflow, exposing ATS and CRM capabilities for recruiting and staffing agencies through MCP. ([Read more](/details/recruiterflow-mcp-server.md)) `ats` `recruiting` `crm`
    • Recruitis MCP Server - An MCP Server for Recruitis, providing machine-consumable access to the Recruitis recruiting system to automate and enhance hiring workflows. ([Read more](/details/recruitis-mcp-server.md)) `recruiting` `ats` `hr`
    • Remote MCP Server - An MCP Server for Remote.com that lets AI agents work with global payroll, benefits, and compliance data to support international employment operations. ([Read more](/details/remote-mcp-server.md)) `payroll` `hr` `global-employment`
    • SproutGigs MCP Server - An MCP Server integration for SproutGigs, exposing the freelance marketplace programmatically so tools and agents can manage gigs and workflows. ([Read more](/details/sproutgigs-mcp-server.md)) `freelancing` `marketplace` `gigs`
    • Taleez MCP Server - An MCP Server for Taleez that allows automated interaction with Taleez recruitment features to speed up hiring processes via AI tools. ([Read more](/details/taleez-mcp-server.md)) `recruiting` `ats` `hr`
    • Talenox MCP Server - An MCP Server for Talenox that exposes cloud-based HR, payroll, leave management, and employee records to MCP-compatible agents. ([Read more](/details/talenox-mcp-server.md)) `hr` `payroll` `employee-management`
    • TalentHR MCP Server - An MCP Server for TalentHR, providing programmatic access to its all-in-one HR platform focused on people management. ([Read more](/details/talenthr-mcp-server.md)) `hr` `people-management` `saas`
    • TalentLMS MCP Server - An MCP Server for TalentLMS that enables AI agents to integrate with LMS training workflows, content, and user management. ([Read more](/details/talentlms-mcp-server.md)) `lms` `training` `education`
    • Time Tracker by eBillity MCP Server - An MCP Server exposing Time Tracker by eBillity, enabling automated time tracking and billing operations via MCP-compatible clients. ([Read more](/details/time-tracker-by-ebillity-mcp-server.md)) `time-tracking` `billing` `small-business`
    • Traffit MCP Server - An MCP Server for Traffit, providing access to Traffit’s ATS system so AI agents can support and automate recruitment pipelines. ([Read more](/details/traffit-mcp-server.md)) `ats` `recruiting` `hr`
    • WhosOnLocation MCP Server - An MCP Server for WhosOnLocation, enabling programmatic control of workplace sign-in, desk booking, and visitor management. ([Read more](/details/whosonlocation-mcp-server.md)) `visitor-management` `workplace-management` `safety`
    • Worksnaps MCP Server - An MCP Server for Worksnaps that allows agents to integrate with remote-work time tracking and productivity data. ([Read more](/details/worksnaps-mcp-server.md)) `time-tracking` `productivity` `remote-work`
    • Gender API MCP Server - An MCP Server integration for Gender API, allowing MCP workflows to determine customer gender from names to optimize registration flows and analytics. ([Read more](/details/gender-api-mcp-server.md)) `analytics` `registration` `data-enrichment`
    • Rocketadmin MCP Server - An MCP Server for Rocketadmin, exposing tools to quickly build secure admin panels for databases like MySQL, PostgreSQL, MSSQL, Oracle, and MongoDB through MCP. ([Read more](/details/rocketadmin-mcp-server.md)) `admin` `database` `management`
    • UrlBae MCP Server - An MCP Server for UrlBae that lets AI agents create and manage dynamic short links, QR codes, and bio pages, as well as retrieve analytics via the UrlBae platform. ([Read more](/details/urlbae-mcp-server.md)) `url-shortening` `analytics` `marketing`
    • Linguapop MCP Server - MCP server for Linguapop, enabling MCP tools to trigger and manage branded, CEFR-aligned language skill tests for candidates. ([Read more](/details/linguapop-mcp-server.md)) `assessment` `recruiting` `learning`
    • Accredible MCP Server - Accredible MCP Server is a Model Context Protocol server integration for Accredible, enabling AI agents and MCP-compatible clients to issue, manage, track, and verify digital credentials programmatically via the Accredible platform. ([Read more](/details/accredible-mcp-server.md)) `credentials` `education` `verification`
    • Certifier MCP Server - Certifier MCP Server is an MCP-compatible server for the Certifier digital credentialing platform, allowing AI agents to create, issue, manage, and track certificates and badges via MCP. ([Read more](/details/certifier-mcp-server.md)) `certificates` `document-automation`
    • ClassMarker MCP Server - ClassMarker MCP Server is a Model Context Protocol server that connects AI tools to ClassMarker’s online testing and quiz-making platform for programmatic quiz management and assessment workflows. ([Read more](/details/classmarker-mcp-server.md)) `assessment` `testing` `education`
    • CoderPad MCP Server - CoderPad MCP Server is a Model Context Protocol server that exposes CoderPad’s technical interview and live coding environment to MCP clients for automated assessment and candidate evaluation workflows. ([Read more](/details/coderpad-mcp-server.md)) `assessment` `recruiting` `coding`
    • EducateMe MCP Server - EducateMe MCP Server is a Model Context Protocol server that integrates with the EducateMe platform, allowing MCP-compatible tools to create and scale collaborative online courses in an automated way. ([Read more](/details/educateme-mcp-server.md)) `education` `course-management` `lms`
    • Freshlearn MCP Server - An MCP Server for FreshLearn, enabling interaction with the all‑in‑one creator suite for monetizing knowledge products like courses and digital content. ([Read more](/details/freshlearn-mcp-server.md)) `courses` `digital-products` `monetization`
    • Knorish MCP Server - An MCP Server for Knorish, an all‑in‑one platform to create, sell, and market online courses, memberships, and digital downloads. ([Read more](/details/knorish-mcp-server.md)) `courses` `memberships` `digital-products`
    • L2S MCP Server - An MCP Server for L2S, providing tools for all‑in‑one link management including organization, tracking, and sharing. ([Read more](/details/l2s-mcp-server.md)) `links` `tracking` `analytics`
    • LearnDash MCP Server - An MCP Server for LearnDash, the WordPress LMS plugin that turns WordPress sites into full learning management systems. ([Read more](/details/learndash-mcp-server.md)) `lms` `wordpress` `education`
    • LearnWorlds MCP Server - An MCP Server for LearnWorlds, an online course platform to create, sell, and promote courses from your own website. ([Read more](/details/learnworlds-mcp-server.md)) `education` `course-management` `online-store`
    • LifterLMS MCP Server - An MCP Server for LifterLMS, an all‑in‑one WordPress LMS platform for courses and memberships. ([Read more](/details/lifterlms-mcp-server.md)) `lms` `courses`
    • LightSpeed VT MCP Server - An MCP Server for LightSpeed VT, a web‑based training system for delivering and managing online training experiences. ([Read more](/details/lightspeed-vt-mcp-server.md)) `training` `online-learning` `lms`
    • ProProfs Quiz Maker MCP Server - ProProfs Quiz Maker MCP Server is an MCP integration that connects AI agents to ProProfs Quiz Maker, enabling creation and management of quizzes and assessments via the Model Context Protocol. ([Read more](/details/proprofs-quiz-maker-mcp-server.md)) `quizzes` `assessment` `audience-engagement`
    • Rise MCP Server - Rise MCP Server is an MCP-compatible server that links AI tools with the Rise training system, allowing programmatic access to create, deliver, and manage online training content. ([Read more](/details/rise-mcp-server.md)) `training` `lms` `workflow-automation`
    • SkillzRun MCP Server - SkillzRun MCP Server is a Model Context Protocol server that integrates with the SkillzRun LMS, enabling AI-driven access to mobile learning and LMS features. ([Read more](/details/skillzrun-mcp-server.md)) `lms` `mobile` `education`
    • Speechace MCP Server - Speechace MCP Server is an MCP integration that connects AI agents to SpeechAce’s pronunciation and accent training platform, allowing automated use of its speech evaluation and learning tools via MCP. ([Read more](/details/speechace-mcp-server.md)) `education` `speech-to-text` `assessment`
    • Teach 'n Go MCP Server - Teach 'n Go MCP Server is an MCP server that integrates the Teach 'n Go school management platform with AI tools, enabling automated interaction with scheduling, student data, and school operations via MCP. ([Read more](/details/teach-n-go-mcp-server.md)) `education` `scheduling` `workflow-automation`
    • Thinkific MCP Server - Thinkific MCP Server is an MCP integration that exposes Thinkific’s online course and membership platform to AI agents, supporting course creation, management, and learner engagement through MCP. ([Read more](/details/thinkific-mcp-server.md)) `education` `membership` `course-management`
    • Tutor LMS MCP Server - Tutor LMS MCP Server is a Model Context Protocol server for Tutor LMS on WordPress, enabling AI-driven creation, management, and selling of eLearning courses via MCP-compatible clients. ([Read more](/details/tutor-lms-mcp-server.md)) `lms` `e-learning` `wordpress`
    • Weworkbook MCP Server - Weworkbook MCP Server is an MCP server that connects AI tools with the Weworkbook cloud-based training organization software, enabling automated workflows for managing enrollments and reducing administrative costs. ([Read more](/details/weworkbook-mcp-server.md)) `training` `workflow-automation` `education`
    • Xperiencify MCP Server - Xperiencify MCP Server is a Model Context Protocol server that integrates with the Xperiencify gamified online course platform, allowing AI agents to design and manage hyper-engaging learning experiences. ([Read more](/details/xperiencify-mcp-server.md)) `education` `course-management` `gamification`
    • Zenler MCP Server - Zenler MCP Server is an MCP integration for the Zenler all-in-one course creation and marketing platform, enabling AI tools to access and manage course content, delivery, and marketing workflows via MCP. ([Read more](/details/zenler-mcp-server.md)) `education` `course-management` `marketing`
    • 360NRS MCP Server - An MCP Server integration for 360NRS, enabling multichannel marketing operations such as SMS, email, WhatsApp, and interactive voice campaigns via the MCP protocol on Pipedream. ([Read more](/details/360nrs-mcp-server.md)) `multichannel` `marketing` `campaigns`
    • 4Dem MCP Server - An MCP Server implementation for 4Dem that exposes email marketing and smart email campaign capabilities through Pipedream’s MCP server ecosystem. ([Read more](/details/4dem-mcp-server.md)) `email-marketing` `campaigns` `automation`
    • ActiveTrail MCP Server - An MCP Server adapter for ActiveTrail, providing access to email marketing, newsletters, and marketing automation workflows via MCP within Pipedream. ([Read more](/details/activetrail-mcp-server.md)) `email-marketing` `newsletters` `marketing-automation`
    • ActiveCampaign MCP Server - An MCP Server for ActiveCampaign that surfaces email marketing, automation, and CRM features as MCP-accessible actions and events in the Pipedream ecosystem. ([Read more](/details/activecampaign-mcp-server.md)) `crm` `email-marketing` `marketing-automation`
    • Acumbamail MCP Server - An MCP Server integration for Acumbamail that enables MCP clients to interact with email and SMS marketing, subscription forms, and landing pages through Pipedream. ([Read more](/details/acumbamail-mcp-server.md)) `email-marketing` `sms` `marketing-automation`
    • AcyMailing MCP Server - An MCP Server for AcyMailing, exposing newsletter and email marketing campaign management for WordPress and Joomla via MCP on Pipedream. ([Read more](/details/acymailing-mcp-server.md)) `email` `marketing` `automation`
    • Adhook MCP Server - An MCP Server implementation for Adhook that allows MCP-based automation and management of Google and social media brand campaigns via Pipedream. ([Read more](/details/adhook-mcp-server.md)) `advertising` `campaigns` `marketing-automation`
    • Adrapid MCP Server - An MCP Server for Adrapid, enabling automated ad creative generation from large data sets through MCP-compatible workflows on Pipedream. ([Read more](/details/adrapid-mcp-server.md)) `advertising` `creative-automation` `marketing`
    • AdRoll MCP Server - An MCP Server connector for AdRoll that makes online advertising and retargeting capabilities available to MCP tools through Pipedream. ([Read more](/details/adroll-mcp-server.md)) `advertising` `retargeting` `marketing`
    • Amazon Advertising MCP Server - An MCP Server connector for Amazon Advertising, giving MCP-based automations programmatic access to Amazon ad solutions for reaching customers at every stage of their journey. ([Read more](/details/amazon-advertising-mcp-server.md)) `advertising` `marketing` `amazon`
    • AppsFlyer MCP Server - An MCP Server for AppsFlyer that makes mobile attribution, measurement, and growth analytics available to MCP workflows in Pipedream. ([Read more](/details/appsflyer-mcp-server.md)) `marketing-analytics` `mobile`
    • Autoklose MCP Server - An MCP Server integration for Autoklose, exposing outbound sales, automated lead generation, and email drip campaign tools via MCP on Pipedream. ([Read more](/details/autoklose-mcp-server.md)) `sales` `lead-generation` `email-marketing`
    • Automizy MCP Server - An MCP Server for Automizy that enables MCP-compatible systems to orchestrate email marketing automation workflows through Pipedream. ([Read more](/details/automizy-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • AWeber MCP Server - An MCP Server implementation for AWeber that provides MCP-based access to email marketing, campaigns, and subscriber management via Pipedream. ([Read more](/details/aweber-mcp-server.md)) `email` `marketing` `campaigns`
    • Beamer MCP Server - An MCP Server for Beamer, enabling MCP integrations that manage newsfeeds and changelogs to improve user engagement on websites through Pipedream. ([Read more](/details/beamer-mcp-server.md)) `product-analytics` `changelog` `user-engagement`
    • Beehiiv MCP Server - An MCP Server that connects to Beehiiv, allowing MCP-compatible clients to manage and interact with Beehiiv’s newsletter creation, growth, and monetization platform. ([Read more](/details/beehiiv-mcp-server.md)) `newsletter` `marketing` `content-management`
    • Benchmark Email MCP Server - An MCP Server for Benchmark Email, exposing email marketing and campaign functionality to MCP-based tools and workflows. ([Read more](/details/benchmark-email-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • BigMailer MCP Server - An MCP Server integration for BigMailer, providing MCP clients access to BigMailer’s email marketing features for agencies and makers. ([Read more](/details/bigmailer-mcp-server.md)) `email-marketing` `marketing-automation`
    • Bitly MCP Server - An MCP Server for Bitly that lets MCP-compatible tools shorten and manage URLs via Bitly’s link management platform. ([Read more](/details/bitly-mcp-server.md)) `url-shortening` `marketing` `link-management`
    • Braze MCP Server - An MCP Server for Braze, exposing Braze’s customer engagement capabilities to MCP-based agents and workflows. ([Read more](/details/braze-mcp-server.md)) `customer-engagement` `marketing-automation` `messaging`
    • Builderall Mailingboss MCP Server - An MCP Server for Builderall Mailingboss, allowing MCP tools to interact with Builderall’s mailing and marketing automation platform. ([Read more](/details/builderall-mailingboss-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • BuySellAds MCP Server - An MCP Server integration for BuySellAds, providing MCP clients with programmatic access to its advertising solutions for publishers and marketers. ([Read more](/details/buysellads-mcp-server.md)) `advertising` `marketing` `campaigns`
    • CallPage MCP Server - An MCP Server for CallPage that lets MCP-based tools generate and manage sales calls and leads from websites via CallPage’s platform. ([Read more](/details/callpage-mcp-server.md)) `sales` `calls` `lead-generation`
    • Campaign Monitor MCP Server - An MCP Server for Campaign Monitor, enabling MCP clients to create, send, and track email marketing campaigns programmatically. ([Read more](/details/campaign-monitor-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Campayn MCP Server - An MCP Server that connects to Campayn, allowing MCP-compatible tools to manage and track email marketing campaigns via Campayn’s platform. ([Read more](/details/campayn-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • ClickFunnels MCP Server - An MCP Server integration for ClickFunnels, enabling MCP agents to interact with and automate marketing funnel operations within ClickFunnels. ([Read more](/details/clickfunnels-mcp-server.md)) `marketing` `sales` `automation`
    • Cometly MCP Server - An MCP Server that integrates with Cometly, giving MCP clients access to revenue attribution data for marketing teams. ([Read more](/details/cometly-mcp-server.md)) `marketing-analytics` `attribution` `campaigns`
    • ConvertKit MCP Server - An MCP Server integration for ConvertKit, allowing MCP clients to manage email marketing and audience engagement for online creators. ([Read more](/details/convertkit-mcp-server.md)) `email` `marketing` `audience-engagement`
    • Coupontools MCP Server - An MCP Server for Coupontools, providing MCP-compatible tools with access to Coupontools’ promotional and coupon-based marketing features. ([Read more](/details/coupontools-mcp-server.md)) `promotions` `coupons` `marketing`
    • CrowdPower MCP Server - An MCP Server for CrowdPower that exposes lifecycle automation and customer retention workflows to MCP clients, enabling automated customer engagement scenarios. ([Read more](/details/crowdpower-mcp-server.md)) `customer-engagement` `lifecycle` `marketing-automation`
    • CUFinder MCP Server - An MCP Server integration for CUFinder, allowing MCP-based tools to tap into CUFinder’s B2B lead generation and enrichment platform for sales and growth workflows. ([Read more](/details/cufinder-mcp-server.md)) `lead-enrichment` `b2b` `sales`
    • Curated MCP Server - An MCP Server that connects to Curated, enabling MCP clients to work with Curated’s newsletter publishing and link curation features programmatically. ([Read more](/details/curated-mcp-server.md)) `newsletter` `content-curation` `publishing`
    • Customer.io MCP Server - An MCP Server for Customer.io, exposing its automated messaging and customer engagement APIs to MCP-compatible tools for orchestrating campaigns. ([Read more](/details/customerio-mcp-server.md)) `customer-engagement` `email-marketing` `campaigns`
    • Cyberimpact MCP Server - An MCP Server exposing Cyberimpact’s email marketing and campaign management features to MCP-based workflows and automations. ([Read more](/details/cyberimpact-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • Demandbase MCP Server - An MCP Server for Demandbase that brings account-based marketing (ABM) data and functionality into MCP clients for B2B sales and marketing use cases. ([Read more](/details/demandbase-mcp-server.md)) `abm` `b2b` `marketing-automation`
    • Demio MCP Server - An MCP Server that integrates with Demio, enabling programmatic control of webinar management and automation through MCP tooling. ([Read more](/details/demio-mcp-server.md)) `webinar` `marketing` `events`
    • DocuPost MCP Server - An MCP Server for DocuPost that lets MCP-compatible tools trigger and manage physical mailings (letters, postcards) via DocuPost’s online mailing service. ([Read more](/details/docupost-mcp-server.md)) `direct-mail` `printing` `workflow-automation`
    • Doppler Marketing Automation MCP Server - An MCP Server for Doppler Marketing Automation, providing access to Doppler’s email, automation, and data marketing features within MCP-based workflows. ([Read more](/details/doppler-marketing-automation-mcp-server.md)) `email-marketing` `marketing-automation` `campaign-management`
    • Drip MCP Server - An MCP Server for Drip, enabling MCP-based applications to leverage Drip’s marketing automation and e-commerce CRM capabilities. ([Read more](/details/drip-mcp-server.md)) `marketing` `crm` `automation`
    • Dripcel MCP Server - An MCP Server integration for Dripcel, bringing its automated SMS marketing capabilities into MCP workflows. ([Read more](/details/dripcel-mcp-server.md)) `sms` `marketing-automation` `campaigns`
    • Dux Soup MCP Server - An MCP Server that connects to Dux-Soup, exposing LinkedIn prospecting and marketing automation features to MCP-compatible tools. ([Read more](/details/dux-soup-mcp-server.md)) `prospecting` `marketing-automation` `linkedin`
    • E-goi MCP Server - An MCP Server for E-goi that exposes its multichannel marketing automation (email, mobile, web, voice, social) through MCP-compatible workflows. ([Read more](/details/e-goi-mcp-server.md)) `marketing-automation` `omnichannel` `campaigns`
    • Easypromos MCP Server - An MCP Server integrating Easypromos’ contest and interactive promotion tools into MCP clients and automation flows. ([Read more](/details/easypromos-mcp-server.md)) `promotions` `campaigns` `marketing`
    • EasySendy MCP Server - MCP Server for EasySendy on Pipedream that exposes APIs to manage and automate drip email campaigns and email marketing workflows from MCP-compatible tools. ([Read more](/details/easysendy-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • EchtPost Postcards MCP Server - MCP Server that connects to EchtPost Postcards, allowing MCP clients to create, write, and send individual or bulk marketing postcards via the EchtPost service. ([Read more](/details/echtpost-postcards-mcp-server.md)) `marketing` `direct-mail`
    • Ecologi MCP Server - An MCP Server for Ecologi provided through Pipedream, enabling AI tools and MCP clients to interact with Ecologi’s climate action platform and related APIs. ([Read more](/details/ecologi-mcp-server.md)) `climate` `sustainability` `nonprofit`
    • Elastic Email MCP Server - MCP Server integration for Elastic Email that surfaces email marketing and delivery capabilities to MCP-aware agents and tools via the Pipedream MCP platform. ([Read more](/details/elastic-email-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • EmailListVerify MCP Server - MCP Server that exposes EmailListVerify’s email checking and bulk list verification APIs to MCP-compatible agents via Pipedream. ([Read more](/details/emaillistverify-mcp-server.md)) `validation` `email` `marketing`
    • Emailoctopus MCP Server - An MCP Server for EmailOctopus on Pipedream, enabling MCP tools to manage email marketing campaigns, subscribers, and HTML email sending through EmailOctopus APIs. ([Read more](/details/emailoctopus-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • Emelia MCP Server - MCP Server integration for Emelia that allows MCP clients to automate and manage B2B growth marketing and outreach workflows through Emelia’s platform. ([Read more](/details/emelia-mcp-server.md)) `email-marketing` `b2b` `outreach`
    • Endorsal MCP Server - Pipedream MCP Server for Endorsal, giving MCP-compatible agents access to collect, manage, and automate customer testimonials via Endorsal’s APIs. ([Read more](/details/endorsal-mcp-server.md)) `testimonials` `customer-feedback` `reviews`
    • Enginemailer MCP Server - Enginemailer MCP Server is an MCP server integration for the Enginemailer email marketing platform, enabling MCP-based tools to trigger and manage email marketing campaigns programmatically. ([Read more](/details/enginemailer-mcp-server.md)) `email` `marketing` `campaigns`
    • Enormail MCP Server - Enormail MCP Server exposes Enormail’s email marketing capabilities over MCP, allowing MCP clients to create and automate email campaigns to grow business and revenue. ([Read more](/details/enormail-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Eventbrite MCP Server - Eventbrite MCP Server integrates the Eventbrite event management and ticketing platform with MCP, so MCP tools can manage events, attendees, and ticketing workflows through a standardized server interface. ([Read more](/details/eventbrite-mcp-server.md)) `events` `ticketing` `attendees`
    • EverWebinar MCP Server - EverWebinar MCP Server provides MCP-based access to EverWebinar’s pre-recorded evergreen webinar automation features, enabling AI agents and MCP clients to schedule and manage webinars programmatically. ([Read more](/details/everwebinar-mcp-server.md)) `webinar` `marketing` `automation`
    • Facebook Pages MCP Server - Facebook Pages MCP Server is an MCP integration for Facebook Pages, allowing MCP-compatible tools to interact with and manage social media pages via a standardized server interface. ([Read more](/details/facebook-pages-mcp-server.md)) `social-media` `marketing` `pages`
    • FeedBlitz MCP Server - FeedBlitz MCP Server exposes FeedBlitz’s full-service email marketing capabilities through the MCP protocol so that MCP clients can orchestrate email campaigns, subscriber lists, and automation flows. ([Read more](/details/feedblitz-mcp-server.md)) `email-marketing` `campaigns` `automation`
    • Flexmail MCP Server - Flexmail MCP Server connects the Flexmail email marketing platform to the MCP ecosystem, letting MCP-compatible clients create and send email campaigns via a unified server interface. ([Read more](/details/flexmail-mcp-server.md)) `email-marketing` `campaigns` `automation`
    • Fomo MCP Server - Fomo MCP Server is an MCP integration for the Fomo social proof platform, enabling MCP-compatible applications to display real-time social proof notifications and drive website conversion. ([Read more](/details/fomo-mcp-server.md)) `marketing` `customer-engagement` `website`
    • Freshmarketer MCP Server - An MCP Server integration for Freshmarketer, a complete marketing automation suite to manage contacts and lists, design and deliver marketing campaigns, and automate email marketing workflows. ([Read more](/details/freshmarketer-mcp-server.md)) `marketing-automation` `email-marketing` `campaigns`
    • FullEnrich MCP Server - An MCP Server for FullEnrich, providing B2B email and phone waterfall enrichment capabilities within MCP workflows. ([Read more](/details/fullenrich-mcp-server.md)) `data-enrichment` `b2b` `lead-enrichment`
    • GetResponse MCP Server - An MCP Server integration for GetResponse, a trusted inbound marketing and email automation platform, enabling MCP access to marketing and campaign features. ([Read more](/details/getresponse-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Getswift MCP Server - An MCP Server for GetSwift, connecting MCP workflows with GetSwift’s delivery and business systems management platform. ([Read more](/details/getswift-mcp-server.md)) `delivery` `logistics` `business-management`
    • Gist MCP Server - An MCP Server for Gist, integrating MCP with Gist’s live chat, email marketing automation, and event tracking to build personal relationships at scale. ([Read more](/details/gist-mcp-server.md)) `customer-engagement` `email-marketing` `marketing-automation`
    • gobio.link MCP Server - An MCP Server for gobio.link, enabling MCP workflows around biolink-based lead generation and social media traffic routing. ([Read more](/details/gobiolink-mcp-server.md)) `lead-generation` `social-media`
    • Google Ad Manager MCP Server - An MCP Server for Google Ad Manager, enabling integration with Google’s integrated advertising management platform via MCP. ([Read more](/details/google-ad-manager-mcp-server.md)) `advertising` `google` `marketing`
    • GoSquared MCP Server - An MCP Server integration for GoSquared, connecting MCP to GoSquared’s growth platform for sales and marketing collaboration and visitor analytics. ([Read more](/details/gosquared-mcp-server.md)) `analytics` `sales` `marketing`
    • GoZen Growth MCP Server - An MCP Server for GoZen Growth, providing MCP-based access to GoZen’s email marketing and automation features. ([Read more](/details/gozen-growth-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Grade.us MCP Server - An MCP Server integration for Grade.us, enabling MCP workflows for white-label review management, generation, and monitoring. ([Read more](/details/gradeus-mcp-server.md)) `reviews` `reputation` `customer-feedback`
    • Growsurf MCP Server - An MCP Server for Growsurf, integrating MCP with referral software for B2C, FinTech, and SaaS to manage and track referral-driven growth. ([Read more](/details/growsurf-mcp-server.md)) `referrals` `growth` `marketing`
    • HeySummit MCP Server - An MCP Server integration for HeySummit, enabling tools and automations to interact programmatically with HeySummit’s virtual summit and event management platform via the Model Context Protocol. ([Read more](/details/heysummit-mcp-server.md)) `event-management` `virtual-events` `marketing`
    • Humanitix MCP Server - An MCP Server integration for Humanitix, allowing MCP-based tools to work with Humanitix’s not‑for‑profit event ticketing and booking features programmatically. ([Read more](/details/humanitix-mcp-server.md)) `ticketing` `events` `nonprofit`
    • HypeAuditor MCP Server - An MCP Server integration exposing HypeAuditor’s influencer marketing analytics and management capabilities to MCP-aware tools and workflows. ([Read more](/details/hypeauditor-mcp-server.md)) `influencer` `marketing-analytics` `social-media`
    • iContact MCP Server - An MCP Server integration for iContact that allows MCP-based agents and tools to interact with iContact’s email marketing features for campaign management and automation. ([Read more](/details/icontact-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • Impression MCP Server - An MCP Server for Impression, enabling secure eSignature workflows and document signing operations through the Model Context Protocol. ([Read more](/details/impression-mcp-server.md)) `e-signature` `document-automation` `workflow-automation`
    • Instantly MCP Server - An MCP Server integration for Instantly, providing MCP-based access to warm lead discovery, scaled email campaigns, inbox reach optimization, and AI‑driven engagement tooling. ([Read more](/details/instantly-mcp-server.md)) `lead-generation` `email-marketing` `sales`
    • Jellyreach MCP Server - An MCP Server for Jellyreach that enables automated, personalized, and timely customer messaging flows to be orchestrated via the Model Context Protocol. ([Read more](/details/jellyreach-mcp-server.md)) `customer-engagement` `marketing-automation` `personalization`
    • JVZoo MCP Server - An MCP Server integration exposing JVZoo’s affiliate marketing, product listing, and customer connection features to MCP-driven tools and automations. ([Read more](/details/jvzoo-mcp-server.md)) `affiliate-marketing` `e-commerce` `sales`
    • Kartra MCP Server - An MCP Server for Kartra that provides MCP-based access to Kartra’s all‑in‑one online business, marketing, and sales platform capabilities. ([Read more](/details/kartra-mcp-server.md)) `marketing` `sales` `online-store`
    • Keap MCP Server - An MCP Server integration for Keap (Infusionsoft), enabling MCP tools to interact with its CRM, sales, and marketing automation platform programmatically. ([Read more](/details/keap-mcp-server.md)) `crm` `marketing-automation` `sales`
    • Loopify MCP Server - An MCP Server integration for Loopify, enabling AI agents to interact with Loopify’s marketing automation platform to create, manage, and automate campaigns programmatically. ([Read more](/details/loopify-mcp-server.md)) `marketing-automation` `campaigns` `email-marketing`
    • MailBlaze MCP Server - An MCP Server for MailBlaze that exposes MailBlaze’s email marketing functionality to MCP-compatible AI tools for managing lists, campaigns, and automations. ([Read more](/details/mailblaze-mcp-server.md)) `email-marketing` `campaigns` `automation`
    • Mailbluster MCP Server - MCP Server integration for Mailbluster, providing access to Mailbluster’s Amazon SES–based email marketing features from MCP-based applications. ([Read more](/details/mailbluster-mcp-server.md)) `email-marketing` `amazon` `campaigns`
    • Mailbox Power MCP Server - An MCP Server for Mailbox Power that lets MCP clients trigger and manage personalized direct mail and customer engagement campaigns. ([Read more](/details/mailbox-power-mcp-server.md)) `direct-mail` `customer-engagement` `campaigns`
    • Mailchimp MCP Server - MCP Server for Mailchimp, exposing marketing automation and email marketing operations (lists, campaigns, automations) to MCP-compatible tools. ([Read more](/details/mailchimp-mcp-server.md)) `email-marketing` `marketing-automation` `crm`
    • Mailcoach MCP Server - An MCP Server integration for Mailcoach that allows MCP clients to connect newsletter workflows to Mailcoach’s email delivery and list management. ([Read more](/details/mailcoach-mcp-server.md)) `newsletter` `email-marketing` `campaigns`
    • Mailercloud MCP Server - MCP Server for Mailercloud, providing AI and MCP tools with programmatic access to Mailercloud’s all‑in‑one email marketing features. ([Read more](/details/mailercloud-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • Mailerlite MCP Server - An MCP Server that integrates MailerLite’s email marketing platform with MCP, enabling automated management of subscribers and campaigns. ([Read more](/details/mailerlite-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Mailersend MCP Server - MCP Server for Mailersend, exposing transactional email capabilities to MCP-compatible agents for sending and managing transactional email flows. ([Read more](/details/mailersend-mcp-server.md)) `transactional-email` `email-marketing` `communication`
    • Mailmodo MCP Server - MCP Server integration for Mailmodo, enabling MCP applications to create and send interactive email campaigns via Mailmodo. ([Read more](/details/mailmodo-mcp-server.md)) `email-marketing` `campaigns` `interactive`
    • MailNinja MCP Server - An MCP Server for MailNinja that surfaces its email marketing platform operations to MCP-compatible AI agents. ([Read more](/details/mailninja-mcp-server.md)) `email-marketing` `marketing-automation`
    • Mailsoftly MCP Server - MCP Server integration for Mailsoftly, letting MCP tools trigger and manage email marketing and automation workflows. ([Read more](/details/mailsoftly-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Mailwizz MCP Server - An MCP Server for Mailwizz that exposes its self‑hosted email marketing capabilities to MCP-based automation and orchestration tools. ([Read more](/details/mailwizz-mcp-server.md)) `email-marketing` `self-hosted` `marketing-automation`
    • Marketing Master IO MCP Server - An MCP Server for Marketing Master IO, providing MCP-compatible access to its suite of essential digital marketing tools. ([Read more](/details/marketing-master-io-mcp-server.md)) `marketing-automation` `crm` `sales`
    • Marketo MCP Server - An MCP Server for Adobe Marketo Engage that provides Model Context Protocol access to Marketo’s marketing automation and customer engagement capabilities. ([Read more](/details/marketo-mcp-server.md)) `marketing-automation` `customer-engagement` `campaigns`
    • MarketTime MCP Server - An MCP Server that connects the MarketTime integrated sales platform to the Model Context Protocol, allowing AI-driven workflows around order management and sales operations. ([Read more](/details/markettime-mcp-server.md)) `sales` `order-management` `b2b`
    • Mautic MCP Server - An MCP Server for Mautic that exposes the open source marketing automation platform to Model Context Protocol agents for campaign and contact automation tasks. ([Read more](/details/mautic-mcp-server.md)) `marketing-automation` `open-source` `campaigns`
    • MobileMonkey MCP Server - An MCP Server that integrates MobileMonkey’s sales outreach automation and B2C prospecting data platform with the Model Context Protocol for AI-driven outreach workflows. ([Read more](/details/mobilemonkey-mcp-server.md)) `sales-automation` `prospecting` `outreach`
    • MoonMail MCP Server - An MCP Server for MoonMail that offers Model Context Protocol access to its simple email marketing features, enabling automated email campaign operations. ([Read more](/details/moonmail-mcp-server.md)) `email-marketing` `campaigns` `automation`
    • Moosend MCP Server - An MCP Server that connects Moosend’s email marketing and automation platform to the Model Context Protocol for programmatic campaign and contact management. ([Read more](/details/moosend-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Mumara MCP Server - An MCP Server for Mumara that makes its multi-channel, data-driven marketing apps accessible through the Model Context Protocol for automated marketing workflows. ([Read more](/details/mumara-mcp-server.md)) `marketing-automation` `email-marketing` `campaigns`
    • Newsletter MCP Server - An MCP Server that integrates the WordPress Newsletter solution with the Model Context Protocol to send and manage email campaigns via AI agents. ([Read more](/details/newsletter-mcp-server.md)) `email-marketing` `wordpress` `campaigns`
    • NiftyImages MCP Server - An MCP Server that connects NiftyImages’ dynamic and personalized email content tools to the Model Context Protocol for AI-driven email personalization. ([Read more](/details/niftyimages-mcp-server.md)) `email-marketing` `personalization` `marketing-automation`
    • Noticeable MCP Server - An MCP Server for Noticeable that enables Model Context Protocol agents to manage announcements, changelogs, and newsfeeds for user engagement. ([Read more](/details/noticeable-mcp-server.md)) `changelog` `user-engagement` `announcements`
    • Ometria MCP Server - An MCP Server that exposes Ometria’s customer marketing platform for retail to the Model Context Protocol, supporting AI-powered customer and campaign operations. ([Read more](/details/ometria-mcp-server.md)) `retail` `marketing-automation` `customer-data`
    • Ontraport MCP Server - An MCP Server for Ontraport that connects the unified CRM and marketing automation platform to Model Context Protocol clients, allowing workflows like contact management and campaign automation through MCP. ([Read more](/details/ontraport-mcp-server.md)) `crm` `marketing-automation` `campaigns`
    • Orbit MCP Server - An MCP Server that integrates Orbit’s community experience platform for developers with the Model Context Protocol, enabling agents to access and manage community data and interactions. ([Read more](/details/orbit-mcp-server.md)) `community` `developer-relations` `customer-engagement`
    • Ortto MCP Server - An MCP Server for Ortto, the unified customer journey platform, exposing customer journey and marketing automation features via the Model Context Protocol for AI-driven workflows. ([Read more](/details/ortto-mcp-server.md)) `marketing-automation` `customer-journey` `campaigns`
    • Outreach MCP Server - An MCP Server integration for Outreach, enabling Model Context Protocol clients to interact with Outreach’s sales engagement features such as sequences and communication workflows. ([Read more](/details/outreach-mcp-server.md)) `sales` `engagement` `automation`
    • Partnerize MCP Server - An MCP Server for Partnerize that exposes partnership management and performance data to Model Context Protocol tools, supporting automated partner and affiliate workflows. ([Read more](/details/partnerize-mcp-server.md)) `affiliate-marketing` `partnerships` `marketing-automation`
    • PartnerStack Partner API MCP Server - An MCP Server using the PartnerStack Partner API, allowing MCP-compatible agents to manage partner programs, track performance, and build revenue channels programmatically. ([Read more](/details/partnerstack-partner-api-mcp-server.md)) `partnerships` `revenue` `b2b`
    • Patreon MCP Server - An MCP Server that integrates Patreon with the Model Context Protocol so agents can interact with creator memberships, patrons, and related data. ([Read more](/details/patreon-mcp-server.md)) `memberships` `creators` `subscriptions`
    • Paved MCP Server - An MCP Server for Paved that connects its newsletter sponsorship platform to Model Context Protocol clients, enabling automated management of newsletter ads and sponsorships. ([Read more](/details/paved-mcp-server.md)) `advertising` `newsletter` `sponsorship`
    • PersistIQ MCP Server - An MCP Server that links PersistIQ’s email automation platform with the Model Context Protocol so agents can send and manage personalized email campaigns. ([Read more](/details/persistiq-mcp-server.md)) `email-marketing` `sales` `automation`
    • Pitchlane MCP Server - An MCP Server for Pitchlane that exposes its video outreach-at-scale capabilities to MCP-based tools, enabling automated video outreach workflows. ([Read more](/details/pitchlane-mcp-server.md)) `video` `outreach` `sales`
    • Planly MCP Server - An MCP Server for Planly, integrating its all-in-one social media management features with the Model Context Protocol for scheduling and managing social content through agents. ([Read more](/details/planly-mcp-server.md)) `social-media` `scheduling` `marketing`
    • Platform.ly MCP Server - An MCP Server that connects Platform.ly’s marketing automation software to Model Context Protocol clients, enabling automated CRM and marketing workflows via MCP. ([Read more](/details/platformly-mcp-server.md)) `crm` `marketing-automation` `campaigns`
    • Pointagram MCP Server - An MCP Server for Pointagram that exposes its gamification and team motivation tools to the Model Context Protocol, allowing agents to manage points, goals, and achievements. ([Read more](/details/pointagram-mcp-server.md)) `gamification` `team-motivation` `employee-engagement`
    • Poper MCP Server - An MCP Server integration for Poper, enabling AI agents using the Model Context Protocol to configure and manage AI-driven website popups and engagement campaigns. ([Read more](/details/poper-mcp-server.md)) `marketing` `campaigns` `website`
    • Postalytics MCP Server - An MCP Server for Postalytics that exposes its direct mail automation capabilities to the Model Context Protocol, integrating direct mail with digital-style workflows and CRM data. ([Read more](/details/postalytics-mcp-server.md)) `direct-mail` `marketing-automation` `campaigns`
    • Proofly MCP Server - An MCP Server for the Proofly social proof and user‑behavior platform, letting MCP-compatible agents trigger, query, and manage Proofly campaigns within AI workflows. ([Read more](/details/proofly-mcp-server.md)) `social-proof` `conversion-optimization` `campaigns`
    • Purple Sonar MCP Server - An MCP Server integration for Purple Sonar that allows monitoring of target accounts and opportunity signals through the Model Context Protocol. ([Read more](/details/purple-sonar-mcp-server.md)) `sales` `account-based-marketing` `lead-intelligence`
    • Rasa MCP Server - An MCP Server that connects to Rasa’s email list and marketing capabilities, enabling MCP-based tools to orchestrate and analyze email campaigns via Rasa. ([Read more](/details/rasa-mcp-server.md)) `email-marketing` `marketing-automation`
    • ReachMail MCP Server - An MCP Server for ReachMail, providing programmatic access over MCP to create, send, and track HTML email campaigns and newsletters. ([Read more](/details/reachmail-mcp-server.md)) `email-marketing` `newsletters` `campaigns`
    • Rebrandly MCP Server - An MCP Server for Rebrandly that exposes custom URL shortening and link management features to MCP-compatible AI tools and workflows. ([Read more](/details/rebrandly-mcp-server.md)) `url-shortening` `link-management` `urls`
    • Referral Rocket MCP Server - An MCP Server integration for Referral Rocket, allowing MCP-based agents to manage and analyze referral program data programmatically. ([Read more](/details/referral-rocket-mcp-server.md)) `referrals` `lead-generation` `marketing-automation`
    • ReferralHero MCP Server - An MCP Server for ReferralHero that exposes referral program creation, management, and tracking features through the Model Context Protocol. ([Read more](/details/referralhero-mcp-server.md)) `referrals` `loyalty` `campaigns`
    • ReferralRock MCP Server - An MCP Server for ReferralRock that lets MCP-compatible tools orchestrate and measure word‑of‑mouth and referral programs. ([Read more](/details/referralrock-mcp-server.md)) `referrals` `word-of-mouth` `marketing-automation`
    • Referrizer MCP Server - An MCP Server that connects to Referrizer’s multi‑location marketing platform, enabling AI agents to automate and coordinate campaigns across many locations via MCP. ([Read more](/details/referrizer-mcp-server.md)) `marketing-automation` `local-business` `campaigns`
    • RegFox MCP Server - An MCP Server for RegFox, providing MCP-based access to its event registration and management functionality for conferences, camps, and classes. ([Read more](/details/regfox-mcp-server.md)) `event-management` `registrations` `ticketing`
    • Rejoiner MCP Server - An MCP Server integration for Rejoiner that lets MCP-compatible agents drive and analyze ecommerce retention marketing flows. ([Read more](/details/rejoiner-mcp-server.md)) `e-commerce` `marketing` `automation`
    • Remarkety MCP Server - An MCP Server for Remarkety that exposes ecommerce email marketing automation and analytics via the Model Context Protocol. ([Read more](/details/remarkety-mcp-server.md)) `email-marketing` `e-commerce` `marketing-automation`
    • Reply MCP Server - An MCP Server labeled Reply that connects MCP agents to Reply’s digital services, technology, and consulting capabilities where available. ([Read more](/details/reply-mcp-server.md)) `consulting` `enterprise` `integration`
    • Reply.io MCP Server - An MCP Server for Reply.io that lets AI agents automate multichannel sales engagement—email, LinkedIn, SMS, WhatsApp, calls, and tasks—over MCP. ([Read more](/details/replyio-mcp-server.md)) `sales` `multichannel` `marketing-automation`
    • Repuso MCP Server - An MCP Server integration for Repuso, enabling MCP-compatible tools to manage and monitor social reviews and feedback across platforms like Facebook. ([Read more](/details/repuso-mcp-server.md)) `reviews` `reputation` `social-media`
    • Reviews.io MCP Server - An MCP Server for Reviews.io, providing review collection and management capabilities to help brands build trust with customers. ([Read more](/details/reviewsio-mcp-server.md)) `reviews` `customer-feedback` `reputation`
    • Rewardful MCP Server - An MCP Server integration for Rewardful, allowing management of affiliate and referral programs for SaaS, membership, and ecommerce businesses. ([Read more](/details/rewardful-mcp-server.md)) `affiliate-marketing` `e-commerce` `rewards`
    • Ritekit MCP Server - An MCP Server for RiteKit, exposing social media toolkit capabilities such as hashtag suggestions and social optimization tools. ([Read more](/details/ritekit-mcp-server.md)) `social-media` `marketing-automation` `analytics`
    • robly MCP Server - An MCP Server for Robly, an email marketing software platform for building and sending email campaigns. ([Read more](/details/robly-mcp-server.md)) `email-marketing` `campaigns`
    • Salestown MCP Server - An MCP Server integration for Salestown, a 360-degree lead management system focused on business growth. ([Read more](/details/salestown-mcp-server.md)) `lead-management` `sales` `crm`
    • SARE MCP Server - An MCP Server for SARE, providing access to its omnichannel marketing and marketing automation platform. ([Read more](/details/sare-mcp-server.md)) `marketing` `automation` `omnichannel`
    • Sender MCP Server - An MCP Server integration for Sender, an email marketing platform for creating designs, automating campaigns, and tracking results. ([Read more](/details/sender-mcp-server.md)) `email` `marketing` `campaigns`
    • Sendfox MCP Server - An MCP Server for Sendfox that authenticates via personal access tokens to provide email marketing features. ([Read more](/details/sendfox-mcp-server.md)) `email-marketing` `marketing-automation` `saas`
    • Sendicate MCP Server - An MCP Server integration for Sendicate, an email marketing app for sending well‑designed email campaigns to contacts that matter. ([Read more](/details/sendicate-mcp-server.md)) `email-marketing` `campaigns` `design`
    • SendinBlue MCP Server - An MCP Server for Sendinblue, exposing advanced email marketing and automation capabilities. ([Read more](/details/sendinblue-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Sendlane MCP Server - An MCP Server for Sendlane, focused on email and SMS marketing to deliver ecommerce customer experiences, including support for BigCommerce. ([Read more](/details/sendlane-mcp-server.md)) `email-marketing` `sms` `e-commerce`
    • Sendloop MCP Server - An MCP Server integration for Sendloop, a full‑featured email marketing service to create, send, and track campaigns. ([Read more](/details/sendloop-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • Sendoso MCP Server - An MCP Server for Sendoso, providing access to its sending platform used for direct mail, gifting, and other outbound engagement. ([Read more](/details/sendoso-mcp-server.md)) `gifting` `direct-mail` `outbound-engagement`
    • SendOwl MCP Server - An MCP Server integration for SendOwl, an all‑in‑one digital sales platform for selling and delivering digital products online. ([Read more](/details/sendowl-mcp-server.md)) `e-commerce` `digital-products` `billing`
    • SendPulse MCP Server - An MCP Server for SendPulse, a multi‑channel marketing platform supporting email, SMS, and other communication channels. ([Read more](/details/sendpulse-mcp-server.md)) `email-marketing` `sms` `marketing-automation`
    • SendX MCP Server - An MCP Server integration for SendX, an email marketing platform for sending campaigns, list building, and marketing automation. ([Read more](/details/sendx-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • SharpSpring MCP Server - MCP Server integration for SharpSpring’s marketing automation platform, allowing MCP-based tools and agents to access marketing, CRM, and automation features programmatically. ([Read more](/details/sharpspring-mcp-server.md)) `marketing` `crm` `automation`
    • Short Menu MCP Server - An MCP Server for the Short Menu URL shortener service, exposing capabilities for creating and managing short links and branded URLs from MCP-compatible clients. ([Read more](/details/short-menu-mcp-server.md)) `url-shortening` `links` `marketing`
    • Showpad MCP Server - An MCP Server that interfaces with Showpad’s sales enablement and marketing platform, enabling AI agents to access sales content and related resources through MCP. ([Read more](/details/showpad-mcp-server.md)) `sales-enablement` `content-management` `sales`
    • Simplero MCP Server - MCP Server integration for Simplero’s all-in-one marketing and course platform, allowing MCP-based tools to work with courses, automations, and marketing assets. ([Read more](/details/simplero-mcp-server.md)) `marketing` `courses` `automation`
    • Smaily MCP Server - MCP Server integration for Smaily’s email marketing platform, providing MCP clients with tools to create and send newsletters and manage email campaigns. ([Read more](/details/smaily-mcp-server.md)) `email-marketing` `newsletter` `campaigns`
    • SmartEngage MCP Server - An MCP Server that connects to SmartEngage’s engagement and marketing service, enabling omnichannel engagement operations from MCP-based AI workflows. ([Read more](/details/smartengage-mcp-server.md)) `omnichannel` `customer-engagement` `marketing-automation`
    • SmartrMail MCP Server - An MCP Server integration for SmartrMail, providing access to the smarter email app for ecommerce through the Model Context Protocol so agents and workflows can manage ecommerce email marketing tasks programmatically. ([Read more](/details/smartrmail-mcp-server.md)) `email-marketing` `e-commerce` `campaigns`
    • Smiirl MCP Server - An MCP Server for Smiirl connected counters, enabling Model Context Protocol clients to interact with Smiirl social media and other software counters via a standardized server interface. ([Read more](/details/smiirl-mcp-server.md)) `social-media` `analytics` `display`
    • Smoove MCP Server - An MCP Server that connects to the Smoove marketing automation platform, exposing endpoints via the Model Context Protocol for creating landing pages, managing leads, and sending personalized emails. ([Read more](/details/smoove-mcp-server.md)) `marketing` `automation` `campaigns`
    • SMS-IT MCP Server - An MCP Server integration for SMS-IT, allowing MCP-based tools and agents to build sales leads, reduce customer attrition, and manage personalized client interactions via SMS-IT’s messaging features. ([Read more](/details/sms-it-mcp-server.md)) `sms` `lead-generation` `customer-engagement`
    • Snapchat Marketing MCP Server - An MCP Server that integrates Snapchat Marketing (Ads and Public Profiles) with the Model Context Protocol, enabling programmatic management of Snapchat ad campaigns and marketing assets. ([Read more](/details/snapchat-marketing-mcp-server.md)) `advertising` `marketing-automation` `campaigns`
    • SparkPost MCP Server - An MCP Server exposing SparkPost email optimization and delivery capabilities to Model Context Protocol clients, allowing automated, reliable email sending and analytics. ([Read more](/details/sparkpost-mcp-server.md)) `email` `marketing-automation` `api-integration`
    • Stannp MCP Server - An MCP Server for Stannp that provides Model Context Protocol access to create and send postal direct mail campaigns such as letters and postcards. ([Read more](/details/stannp-mcp-server.md)) `direct-mail` `marketing` `campaigns`
    • StealthSeminar MCP Server - An MCP Server allowing Model Context Protocol tools to interact with StealthSeminar, automating management of pre-recorded webinars that run as live events. ([Read more](/details/stealthseminar-mcp-server.md)) `webinar` `marketing-automation` `events`
    • Swapcard Exhibitor MCP Server - An MCP Server that integrates Swapcard Exhibitor features with the Model Context Protocol, enabling programmatic access to tradeshow and exhibition lead-generation and exhibitor tools. ([Read more](/details/swapcard-exhibitor-mcp-server.md)) `events` `lead-generation` `trade-shows`
    • Systeme.io MCP Server - An MCP Server for Systeme.io, exposing its all-in-one marketing platform capabilities—funnels, email, automation—to Model Context Protocol clients. ([Read more](/details/systemeio-mcp-server.md)) `marketing-automation` `funnels` `crm`
    • Terminus App MCP Server - An MCP Server that connects Terminus App’s UTM building and tracking functions to the Model Context Protocol, enabling consistent, automated UTM URL management. ([Read more](/details/terminus-app-mcp-server.md)) `marketing-automation` `tracking` `urls`
    • Thanks.io MCP Server - An MCP Server for Thanks.io, providing MCP-based access to send direct mail digitally, such as postcards and notes, via automated workflows. ([Read more](/details/thanksio-mcp-server.md)) `direct-mail` `marketing-automation` `campaigns`
    • Thankster MCP Server - An MCP Server integration for Thankster that lets Model Context Protocol agents automatically mail handwritten-style cards for CRM and marketing automation use cases. ([Read more](/details/thankster-mcp-server.md)) `marketing` `automation` `crm`
    • Thrivecart MCP Server - An MCP Server for Thrivecart that exposes cart and checkout platform capabilities for marketers via the Model Context Protocol for automated sales and funnel workflows. ([Read more](/details/thrivecart-mcp-server.md)) `e-commerce` `checkout` `sales`
    • Ticket Tailor MCP Server - An MCP Server that integrates Ticket Tailor’s online ticketing platform with the Model Context Protocol so tools and agents can automate event ticket sales and management. ([Read more](/details/ticket-tailor-mcp-server.md)) `ticketing` `events` `booking`
    • ToneDen MCP Server - An MCP Server for ToneDen’s social marketing platform, providing programmatic access through MCP to manage and automate social marketing campaigns. ([Read more](/details/toneden-mcp-server.md)) `social-media` `marketing-automation` `campaigns`
    • Unisender MCP Server - An MCP Server integration for UniSender, providing MCP-based access to UniSender’s email marketing services for automating campaigns and subscriber management. ([Read more](/details/unisender-mcp-server.md)) `email-marketing` `marketing-automation`
    • UpViral MCP Server - An MCP Server for UpViral, enabling MCP clients to create and manage viral referral campaigns, contests, and giveaways programmatically. ([Read more](/details/upviral-mcp-server.md)) `campaigns` `lead-generation` `marketing-automation`
    • VBOUT MCP Server - An MCP Server for VBOUT, exposing its all‑in‑one marketing automation features—email, social media, landing pages, and analytics—over the MCP protocol. ([Read more](/details/vbout-mcp-server.md)) `marketing-automation` `email-marketing` `analytics`
    • Vendasta MCP Server - An MCP Server that connects to Vendasta, enabling automated interactions with Vendasta’s platform for selling marketing solutions to local businesses via MCP clients. ([Read more](/details/vendasta-mcp-server.md)) `marketing` `sales` `local-business`
    • VerticalResponse MCP Server - An MCP Server for VerticalResponse, providing MCP-based access to VerticalResponse email marketing and related campaign tools. ([Read more](/details/verticalresponse-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • WebinarGeek MCP Server - An MCP Server for WebinarGeek, allowing MCP tools to control and automate webinar setup, registration, and engagement through WebinarGeek’s platform. ([Read more](/details/webinargeek-mcp-server.md)) `webinar` `events` `engagement`
    • WebinarJam MCP Server - An MCP Server that integrates with WebinarJam’s cloud broadcasting platform, providing MCP-based automation of webinar scheduling and management. ([Read more](/details/webinarjam-mcp-server.md)) `webinar` `events` `marketing`
    • Wishpond MCP Server - An MCP Server for Wishpond, exposing its all‑in‑one marketing platform capabilities over MCP for creating and managing campaigns, landing pages, and lead flows. ([Read more](/details/wishpond-mcp-server.md)) `marketing-automation` `campaigns` `lead-generation`
    • Woodpecker.co MCP Server - An MCP Server integration for Woodpecker.co, enabling automated cold email outreach and follow‑up workflows via the MCP protocol. ([Read more](/details/woodpeckerco-mcp-server.md)) `email-marketing` `outreach` `automation`
    • Yespo MCP Server - An MCP Server for the Yespo marketing automation platform, exposing Yespo’s enterprise-level marketing and automation capabilities through the MCP protocol. ([Read more](/details/yespo-mcp-server.md)) `marketing-automation` `campaigns` `customer-engagement`
    • Yotpo Loyalty & Referrals MCP Server - An MCP Server integration for Yotpo’s Loyalty & Referrals product, enabling programmatic access to loyalty and referrals data and functions via MCP. ([Read more](/details/yotpo-loyalty-referrals-mcp-server.md)) `loyalty` `referrals` `e-commerce`
    • Zagomail MCP Server - An MCP Server for the Zagomail email marketing and automation platform, enabling MCP-compatible clients to manage and automate email campaigns. ([Read more](/details/zagomail-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Zest MCP Server - An MCP Server integration for Zest, providing MCP-based access to its business gifting and rewards functionality. ([Read more](/details/zest-mcp-server.md)) `rewards` `gifting` `customer-engagement`
    • Zeta MCP Server - An MCP Server for Zeta (formerly Boomtrain), exposing its data-driven marketing capabilities to MCP-compatible tools and agents. ([Read more](/details/zeta-mcp-server.md)) `marketing-automation` `personalization` `campaigns`
    • 10to8 MCP Server - An MCP (Model Context Protocol) server integration for 10to8 appointment scheduling, enabling agents/tools to manage bookings and reduce appointment administration time from minutes to seconds within an automated workflow context. ([Read more](/details/10to8-mcp-server.md)) `scheduling` `appointments` `booking`
    • ActiveCalculator MCP Server - MCP Server for ActiveCalculator that exposes custom web calculator creation and management features to AI agents via the Model Context Protocol. ([Read more](/details/activecalculator-mcp-server.md)) `calculation` `workflow-automation`
    • Acuity Scheduling MCP Server - An MCP Server providing programmatic access to Acuity Scheduling’s online appointment booking, calendar, and scheduling APIs for AI workflows. ([Read more](/details/acuity-scheduling-mcp-server.md)) `scheduling` `appointments` `calendar-integration`
    • Agiled MCP Server - An MCP Server for Agiled’s all‑in‑one business management platform, exposing CRM, project, and operations data to AI agents using MCP. ([Read more](/details/agiled-mcp-server.md)) `crm` `project-management` `operations`
    • Aroflo MCP Server - MCP Server for Aroflo’s field service management platform, surfacing job, scheduling, and service data to MCP-aware tools. ([Read more](/details/aroflo-mcp-server.md)) `field-service` `scheduling` `work-orders`
    • Boloforms MCP Server - An MCP Server integration for Boloforms, exposing its digital signature and form capabilities to MCP-compatible AI agents and tools. ([Read more](/details/boloforms-mcp-server.md)) `forms` `e-signature` `document-automation`
    • Booqable MCP Server - An MCP Server that interfaces with Booqable’s rental software, allowing MCP clients to streamline and automate rental operations via the MCP protocol. ([Read more](/details/booqable-mcp-server.md)) `rental` `inventory` `operations`
    • ChMeetings MCP Server - An MCP Server that connects to ChMeetings, exposing church management functionality to MCP-based assistants and tools. ([Read more](/details/chmeetings-mcp-server.md)) `church-management` `crm` `nonprofit`
    • CompanyCam MCP Server - CompanyCam MCP Server integrates the CompanyCam photo and job site documentation platform into MCP, enabling automated access to project photos and related data. ([Read more](/details/companycam-mcp-server.md)) `field-service` `photos` `documentation`
    • Cutt.ly MCP Server - Cutt.ly MCP Server brings URL shortening, link management, branded short links, and QR code generation into the MCP ecosystem for automated link workflows. ([Read more](/details/cuttly-mcp-server.md)) `url-shortening` `analytics` `marketing`
    • DaySchedule MCP Server - DaySchedule MCP Server exposes DaySchedule’s meeting and scheduling capabilities to MCP clients, enabling automated creation and management of booking pages and appointments. ([Read more](/details/dayschedule-mcp-server.md)) `scheduling` `appointments` `booking`
    • Deputy MCP Server - Deputy MCP Server connects MCP-compatible tools to Deputy’s employee scheduling, timesheets, tasking, and communication platform for automated workforce operations. ([Read more](/details/deputy-mcp-server.md)) `workforce-management` `scheduling` `time-tracking`
    • Dropbox Sign MCP Server - Dropbox Sign (HelloSign) MCP Server integrates legally binding e-signature workflows with MCP, enabling automated preparation, sending, and tracking of signature requests. ([Read more](/details/dropbox-sign-mcp-server.md)) `e-signature` `document-automation` `workflow`
    • ezeep Blue MCP Server - An MCP Server that connects to ezeep Blue cloud printing, enabling MCP workflows to manage printing tasks without traditional print servers or drivers. ([Read more](/details/ezeep-blue-mcp-server.md)) `printing` `cloud` `workflow-automation`
    • GageList MCP Server - An MCP Server that connects to GageList, exposing calibration management and asset tracking capabilities to MCP-compatible tools and automations. ([Read more](/details/gagelist-mcp-server.md)) `asset-management` `calibration`
    • Harvest MCP Server - MCP Server for Harvest, exposing time tracking and invoicing capabilities so MCP-based agents can log time and manage billing data. ([Read more](/details/harvest-mcp-server.md)) `time-tracking` `invoicing` `billing`
    • HighLevel MCP Server - MCP Server that integrates with HighLevel’s all-in-one sales and marketing platform via API key, allowing MCP agents to interact with CRM, funnels, and automation data. ([Read more](/details/highlevel-mcp-server.md)) `crm` `marketing-automation` `sales`
    • Hive MCP Server - MCP Server for Hive, connecting MCP tools to Hive’s operations and fulfillment management features for D2C brands. ([Read more](/details/hive-mcp-server.md)) `e-commerce` `workflow` `automation`
    • Karbon MCP Server - An MCP Server integration for Karbon, enabling accounting and practice management workflows—tasks, communication, and client work—to be managed by MCP-aware tools. ([Read more](/details/karbon-mcp-server.md)) `accounting` `practice-management` `workflow-automation`
    • LaunchNotes MCP Server - An MCP Server for LaunchNotes that lets agents manage and communicate product updates and changelogs for modern enterprises. ([Read more](/details/launchnotes-mcp-server.md)) `changelog` `product-updates` `communication`
    • Microsoft 365 MCP Server - An MCP Server providing access to Microsoft 365 services via the MCP protocol, enabling AI assistants to integrate with productivity tools like Outlook, OneDrive, and more. ([Read more](/details/microsoft-365-mcp-server.md)) `productivity` `microsoft-365` `collaboration`
    • MOCO MCP Server - An MCP Server for MOCO, exposing its business cloud software for agencies—including project, time, and billing management—to MCP-aware tools. ([Read more](/details/moco-mcp-server.md)) `project-management` `billing` `time-tracking`
    • Notarize MCP Server - An MCP Server that connects to Notarize’s online notary service, letting MCP clients initiate and manage remote online notarization workflows. ([Read more](/details/notarize-mcp-server.md)) `e-signature` `legal` `document-workflows`
    • Pipeline MCP Server - An MCP Server for Pipeline CRM, exposing sales engagement and CRM capabilities (contacts, deals, activities) for use within MCP-driven sales workflows. ([Read more](/details/pipeline-mcp-server.md)) `crm` `sales` `pipeline-management`
    • PostGrid Print & Mail MCP Server - An MCP Server for PostGrid Print & Mail, allowing automated print and mail operations (letters, postcards, statements) via MCP-based workflows. ([Read more](/details/postgrid-print-mail-mcp-server.md)) `print-on-demand` `direct-mail` `automation`
    • Productboard MCP Server - An MCP Server for Productboard, enabling customer-centric product management operations (feature ideas, feedback, roadmaps) to be controlled via MCP tools. ([Read more](/details/productboard-mcp-server.md)) `product-management` `roadmapping` `feedback`
    • RescueTime MCP Server - An MCP Server for RescueTime that lets AI agents query personal productivity and time-tracking analytics via the Model Context Protocol. ([Read more](/details/rescuetime-mcp-server.md)) `productivity` `time-tracking` `analytics`
    • Roll MCP Server - An MCP Server that integrates with Roll’s business management platform so AI agents can access project, sales, and business data programmatically. ([Read more](/details/roll-mcp-server.md)) `business` `project-management` `sales`
    • ScheduleOnce MCP Server - An MCP Server for ScheduleOnce that allows AI agents to manage and interact with lead scheduling and booking workflows. ([Read more](/details/scheduleonce-mcp-server.md)) `scheduling` `booking` `lead-management`
    • Scoro MCP Server - An MCP Server for Scoro that exposes work management and professional services operations data to AI agents through the Model Context Protocol. ([Read more](/details/scoro-mcp-server.md)) `work-management` `professional-services` `operations`
    • Shorten.REST MCP Server - An MCP Server that connects to Shorten.REST, allowing AI agents to create and manage shortened URLs via the Model Context Protocol. ([Read more](/details/shortenrest-mcp-server.md)) `url-shortening` `marketing` `links`
    • Signaturely MCP Server - An MCP Server integration for Signaturely, enabling AI agents to initiate and manage e-signature workflows programmatically. ([Read more](/details/signaturely-mcp-server.md)) `e-signature` `document-automation` `workflow-automation`
    • SignerX MCP Server - An MCP Server for SignerX that allows AI agents to work with document signing and SignerX’s digital signature features through the Model Context Protocol. ([Read more](/details/signerx-mcp-server.md)) `e-signature` `document-automation`
    • Specific MCP Server - An MCP Server integrating Specific’s sales call analytics platform, enabling AI agents to access call insights and revenue analytics. ([Read more](/details/specific-mcp-server.md)) `sales-analytics` `conversation-intelligence`
    • SuperSaaS MCP Server - An MCP Server for SuperSaaS that integrates its appointment scheduling capabilities into MCP environments. ([Read more](/details/supersaas-mcp-server.md)) `scheduling` `appointments` `booking`
    • T2M URL Shortener MCP Server - An MCP Server for the T2M URL Shortener platform, enabling URL marketing and link-shortening operations via the MCP protocol. ([Read more](/details/t2m-url-shortener-mcp-server.md)) `url-shortening` `marketing` `links`
    • timeBuzzer MCP Server - An MCP Server integration for timeBuzzer, enabling MCP clients to perform accurate time tracking operations programmatically. ([Read more](/details/timebuzzer-mcp-server.md)) `time-tracking` `productivity` `billing`
    • timelink MCP Server - An MCP Server that connects to timelink’s time tracking platform, making its functionality available through the MCP protocol. ([Read more](/details/timelink-mcp-server.md)) `time-tracking` `productivity` `billing`
    • Timely Time Tracking MCP Server - MCP server for Timely, an AI-powered time tracking platform that automates company time tracking and timesheet creation for MCP-based workflows. ([Read more](/details/timely-time-tracking-mcp-server.md)) `time-tracking` `productivity` `timesheets`
    • TinyURL MCP Server - MCP server for TinyURL, providing link shortening and management capabilities, including creation and tracking of branded short links via MCP. ([Read more](/details/tinyurl-mcp-server.md)) `url-shortening` `links` `marketing`
    • Toggl Track MCP Server - MCP server for Toggl Track, providing access to its time tracking features so MCP tools can log and manage time entries programmatically. ([Read more](/details/toggl-track-mcp-server.md)) `time-tracking` `productivity` `reporting`
    • UpKeep MCP Server - MCP server integration for UpKeep, providing maintenance and asset management capabilities—including mobile-first CMMS features—via MCP-compatible agents. ([Read more](/details/upkeep-mcp-server.md)) `asset-management` `maintenance` `operations`
    • Zoho Sheet MCP Server - An MCP Server for Zoho Sheet that allows MCP-compatible tools to work with collaborative spreadsheets, automated data processing, and AI-assisted analytics. ([Read more](/details/zoho-sheet-mcp-server.md)) `spreadsheets` `analytics` `collaboration`
    • CarMD MCP Server - An MCP server that interfaces with CarMD services, letting MCP tools access OBD2-based automotive diagnostics, data, and apps to help reduce car ownership and maintenance costs. ([Read more](/details/carmd-mcp-server.md)) `diagnostics` `automotive` `health`
    • Fitbit MCP Server - An MCP server integration for Fitbit, giving MCP clients access to Fitbit activity tracking and related health data via the Fitbit API. ([Read more](/details/fitbit-mcp-server.md)) `health` `fitness` `analytics`
    • RemoteLock MCP Server - RemoteLock MCP Server is an MCP integration that exposes RemoteLock’s WiFi smart lock platform to AI agents, allowing interaction with access control and smart locks for businesses and rentals via Model Context Protocol. ([Read more](/details/remotelock-mcp-server.md)) `access-control` `smart-locks` `security`
    • Samsara MCP Server - Samsara MCP Server is a Model Context Protocol server providing AI access to Samsara’s Connected Operations Cloud, enabling retrieval and control of fleet, safety, and operations data in AI-driven workflows. ([Read more](/details/samsara-mcp-server.md)) `fleet-management` `operations` `logistics`
    • Withings MCP Server - Withings MCP Server is a Model Context Protocol server that connects AI tools to Withings’ smart scales, watches, and health monitoring devices, enabling access to health metrics and device data through MCP. ([Read more](/details/withings-mcp-server.md)) `health` `analytics` `api-integration`
    • 123FormBuilder MCP Server - An MCP Server integration for 123FormBuilder, enabling AI tools to interact with 123FormBuilder’s online forms and automated data collection workflows via the Model Context Protocol. ([Read more](/details/123formbuilder-mcp-server.md)) `forms` `data-collection` `automation`
    • Adobe Acrobat Sign MCP Server - An MCP Server for Adobe Acrobat Sign that exposes e-signature and digital signing capabilities to MCP-compatible AI tools and workflows. ([Read more](/details/adobe-acrobat-sign-mcp-server.md)) `e-signature` `document-management` `contracts`
    • Aidaform MCP Server - An MCP Server for Aidaform, providing MCP-based access to its online form creation and data collection features. ([Read more](/details/aidaform-mcp-server.md)) `forms` `data-collection` `surveys`
    • Alchemer MCP Server - An MCP Server for Alchemer that allows MCP clients to work with Alchemer’s enterprise survey and feedback collection platform. ([Read more](/details/alchemer-mcp-server.md)) `surveys` `feedback` `analytics`
    • ByteForms MCP Server - An MCP Server for ByteForms that surfaces its all‑in‑one form creation, submission management, and data integration features through the Model Context Protocol. ([Read more](/details/byteforms-mcp-server.md)) `forms` `data-collection`
    • CabinPanda MCP Server - An MCP Server integration for CabinPanda, enabling MCP tools to use CabinPanda’s online data collection and form capabilities. ([Read more](/details/cabinpanda-mcp-server.md)) `forms` `data-collection` `survey`
    • Customer.guru MCP Server - An MCP Server for Customer.guru that lets MCP-aware agents track and work with Net Promoter Score (NPS) and customer satisfaction data. ([Read more](/details/customerguru-mcp-server.md)) `nps` `customer-feedback` `analytics`
    • Device Magic MCP Server - An MCP Server that integrates Device Magic’s industrial‑grade mobile data collection platform with the Model Context Protocol. ([Read more](/details/device-magic-mcp-server.md)) `data-collection` `field-service` `forms`
    • Feathery MCP Server - An MCP Server integration for Feathery that lets MCP tools interact with Feathery’s flexible, product‑grade form experiences programmatically. ([Read more](/details/feathery-mcp-server.md)) `forms` `workflow` `automation`
    • Florm MCP Server - An MCP Server for Florm, exposing its branded, logic‑driven forms, surveys, and data workflows to MCP clients and automations. ([Read more](/details/florm-mcp-server.md)) `forms` `surveys` `workflow-automation`
    • FluidForms MCP Server - An MCP Server for FluidForms that provides MCP-based access to its form creation tools tailored for Canva websites. ([Read more](/details/fluidforms-mcp-server.md)) `forms` `website` `lead-generation`
    • FormCan MCP Server - An MCP Server integration for FormCan, enabling MCP-aware applications to use its reimagined, pay‑as‑you‑go form building platform. ([Read more](/details/formcan-mcp-server.md)) `forms` `lead-generation` `surveys`
    • Formcarry MCP Server - An MCP Server for Formcarry that lets MCP tools collect and process submissions from custom HTML forms without backend code. ([Read more](/details/formcarry-mcp-server.md)) `forms` `no-code` `data-collection`
    • Formdesk MCP Server - An MCP Server for Formdesk that exposes Formdesk’s online form creation and management features—such as application, registration, order, and survey forms—through the Model Context Protocol. ([Read more](/details/formdesk-mcp-server.md)) `forms` `survey` `online-store`
    • Formsite MCP Server - Formsite MCP Server is a Model Context Protocol server integration for Formsite, enabling AI agents or MCP-compatible clients to create and manage professional online forms, order forms, surveys, and integrations via Formsite’s drag‑and‑drop builder. ([Read more](/details/formsite-mcp-server.md)) `forms` `survey` `e-commerce`
    • Formspree MCP Server - Formspree MCP Server is an MCP-compatible server that connects to Formspree’s online form backend, allowing AI tools to programmatically work with form submissions and endpoints. ([Read more](/details/formspree-mcp-server.md)) `forms` `api` `submission-management`
    • FormTitan MCP Server - FormTitan MCP Server exposes FormTitan’s no‑code Salesforce/CRM form and portal platform via the Model Context Protocol, letting MCP clients build and manage dynamic forms, portals, and related resources. ([Read more](/details/formtitan-mcp-server.md)) `forms` `crm` `no-code`
    • GatherUp MCP Server - GatherUp MCP Server is an MCP integration for GatherUp’s customer experience and review management platform, enabling AI agents to access feedback, reviews, and CX data within MCP workflows. ([Read more](/details/gatherup-mcp-server.md)) `customer-experience` `reviews` `feedback`
    • Getform MCP Server - Getform MCP Server provides an MCP endpoint for interacting with Getform’s form endpoints service, so MCP clients can send, receive, and manage form submissions programmatically. ([Read more](/details/getform-mcp-server.md)) `forms` `data-collection` `automation`
    • GoCanvas MCP Server - GoCanvas MCP Server is a Model Context Protocol server that integrates with GoCanvas’s mobile forms platform, allowing AI tools to create and manage mobile data collection forms. ([Read more](/details/gocanvas-mcp-server.md)) `forms` `data-collection` `mobile`
    • Google Forms MCP Server - Google Forms MCP Server exposes Google Forms functionality through MCP, enabling creation, sharing, and analysis of online forms and surveys from MCP-aware applications and agents. ([Read more](/details/google-forms-mcp-server.md)) `forms` `survey` `google-workspace`
    • Iterate MCP Server - Iterate MCP Server connects the Iterate survey platform to the Model Context Protocol, letting AI systems create and manage simple feedback surveys for product teams. ([Read more](/details/iterate-mcp-server.md)) `surveys` `feedback` `product-analytics`
    • Jotform MCP Server - Jotform MCP Server is an MCP server for integrating with Jotform’s online form and fillable PDF service, enabling automated form creation and response collection through MCP clients. ([Read more](/details/jotform-mcp-server.md)) `forms` `surveys` `workflow-automation`
    • LeadBoxer MCP Server - LeadBoxer MCP Server is an MCP integration for LeadBoxer’s lead generation and visitor analytics platform, allowing MCP-aware tools to access real-time lead and web traffic data. ([Read more](/details/leadboxer-mcp-server.md)) `lead-generation` `analytics` `marketing`
    • MeetingPulse MCP Server - MeetingPulse MCP Server exposes MeetingPulse’s live audience engagement features—polls, Q&A, feedback—via MCP, enabling AI-driven workflows for events, HR, and online meetings. ([Read more](/details/meetingpulse-mcp-server.md)) `audience-engagement` `events` `feedback`
    • Moaform MCP Server - Moaform MCP Server is an MCP server that connects to Moaform’s online survey platform, providing MCP clients with survey creation and unlimited response collection capabilities. ([Read more](/details/moaform-mcp-server.md)) `surveys` `forms` `data-collection`
    • Nicereply MCP Server - Nicereply MCP Server integrates Nicereply’s customer satisfaction and feedback tools with MCP, allowing AI agents to read and act on CSAT, NPS, and other customer feedback metrics. ([Read more](/details/nicereply-mcp-server.md)) `customer-feedback` `surveys` `customer-experience`
    • Omniconvert MCP Server - Omniconvert MCP Server is an MCP integration for Omniconvert’s conversion optimization and customer analytics suite, providing MCP clients access to segmentation and CRO data. ([Read more](/details/omniconvert-mcp-server.md)) `analytics` `conversion-optimization` `marketing`
    • OpnForm MCP Server - OpnForm MCP Server connects the OpnForm collaborative form-building tool to MCP, enabling AI applications to orchestrate collaborative form creation and management. ([Read more](/details/opnform-mcp-server.md)) `forms` `collaboration` `data-collection`
    • PaperForm MCP Server - MCP Server for Paperform that exposes its flexible online form builder capabilities via the Model Context Protocol, allowing agents and tools to design and manage forms programmatically. ([Read more](/details/paperform-mcp-server.md)) `forms` `surveys` `no-code`
    • Papersign MCP Server - An MCP Server for Papersign providing document e-signature workflows—such as preparing, sending, and tracking signatures—through the Model Context Protocol. ([Read more](/details/papersign-mcp-server.md)) `e-signature` `document-automation`
    • PlanSo Forms MCP Server - MCP Server for PlanSo Forms that lets AI agents create and manage professional online forms by interfacing with the PlanSo Forms platform via MCP. ([Read more](/details/planso-forms-mcp-server.md)) `forms` `survey` `online-forms`
    • Pointerpro MCP Server - An MCP Server integration for Pointerpro, enabling creation and management of interactive questionnaires that return personalized advice through the Model Context Protocol. ([Read more](/details/pointerpro-mcp-server.md)) `surveys` `assessment` `personalization`
    • Polly MCP Server - MCP Server for Polly that allows capturing instant feedback and running polls in Slack and Microsoft Teams via MCP-enabled tools and agents. ([Read more](/details/polly-mcp-server.md)) `surveys` `feedback` `team-chat`
    • Qualaroo MCP Server - An MCP Server for Qualaroo providing programmatic access to user surveys and in-context feedback collection over the Model Context Protocol. ([Read more](/details/qualaroo-mcp-server.md)) `surveys` `customer-feedback` `user-research`
    • QuestionPro MCP Server - MCP Server integration for QuestionPro that exposes advanced online survey and research capabilities to MCP-based applications and agents. ([Read more](/details/questionpro-mcp-server.md)) `survey` `research` `analytics`
    • Ratecard MCP Server - An MCP Server for Ratecard that lets AI agents trigger and manage automated feedback and review collection workflows via ATS, CRM, or ERP systems through MCP. ([Read more](/details/ratecard-mcp-server.md)) `feedback` `surveys` `customer-experience`
    • Refiner MCP Server - MCP Server for Refiner, enabling creation and automation of customer feedback surveys for SaaS and digital products via the Model Context Protocol. ([Read more](/details/refiner-mcp-server.md)) `feedback` `surveys` `customer-experience`
    • RepliQ MCP Server - An MCP Server integration for RepliQ that allows AI workflows to personalize and automate outreach campaigns with AI-generated content via MCP. ([Read more](/details/repliq-mcp-server.md)) `personalization` `outreach` `marketing-automation`
    • Riddle Quiz Maker MCP Server - An MCP server for Riddle Quiz Maker that lets agents create, update, and manage quizzes, personality tests, and polls as part of MCP-driven marketing and audience engagement workflows. ([Read more](/details/riddle-quiz-maker-mcp-server.md)) `quizzes` `audience-engagement` `marketing`
    • RiskAdvisor MCP Server - An MCP Server for RiskAdvisor that connects smart-form insurance workflows—data collection, risk assessment, and documentation—with MCP-compatible agents. ([Read more](/details/riskadvisor-mcp-server.md)) `insurance` `workflow-automation` `risk-analysis`
    • SatisMeter MCP Server - MCP Server integration for SatisMeter, exposing in-app and email survey capabilities (including NPS measurement) to MCP-enabled applications. ([Read more](/details/satismeter-mcp-server.md)) `surveys` `customer-feedback` `nps`
    • Signable MCP Server - An MCP Server for Signable that enables secure e-signature workflows—sending, signing, and organizing documents—via the Model Context Protocol. ([Read more](/details/signable-mcp-server.md)) `e-signature` `document-automation` `legal`
    • SurveyCTO MCP Server - MCP Server for SurveyCTO that brings reliable offline-capable mobile data collection features into MCP-based research and field-data workflows. ([Read more](/details/surveycto-mcp-server.md)) `data-collection` `surveys` `offline`
    • SurveyMethods MCP Server - An MCP Server integration for SurveyMethods, providing access to online survey creation, advanced analysis, email newsletters, and survey APIs through MCP. ([Read more](/details/surveymethods-mcp-server.md)) `surveys` `marketing-automation` `analytics`
    • SurveyMonkey MCP Server - MCP Server for SurveyMonkey that exposes its online survey creation and management functionality to MCP-compatible tools and AI agents. ([Read more](/details/surveymonkey-mcp-server.md)) `surveys` `customer-feedback` `data-collection`
    • Survser MCP Server - An MCP Server for Survser that lets AI agents access customer feedback and popup survey capabilities for e-commerce and SaaS through MCP tools. ([Read more](/details/survser-mcp-server.md)) `surveys` `customer-experience` `e-commerce`
    • Tally MCP Server - An MCP Server for Tally, providing MCP-compatible tools to create and manage online forms and surveys programmatically. ([Read more](/details/tally-mcp-server.md)) `forms` `surveys` `data-collection`
    • Tapform MCP Server - An MCP Server that connects to Tapform so agents can build and manage lead-generation forms and capture submissions via the MCP ecosystem. ([Read more](/details/tapform-mcp-server.md)) `lead-generation` `forms` `marketing`
    • Trust MCP Server - An MCP Server for Trust that allows MCP-compatible agents to create and manage testimonials, including video reviews and website integrations. ([Read more](/details/trust-mcp-server.md)) `reviews` `testimonials` `marketing`
    • Typeform MCP Server - An MCP Server for Typeform that exposes no-code form, quiz, and survey functionality to MCP-based agents and workflows. ([Read more](/details/typeform-mcp-server.md)) `forms` `survey` `no-code`
    • WisePops MCP Server - An MCP Server for WisePops that lets agents design and manage smart website popups and conversion campaigns via MCP APIs. ([Read more](/details/wisepops-mcp-server.md)) `conversion-optimization` `popups` `marketing-automation`
    • Zoho Forms MCP Server - An MCP Server for Zoho Forms that exposes online form building, data collection, and integrations to MCP-based tools and agents. ([Read more](/details/zoho-forms-mcp-server.md)) `forms` `data-collection` `crm`
    • Zoho Survey MCP Server - An MCP Server integration for Zoho Survey, enabling AI agents to create, distribute, and analyze online surveys within MCP workflows. ([Read more](/details/zoho-survey-mcp-server.md)) `survey` `questionnaires` `customer-feedback`
    • Bookingmood MCP Server - An MCP server for Bookingmood, a commission-free booking platform, enabling programmatic access to availability and booking-related data. ([Read more](/details/bookingmood-mcp-server.md)) `booking` `reservations` `hospitality`
    • DeTrack MCP Server - An MCP server for DeTrack, offering real-time vehicle tracking and electronic proof of delivery data via MCP for global logistics workflows. ([Read more](/details/detrack-mcp-server.md)) `logistics` `delivery` `tracking`
    • Sendle MCP Server - An MCP server for Sendle, enabling interaction with Sendle’s 100% carbon neutral shipping services for small businesses via MCP. ([Read more](/details/sendle-mcp-server.md)) `shipping` `logistics` `small-business`
    • WuBook RateChecker MCP Server - An MCP Server integration for WuBook RateChecker on Pipedream, allowing hotel and hospitality users to compare competitor prices and monitor room availability via MCP tools. ([Read more](/details/wubook-ratechecker-mcp-server.md)) `hospitality` `price-tracking` `reservations`
    • Ayrshare MCP Server - An MCP Server integration for Ayrshare Social Media APIs, allowing MCP tools and agents to publish and manage social media posts via Ayrshare from within the MCP environment. ([Read more](/details/ayrshare-mcp-server.md)) `social-media` `marketing-automation` `publishing`
    • Blogger MCP Server - An MCP Server for Google’s Blogger platform, providing MCP clients with programmatic blogging and content management operations through the Model Context Protocol. ([Read more](/details/blogger-mcp-server.md)) `blog` `content-management` `web`
    • Brilliant Directories MCP Server - An MCP Server that integrates with Brilliant Directories, enabling MCP-based automation and management of business directory and membership website data. ([Read more](/details/brilliant-directories-mcp-server.md)) `directory` `memberships` `website`
    • Buy Me a Coffee MCP Server - An MCP Server for Buy Me a Coffee that allows MCP agents to interact with creator support features like donations, memberships, and digital sales through the protocol. ([Read more](/details/buy-me-a-coffee-mcp-server.md)) `donations` `memberships` `creators`
    • Dokan MCP Server - An MCP Server integration for Dokan that connects MCP clients to Dokan’s multivendor marketplace platform, allowing programmatic interaction with marketplace features. ([Read more](/details/dokan-mcp-server.md)) `e-commerce` `marketplace` `multi-vendor`
    • DotSimple MCP Server - An MCP Server for DotSimple offering MCP-based access to DotSimple’s all-in-one social media management capabilities for scheduling, posting, and analytics via MCP tools. ([Read more](/details/dotsimple-mcp-server.md)) `social-media` `scheduling` `analytics`
    • DropInBlog MCP Server - An MCP Server for DropInBlog that exposes blog-embedding and content features through the MCP protocol, allowing AI tools to manage blogs embedded in websites. ([Read more](/details/dropinblog-mcp-server.md)) `blog` `content-management` `website`
    • Fillout MCP Server - An MCP Server integration for Fillout that lets MCP clients create and manage powerful forms, surveys, and quizzes within MCP-compatible environments. ([Read more](/details/fillout-mcp-server.md)) `forms` `surveys` `quizzes`
    • FlexiSign MCP Server - An MCP Server integration for FlexiSign that allows MCP tools to create and manage e-signatures through FlexiSign’s electronic signing capabilities. ([Read more](/details/flexisign-mcp-server.md)) `e-signature` `document-automation` `workflow`
    • Formbricks MCP Server - An MCP Server for Formbricks that brings its open-source experience management and user research capabilities into MCP, allowing surveys and feedback flows via MCP clients. ([Read more](/details/formbricks-mcp-server.md)) `surveys` `user-research` `customer-feedback`
    • Frappe MCP Server - An MCP Server for Frappe that connects MCP tools to the Frappe framework’s suite of software products and services, enabling ERP and app workflows via MCP. ([Read more](/details/frappe-mcp-server.md)) `erp` `framework` `workflow`
    • Glide MCP Server - An MCP Server for Glide, allowing Pipedream workflows to build and interact with no-code business apps created on Glide. ([Read more](/details/glide-mcp-server.md)) `no-code` `app-development` `workflow`
    • Google Play MCP Server - An MCP Server integration for Google Play, enabling Android developers to access and manage their Google Play accounts programmatically via Pipedream. ([Read more](/details/google-play-mcp-server.md)) `android` `app-management` `developer-tools`
    • Google Postmaster Tools MCP Server - An MCP Server providing access to Google Postmaster Tools, allowing analysis of email performance and deliverability within Pipedream workflows. ([Read more](/details/google-postmaster-tools-mcp-server.md)) `email` `analytics` `deliverability`
    • Icypeas MCP Server - An MCP Server for Icypeas that helps businesses find and access contact data programmatically through Pipedream workflows. ([Read more](/details/icypeas-mcp-server.md)) `contact-data` `lead-enrichment` `sales`
    • IgniSign MCP Server - An MCP Server integration for IgniSign, enabling secure e-signature workflows and integrations within apps using Pipedream. ([Read more](/details/ignisign-mcp-server.md)) `e-signature` `document-automation` `compliance`
    • Linkly MCP Server - An MCP Server for Linkly that allows creating tracking links, adding retargeting tags, and configuring smart redirects through MCP-compatible tooling. ([Read more](/details/linkly-mcp-server.md)) `marketing` `tracking` `links`
    • Mitra MCP Server - An MCP Server for Mitra, enabling no-code and AI-assisted creation, connection, and bidding for software projects within MCP ecosystems. ([Read more](/details/mitra-mcp-server.md)) `no-code` `marketplace` `project-management`
    • Product Fruits MCP Server - An MCP Server for Product Fruits, giving MCP agents access to Product Fruits’ user onboarding and in-app guidance platform. ([Read more](/details/product-fruits-mcp-server.md)) `user-onboarding` `product-adoption` `in-app-guidance`
    • Productlane MCP Server - An MCP Server for Productlane that enables MCP-based workflows around product discovery and feedback management integrated with Linear. ([Read more](/details/productlane-mcp-server.md)) `product-feedback` `product-management` `customer-insights`
    • Relink - URL Shortener MCP Server - A Pipedream MCP Server for Relink URL Shortener, allowing MCP clients to programmatically create and manage shortened URLs. ([Read more](/details/relink-url-shortener-mcp-server.md)) `url-shortening` `links` `marketing`
    • Similarweb DigitalRank API MCP Server - A Pipedream MCP Server integration for Similarweb’s DigitalRank API, giving MCP clients access to global website ranking data for their own and competitors’ sites. ([Read more](/details/similarweb-digitalrank-api-mcp-server.md)) `analytics` `market-data` `web`
    • Splynx MCP Server - MCP Server integration for Splynx, an ISP management platform, enabling MCP-based automation and interaction with ISP operations and billing via Splynx APIs. ([Read more](/details/splynx-mcp-server.md)) `isp` `billing` `operations`
    • StoryScale MCP Server - MCP Server integration for StoryScale to create and manage shareable product tours and demos via MCP-aware agents or workflows. ([Read more](/details/storyscale-mcp-server.md)) `product-tours` `product-marketing` `onboarding`
    • Stripo MCP Server - MCP Server for Stripo’s email design platform, enabling MCP clients to build and manage high-quality, interactive, or AMP emails programmatically through Stripo’s capabilities. ([Read more](/details/stripo-mcp-server.md)) `email` `marketing` `design`
    • Userflow MCP Server - MCP Server that connects to Userflow so agents can manage user onboarding flows, product tours, and checklists via MCP tools. ([Read more](/details/userflow-mcp-server.md)) `user-onboarding` `product-management` `customer-experience`
    • Waitlist MCP Server - MCP Server for Waitlist, enabling management of viral waitlists, referrals, and launch metrics via MCP tools. ([Read more](/details/waitlist-mcp-server.md)) `waitlist` `referrals` `marketing`
    • Wappalyzer MCP Server - An MCP Server that connects to Wappalyzer to identify and report technologies used on websites through MCP. ([Read more](/details/wappalyzer-mcp-server.md)) `technology-detection` `websites` `analytics`
    • Yoast SEO MCP Server - MCP Server integration with Yoast SEO, allowing SEO analysis and optimization actions on WordPress sites via MCP. ([Read more](/details/yoast-seo-mcp-server.md)) `seo` `wordpress` `content-optimization`
    • Airmeet MCP Server - MCP Server for Airmeet, enabling programmatic access to virtual and hybrid event experiences via the Model Context Protocol. ([Read more](/details/airmeet-mcp-server.md)) `events` `webinar` `virtual-events`
    • AskNicely MCP Server - An MCP Server for AskNicely, integrating its customer experience platform and survey workflows into MCP-compatible environments. ([Read more](/details/asknicely-mcp-server.md)) `customer-experience` `survey` `feedback`
    • BotConversa MCP Server - MCP Server integration for BotConversa, allowing MCP tools to create and manage no-code chatbots for marketing and automation. ([Read more](/details/botconversa-mcp-server.md)) `chatbots` `marketing` `automation`
    • CallRail MCP Server - MCP Server for CallRail, connecting MCP clients to CallRail’s lead intelligence and call tracking platform. ([Read more](/details/callrail-mcp-server.md)) `call-tracking` `lead-intelligence` `marketing`
    • Campaign Cleaner MCP Server - An MCP Server for Campaign Cleaner that provides tools for optimizing and cleaning email campaigns via MCP-based workflows. ([Read more](/details/campaign-cleaner-mcp-server.md)) `email` `marketing` `automation`
    • CampaignHQ MCP Server - MCP Server for CampaignHQ, integrating its email marketing platform capabilities into Model Context Protocol ecosystems. ([Read more](/details/campaignhq-mcp-server.md)) `email-marketing` `campaigns` `automation`
    • Cardly MCP Server - An MCP Server integration for Cardly, enabling automated sending of personalized, handwritten-style cards via MCP clients. ([Read more](/details/cardly-mcp-server.md)) `direct-mail` `personalization` `marketing`
    • CiviCRM MCP Server - An MCP server for CiviCRM that exposes CiviCRM’s nonprofit-focused CRM capabilities—such as contact, contribution, and membership management—to MCP-compatible AI agents and tools. ([Read more](/details/civicrm-mcp-server.md)) `crm` `nonprofit` `contacts`
    • CleverReach MCP Server - An MCP server integration for CleverReach, providing MCP clients access to CleverReach’s email marketing and newsletter creation features. ([Read more](/details/cleverreach-mcp-server.md)) `email` `marketing` `campaigns`
    • CleverTap MCP Server - An MCP server for CleverTap that exposes CleverTap’s customer engagement and analytics platform to MCP-compatible tools, enabling automated engagement workflows. ([Read more](/details/clevertap-mcp-server.md)) `analytics` `marketing` `customer-data`
    • Clientify MCP Server - An MCP server for Clientify that lets MCP-based agents interact with Clientify’s CRM and digital sales automation capabilities, including customer profiling and task automation. ([Read more](/details/clientify-mcp-server.md)) `crm` `sales` `marketing-automation`
    • Constant Contact MCP Server - An MCP server integration for Constant Contact that enables MCP clients to leverage Constant Contact’s email and digital marketing tools programmatically. ([Read more](/details/constant-contact-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Credit Repair Cloud MCP Server - An MCP server integration for Credit Repair Cloud, allowing MCP agents to work with the platform’s credit repair software features for automation and workflow management. ([Read more](/details/credit-repair-cloud-mcp-server.md)) `credit` `workflow-automation` `finance`
    • Customer Fields MCP Server - An MCP server for Customer Fields that provides access to custom customer sign-up forms and customer data management via MCP-compatible tools. ([Read more](/details/customer-fields-mcp-server.md)) `customer-data` `forms` `e-commerce`
    • Daffy MCP Server - An MCP server integration for Daffy, enabling MCP-based agents to interact with Daffy’s charitable giving platform for contributions and donations. ([Read more](/details/daffy-mcp-server.md)) `donations` `nonprofit` `payments`
    • DealMachine MCP Server - An MCP server for DealMachine that surfaces its real estate investor tools for direct-to-seller marketing and deal discovery to MCP clients. ([Read more](/details/dealmachine-mcp-server.md)) `real-estate` `marketing` `lead-generation`
    • DevRev MCP Server - An MCP server integration for DevRev, exposing its developer–customer relationship management and product support capabilities to MCP-compatible agents. ([Read more](/details/devrev-mcp-server.md)) `crm` `product-development` `customer-support`
    • Digistore24 MCP Server - An MCP Server integration for Digistore24, a full-service online sales platform and affiliate marketplace, enabling AI agents and tools to interact with Digistore24’s commerce and affiliate features via the Model Context Protocol. ([Read more](/details/digistore24-mcp-server.md)) `e-commerce` `affiliate` `sales`
    • Dropcontact MCP Server - An MCP Server integration for Dropcontact that lets MCP-based agents enrich, clean, and correct contact data directly through the Model Context Protocol. ([Read more](/details/dropcontact-mcp-server.md)) `data-enrichment` `contacts` `crm`
    • Dub MCP Server - An MCP Server for Dub, providing MCP-accessible tools for open-source link management infrastructure such as link creation, tracking, and analytics. ([Read more](/details/dub-mcp-server.md)) `open-source` `links` `analytics`
    • Encharge MCP Server - An MCP Server integration for Encharge, exposing its B2B SaaS marketing automation features—such as workflows and email campaigns—to AI agents via the Model Context Protocol. ([Read more](/details/encharge-mcp-server.md)) `marketing-automation` `email-marketing` `workflows`
    • Firmao MCP Server - An MCP Server integration for Firmao CRM that exposes customer relationship management and sales opportunity data to MCP tools and agents. ([Read more](/details/firmao-mcp-server.md)) `crm` `sales` `customer-data`
    • Formaloo MCP Server - An MCP Server for Formaloo, enabling MCP clients to interact with Formaloo’s no-code forms, apps, and customer engagement tools programmatically via the Model Context Protocol. ([Read more](/details/formaloo-mcp-server.md)) `forms` `no-code` `customer-engagement`
    • FunnelCockpit MCP Server - An MCP Server for FunnelCockpit, exposing its all-in-one online marketing and funnel-building capabilities as tools usable by MCP-based AI agents. ([Read more](/details/funnelcockpit-mcp-server.md)) `funnels` `online-store` `marketing-automation`
    • GetAccept MCP Server - An MCP Server integration for GetAccept, enabling AI agents and workflows to interact with GetAccept’s digital sales room platform to manage documents, e-signatures, and sales engagement data. ([Read more](/details/getaccept-mcp-server.md)) `e-signature` `sales` `document-automation`
    • GetEmails MCP Server - An MCP Server for GetEmail.io that lets AI tools query and leverage GetEmails’ email discovery services directly within MCP-powered workflows. ([Read more](/details/getemails-mcp-server.md)) `lead-generation` `email` `prospecting`
    • GiantCampaign MCP Server - An MCP Server that connects to GiantCampaign, allowing MCP clients to manage and automate email marketing campaigns and track sales impact programmatically. ([Read more](/details/giantcampaign-mcp-server.md)) `email-marketing` `campaigns` `marketing-automation`
    • Goody MCP Server - An MCP Server that integrates Goody’s corporate gifting platform with MCP, enabling automated creation and management of gifting workflows via AI agents. ([Read more](/details/goody-mcp-server.md)) `gifting` `loyalty` `e-commerce`
    • GoTo Webinar MCP Server - An MCP Server integration for GoTo Webinar that lets MCP agents schedule, manage, and retrieve data from virtual events and webinars programmatically. ([Read more](/details/goto-webinar-mcp-server.md)) `webinar` `events` `virtual-events`
    • Handwrytten MCP Server - An MCP Server for Handwrytten that allows MCP workflows to automate sending robot-written, pen-on-paper handwritten notes as part of customer engagement flows. ([Read more](/details/handwrytten-mcp-server.md)) `customer-engagement` `automation` `marketing`
    • Hootsuite MCP Server - An MCP Server integration for Hootsuite, enabling MCP-compatible tools to manage social media posts, scheduling, and analytics across multiple platforms. ([Read more](/details/hootsuite-mcp-server.md)) `social-media` `marketing` `scheduling`
    • Hostaway MCP Server - An MCP Server for Hostaway that lets MCP agents interact with vacation rental management data, bookings, and channels via a unified server interface. ([Read more](/details/hostaway-mcp-server.md)) `hospitality` `reservations` `property-management`
    • Hotjar MCP Server - An MCP Server integration for Hotjar, allowing MCP-based tools to access user behavior analytics, heatmaps, and feedback data to inform product decisions. ([Read more](/details/hotjar-mcp-server.md)) `analytics` `product-analytics` `customer-experience`
    • Hotmart MCP Server - An MCP Server that connects to Hotmart’s creator monetization platform, exposing product, sales, and customer data to MCP clients for automation and analytics. ([Read more](/details/hotmart-mcp-server.md)) `e-commerce` `digital-products` `sales`
    • Hyros MCP Server - An MCP Server integration with Hyros, providing AI agents with access to advertising and sales attribution data for optimizing marketing performance. ([Read more](/details/hyros-mcp-server.md)) `marketing` `advertising` `analytics`
    • iAuditor MCP Server - An MCP Server for SafetyCulture’s iAuditor platform, enabling inspection, issue capture, and corrective action workflows through MCP. ([Read more](/details/iauditor-mcp-server.md)) `inspections` `workflow-automation` `field-service`
    • JeffreyAI MCP Server - An MCP Server for JeffreyAI, exposing sales and marketing automation capabilities as MCP tools for business workflows. ([Read more](/details/jeffreyai-mcp-server.md)) `sales` `marketing-automation` `ai-integration`
    • Jibble MCP Server - An MCP Server for Jibble, integrating 100% free time tracking functionalities into MCP-compatible AI systems. ([Read more](/details/jibble-mcp-server.md)) `time-tracking` `workforce-management` `operations`
    • Judge.me MCP Server - An MCP Server for Judge.me, enabling access to Shopify product and store reviews data within MCP-based tools. ([Read more](/details/judgeme-mcp-server.md)) `reviews` `shopify` `e-commerce`
    • KickoffLabs MCP Server - An MCP Server for KickoffLabs, enabling AI workflows around refer-a-friend style giveaways, sweepstakes, and product launches. ([Read more](/details/kickofflabs-mcp-server.md)) `giveaways` `referrals` `marketing`
    • KingSumo MCP Server - An MCP Server that connects to KingSumo, allowing MCP agents to manage viral giveaways that grow leads and audience engagement. ([Read more](/details/kingsumo-mcp-server.md)) `marketing` `campaigns` `lead-generation`
    • Liondesk MCP Server - An MCP Server for LionDesk CRM that connects MCP-compatible clients to LionDesk’s real-estate-focused lead, contact, and transaction management features. ([Read more](/details/liondesk-mcp-server.md)) `crm` `real-estate` `lead-management`
    • Listclean MCP Server - An MCP Server that exposes Listclean’s AI-driven email verification service (up to 98% accuracy) to MCP clients for validating and cleaning email lists. ([Read more](/details/listclean-mcp-server.md)) `email-verification` `marketing` `data-quality`
    • Livestorm MCP Server - An MCP Server integration for Livestorm, providing MCP-based access to Livestorm’s end-to-end video engagement and webinar platform capabilities. ([Read more](/details/livestorm-mcp-server.md)) `webinar` `video-engagement` `events`
    • Melo MCP Server - An MCP Server integration for Melo, providing MCP-based access to comprehensive property data via Melo’s real estate API. ([Read more](/details/melo-mcp-server.md)) `real-estate` `api` `data-access`
    • Memberful MCP Server - An MCP Server for Memberful that connects MCP clients to Memberful’s membership management features for creators, publishers, and educators. ([Read more](/details/memberful-mcp-server.md)) `memberships` `subscriptions` `creators`
    • Microsoft 365 People MCP Server - An MCP Server that interfaces with Microsoft 365 People, allowing MCP clients to create, view, and manage contacts, lists, and groups in a Microsoft 365 account. ([Read more](/details/microsoft-365-people-mcp-server.md)) `contacts` `microsoft-365` `directory`
    • Moxie MCP Server - An MCP server for Moxie that connects MCP-based tools to Moxie’s client management, invoicing, project management, time tracking, and accounting features. ([Read more](/details/moxie-mcp-server.md)) `client-management` `invoicing` `project-management`
    • NationBuilder MCP Server - An MCP server for NationBuilder that exposes tools for managing nonprofits, campaigns, and movements via the MCP protocol. ([Read more](/details/nationbuilder-mcp-server.md)) `nonprofit` `campaigns` `crm`
    • Nextdoor Ads MCP Server - An MCP server for Nextdoor Ads that allows MCP clients to interact with Nextdoor’s neighborhood advertising and related data. ([Read more](/details/nextdoor-ads-mcp-server.md)) `advertising` `local-business` `marketing`
    • Nudgify MCP Server - An MCP server for Nudgify that lets MCP agents integrate social proof, FOMO, and UX nudges into websites through Nudgify’s platform APIs. ([Read more](/details/nudgify-mcp-server.md)) `conversion-optimization` `social-proof` `website`
    • Outseta MCP Server - An MCP server for Outseta that brings Outseta’s SaaS, membership, and community management capabilities into MCP-based workflows. ([Read more](/details/outseta-mcp-server.md)) `membership` `saas` `crm`
    • Payhip MCP Server - An MCP server for Payhip that lets MCP agents access Payhip’s e‑commerce features for selling digital products, courses, and memberships. ([Read more](/details/payhip-mcp-server.md)) `e-commerce` `digital-products` `memberships`
    • Pendo MCP Server - An MCP server for Pendo that exposes product analytics and product experience capabilities to MCP-based clients. ([Read more](/details/pendo-mcp-server.md)) `product-analytics` `customer-experience` `analytics`
    • PhoneBurner MCP Server - An MCP Server integration for PhoneBurner, enabling AI or tools to interact with PhoneBurner’s outbound dialing platform to boost contact rates and sales workflows. ([Read more](/details/phoneburner-mcp-server.md)) `outbound-calls` `sales` `contact-center`
    • Piggy MCP Server - An MCP Server for Piggy’s loyalty engine, allowing programmatic access to loyalty, rewards, and engagement features via the MCP ecosystem. ([Read more](/details/piggy-mcp-server.md)) `loyalty` `rewards` `customer-engagement`
    • Popupsmart MCP Server - An MCP Server that integrates with Popupsmart, allowing management of no-code popups for e‑commerce sales, email capture, and visitor engagement via MCP. ([Read more](/details/popupsmart-mcp-server.md)) `popups` `e-commerce` `visitor-engagement`
    • PreciseFP MCP Server - An MCP Server for PreciseFP providing access to automated client data gathering, storage, and secure distribution workflows. ([Read more](/details/precisefp-mcp-server.md)) `client-onboarding` `financial-data` `workflow-automation`
    • Procore Sandbox MCP Server - An MCP Server for the Procore Sandbox environment, used to test and develop integrations with Procore’s construction management platform. ([Read more](/details/procore-sandbox-mcp-server.md)) `construction` `project-management` `sandbox`
    • Project Broadcast MCP Server - An MCP Server that connects to Project Broadcast, enabling automated business communication and relationship-building workflows via MCP. ([Read more](/details/project-broadcast-mcp-server.md)) `sms` `marketing-automation` `business-communications`
    • QuickMail.io MCP Server - An MCP Server for QuickMail.io that supports cold email campaign automation, including deliverability features and auto warmup, through MCP. ([Read more](/details/quickmailio-mcp-server.md)) `email-marketing` `campaigns` `sales-automation`
    • Raisely MCP Server - An MCP Server for Raisely, enabling access to online fundraising campaigns and donation management via MCP. ([Read more](/details/raisely-mcp-server.md)) `fundraising` `donations` `nonprofit`
    • Recruit CRM MCP Server - An MCP Server integration for Recruit CRM, providing MCP-based access to recruitment and staffing CRM functionality. ([Read more](/details/recruit-crm-mcp-server.md)) `recruiting` `crm` `ats`
    • Retently MCP Server - An MCP Server for Retently to send and manage NPS® surveys and customer feedback analytics through MCP clients. ([Read more](/details/retently-mcp-server.md)) `nps` `customer-feedback` `surveys`
    • Retriever MCP Server - An MCP Server that connects to Retriever to manage laptop and monitor returns for employee offboarding, upgrades, and repairs via MCP. ([Read more](/details/retriever-mcp-server.md)) `asset-management` `workflow` `automation`
    • Rex MCP Server - An MCP Server for Rex, enabling programmatic access to its real estate software platform through MCP. ([Read more](/details/rex-mcp-server.md)) `real-estate` `crm` `business`
    • RunSignup MCP Server - RunSignup MCP Server exposes RunSignup’s endurance event management capabilities through MCP, letting AI tools interact with race registrations, participants, and events programmatically. ([Read more](/details/runsignup-mcp-server.md)) `event-management` `registrations` `ticketing`
    • Screendesk MCP Server - Screendesk MCP Server integrates Screendesk’s customer support productivity tools with MCP, allowing AI agents to assist with support workflows and screen-based help sessions. ([Read more](/details/screendesk-mcp-server.md)) `customer-support` `productivity` `screen-sharing`
    • Sellercloud MCP Server - Sellercloud MCP Server integrates Sellercloud’s omnichannel e-commerce platform with MCP so agents can manage products, orders, and channels programmatically. ([Read more](/details/sellercloud-mcp-server.md)) `e-commerce` `omnichannel` `order-management`
    • Senta MCP Server - Senta MCP Server connects MCP tooling to Senta’s practice management software for accountants and bookkeepers, enabling automated workflows around clients, tasks, and communications. ([Read more](/details/senta-mcp-server.md)) `practice-management` `accounting` `workflow-automation`
    • Sierra Interactive MCP Server - Sierra Interactive MCP Server connects MCP clients to Sierra Interactive’s real estate lead generation and management platform, enabling automated handling of leads and follow-ups. ([Read more](/details/sierra-interactive-mcp-server.md)) `real-estate` `lead-management` `crm`
    • Slottable MCP Server - Slottable MCP Server integrates Slottable’s slot and capacity booking system into MCP, enabling AI tools to share, book, and manage limited seats or ticketed resources. ([Read more](/details/slottable-mcp-server.md)) `booking` `capacity-management` `scheduling`
    • Small Improvements MCP Server - Small Improvements MCP Server provides MCP integration with the Small Improvements performance feedback platform, enabling AI-assisted performance reviews and feedback workflows. ([Read more](/details/small-improvements-mcp-server.md)) `performance-management` `hr` `employee-engagement`
    • Starloop MCP Server - Starloop MCP Server integrates the Starloop review management platform into the Model Context Protocol, enabling automated handling of online review workflows through AI agents. ([Read more](/details/starloop-mcp-server.md)) `reviews` `reputation` `customer-feedback`
    • SugarCRM MCP Server - SugarCRM MCP Server connects the SugarCRM customer relationship management platform to the Model Context Protocol, allowing AI agents to work with CRM data and automation via an MCP server. ([Read more](/details/sugarcrm-mcp-server.md)) `crm` `sales` `automation`
    • SuiteDash MCP Server - SuiteDash MCP Server is an MCP server for the SuiteDash all‑in‑one business management platform, giving AI tools access to client portals, projects, and business workflows via MCP. ([Read more](/details/suitedash-mcp-server.md)) `business-management` `crm` `client-portal`
    • Survey2Connect MCP Server - Survey2Connect MCP Server is an MCP integration that exposes Survey2Connect’s customer experience and survey capabilities to AI tools via the Model Context Protocol. ([Read more](/details/survey2connect-mcp-server.md)) `survey` `customer-experience` `analytics`
    • SurveySparrow MCP Server - SurveySparrow MCP Server connects the SurveySparrow conversational survey platform with MCP, enabling AI agents to create, manage, and analyze surveys programmatically. ([Read more](/details/surveysparrow-mcp-server.md)) `survey` `marketing` `customer-feedback`
    • Tave MCP Server - Tave MCP Server integrates the Táve studio management application for photographers with the Model Context Protocol, enabling AI agents to interact with studio and client management data. ([Read more](/details/tave-mcp-server.md)) `studio-management` `crm` `scheduling`
    • Teachable MCP Server - Teachable MCP Server is an MCP server that exposes Teachable’s course and digital product platform to AI tools, supporting course management and automation via MCP. ([Read more](/details/teachable-mcp-server.md)) `courses` `digital-products` `education`
    • Teamleader Focus MCP Server - Teamleader Focus MCP Server is an MCP integration for Teamleader Focus, enabling AI tools to work with customer management, project management, and invoicing data via MCP. ([Read more](/details/teamleader-focus-mcp-server.md)) `crm` `project-management` `invoicing`
    • Teamwork Desk MCP Server - Teamwork Desk MCP Server provides an MCP interface to the Teamwork Desk ticketing system, allowing AI agents to manage support tickets and customer queries programmatically. ([Read more](/details/teamwork-desk-mcp-server.md)) `helpdesk` `ticketing` `customer-support`
    • Timeular MCP Server - An MCP server for Timeular time-tracking, exposing tracking and analytics features as MCP tools for productivity workflows. ([Read more](/details/timeular-mcp-server.md)) `time-tracking` `productivity` `analytics`
    • TrackingTime MCP Server - An MCP server that integrates TrackingTime’s time-tracking functions into MCP ecosystems for freelancers and teams. ([Read more](/details/trackingtime-mcp-server.md)) `time-tracking` `productivity` `operations`
    • Trustpilot (Customer) MCP Server - An MCP server for Trustpilot customer functionality, providing tools to read and manage company reviews through MCP. ([Read more](/details/trustpilot-customer-mcp-server.md)) `reviews` `reputation` `customer-feedback`
    • Unbounce MCP Server - An MCP server integrating Unbounce’s AI-powered landing page and conversion tools into MCP-based workflows. ([Read more](/details/unbounce-mcp-server.md)) `marketing` `landing-pages` `conversion-optimization`
    • Uplisting MCP Server - An MCP server for Uplisting, enabling MCP agents to interact with property management and STR business operations. ([Read more](/details/uplisting-mcp-server.md)) `property-management` `e-commerce` `automation`
    • VIES API MCP Server - An MCP server for the VIES (VAT Information Exchange System) API, allowing MCP agents to validate and query EU VAT information. ([Read more](/details/vies-api-mcp-server.md)) `vat` `validation` `compliance`
    • Viral Loops MCP Server - An MCP server integrating Viral Loops referral program templates and tracking features into MCP-based workflows. ([Read more](/details/viral-loops-mcp-server.md)) `referrals` `campaigns` `growth`
    • Vitally MCP Server - An MCP server for Vitally, exposing B2B SaaS customer success data, analytics, and automation capabilities to MCP agents. ([Read more](/details/vitally-mcp-server.md)) `customer-success` `analytics` `automation`
    • WebinarKit MCP Server - An MCP Server that connects to WebinarKit so AI agents can create and manage automated, like-live, and just-in-time webinar funnels via the MCP protocol. ([Read more](/details/webinarkit-mcp-server.md)) `webinar` `funnels` `marketing-automation`
    • Wicked Reports MCP Server - An MCP Server for Wicked Reports, exposing advanced sales attribution and analytics features to MCP-based tools for marketing and ecommerce workflows. ([Read more](/details/wicked-reports-mcp-server.md)) `marketing-analytics` `attribution` `e-commerce`
    • Workiz MCP Server - An MCP Server for Workiz, providing AI tools with access to Workiz’s field service management capabilities for scheduling, jobs, and operations. ([Read more](/details/workiz-mcp-server.md)) `field-service` `scheduling` `operations`
    • Wufoo MCP Server - An MCP Server integration for Wufoo that lets MCP-based agents create and manage online forms and form submissions via Wufoo’s APIs. ([Read more](/details/wufoo-mcp-server.md)) `forms` `data-collection` `no-code`
    • Zoho Bigin MCP Server - An MCP Server for Zoho Bigin, providing MCP-based tools with access to this lightweight CRM’s customer and pipeline data. ([Read more](/details/zoho-bigin-mcp-server.md)) `crm` `sales` `pipeline-management`
    • Zoho Billing MCP Server - An MCP Server for Zoho Billing (Zoho Subscriptions), exposing subscription billing and invoicing operations to MCP-compatible agents. ([Read more](/details/zoho-billing-mcp-server.md)) `billing` `subscriptions` `invoicing`
    • Zoho Bookings MCP Server - An MCP Server that connects to Zoho Bookings so AI tools can manage appointment scheduling, calendar sync, and bookings through the MCP protocol. ([Read more](/details/zoho-bookings-mcp-server.md)) `scheduling` `appointments` `calendar-integration`
    • Zoho Campaigns MCP Server - An MCP Server integration for Zoho Campaigns, allowing MCP tools to manage email marketing campaigns, contact lists, and sends. ([Read more](/details/zoho-campaigns-mcp-server.md)) `email-marketing` `marketing-automation` `campaigns`
    • Zoho Commerce MCP Server - Zoho Commerce MCP Server is a Model Context Protocol server integration for Zoho Commerce, enabling AI agents to interact with Zoho’s e‑commerce platform to build storefronts, manage orders, inventory, payments, shipping, marketing, and analytics via standardized MCP tools. ([Read more](/details/zoho-commerce-mcp-server.md)) `e-commerce` `online-store` `orders`
    • Zoho Expense MCP Server - Zoho Expense MCP Server is an MCP-compatible server for Zoho Expense that lets AI tools and agents access travel booking and expense management capabilities, including online and offline travel workflows, through the Model Context Protocol. ([Read more](/details/zoho-expense-mcp-server.md)) `expenses` `travel` `business-finance`
    • Zoho Invoice MCP Server - Zoho Invoice MCP Server provides a Model Context Protocol interface to Zoho Invoice, allowing AI agents to create and manage invoices, handle payment collection, and automate billing processes for freelancers and small businesses. ([Read more](/details/zoho-invoice-mcp-server.md)) `invoicing` `billing` `small-business`
    • Zoho Meeting MCP Server - Zoho Meeting MCP Server is an MCP server integration for Zoho Meeting that exposes online meetings and webinar management features—such as scheduling, hosting, and collaboration—through the Model Context Protocol. ([Read more](/details/zoho-meeting-mcp-server.md)) `meetings` `webinar` `collaboration`
    • Zoho People MCP Server - Zoho People MCP Server is a Model Context Protocol server for Zoho People, enabling AI systems to interact with cloud-based HR management features like employee data, attendance, and HR workflows via MCP tools. ([Read more](/details/zoho-people-mcp-server.md)) `hr` `attendance` `workflows`
    • Zoho Recruit MCP Server - Zoho Recruit MCP Server exposes Zoho Recruit’s cloud hiring and applicant tracking functionality through the Model Context Protocol, allowing AI agents to assist with recruitment workflows, candidate management, and role fulfillment. ([Read more](/details/zoho-recruit-mcp-server.md)) `recruiting` `ats` `hr`
    • mcp-server-odoo - An MCP server that connects AI assistants to Odoo ERP systems for business data access, record management, and workflow automation. ([Read more](/details/mcp-server-odoo.md)) `erp` `business` `integration`
    • Mercado Libre MCP Server - An official MCP server for Mercado Libre that exposes e-commerce operations and data to AI assistants using API-key authenticated MCP endpoints. ([Read more](/details/mercado-libre-mcp-server.md)) `e-commerce` `marketplace` `orders`
    • PostHog/mcp - An MCP server for interacting with PostHog analytics, feature flags, error tracking, and more, enabling AI agents to query and manage product analytics data via MCP tools. ([Read more](/details/posthogmcp.md)) `analytics` `feature-flags` `product-analytics`
    • ShopSavvy MCP Server - An MCP server providing comprehensive product and pricing data from ShopSavvy, enabling product search by barcode/ASIN/URL, rich metadata access, and price history tracking for AI assistants. ([Read more](/details/shopsavvy-mcp-server.md)) `e-commerce` `product-data` `price-tracking`
    • Salesforce DX MCP Server - Official Salesforce Model Context Protocol implementation providing robust tools and capabilities enabling LLMs to read, manage, and operate Salesforce resources securely for enterprise CRM automation. ([Read more](/details/salesforce-dx-mcp-server.md)) `Crm` `Salesforce` `Enterprise`
    • HubSpot MCP Server - Official HubSpot MCP server providing secure access to CRM data for AI assistants. Supports read-only access to contacts, companies, deals, tickets, carts, products, orders with built-in vector storage, caching, and natural language CRM interaction. ([Read more](/details/hubspot-mcp-server.md)) `Crm` `Marketing` `Sales Automation`
    • VibeMarketing MCP Server - Social media and marketing MCP server at `https://vibemarketing.ninja/mcp` providing OAuth 2.1–secured MCP access to VibeMarketing’s tools. ([Read more](/details/vibemarketing-mcp-server.md)) `marketing` `social-media` `campaigns`
    • Stripe MCP Server - Official Stripe MCP server enabling AI agents to interact with Stripe's payment API and knowledge base. Provides 23 comprehensive tools for payment processing, customer management, and financial operations with OAuth authentication and remote server hosting. ([Read more](/details/stripe-mcp-server.md)) `Payments` `E Commerce` `Billing`
    • Close CRM MCP Server - An MCP server for Close CRM at https://mcp.close.com/mcp providing MCP-based access to Close’s CRM data and workflows via OAuth2.1 authentication. ([Read more](/details/close-crm-mcp-server.md)) `crm` `sales` `pipeline-management`
    • Dodo Payments MCP Server - An MCP server for Dodo Payments, allowing AI tools to interface with payment processing features over SSE-based MCP connections. ([Read more](/details/dodo-payments-mcp-server.md)) `payments` `payment-processing` `e-commerce`
    • Ferryhopper MCP Server - An open MCP server from Ferryhopper that exposes ferry travel and booking-related data and actions to MCP-compatible applications. ([Read more](/details/ferryhopper-mcp-server.md)) `travel` `booking` `transportation`
    • Firefly MCP Server - A Firefly MCP server at https://api.fireflies.ai/mcp that integrates Fireflies’ productivity and meeting tools with MCP-compatible agents via OAuth2.1. ([Read more](/details/firefly-mcp-server.md)) `meetings` `productivity` `transcription`
    • Indeed MCP Server - An Indeed MCP server at https://mcp.indeed.com/claude/mcp that integrates Indeed’s job board data with MCP-compatible clients over OAuth2.1. ([Read more](/details/indeed-mcp-server.md)) `job-search` `recruiting` `api-integration`
    • Peek MCP Server - An MCP server for Peek.com exposing its services to AI clients via the open endpoint https://mcp.peek.com. ([Read more](/details/peek-mcp-server.md)) `booking` `travel` `activities`
    • Short.io MCP Server - An MCP server for Short.io that lets AI tools create and manage shortened links via a standardized Model Context Protocol interface. ([Read more](/details/shortio-mcp-server.md)) `url-shortening` `links` `marketing`
    • Turkish Airlines MCP Server - Airline-focused MCP server at `https://mcp.turkishtechlab.com/mcp` by Turkish Technology, enabling MCP-compatible access to Turkish Airlines-related services with OAuth 2.1. ([Read more](/details/turkish-airlines-mcp-server.md)) `airline` `travel` `api-integration`
    • Wix MCP Server - CMS-focused MCP server at `https://mcp.wix.com/sse` that allows MCP-compatible tools to work with Wix websites using OAuth 2.1 authentication. ([Read more](/details/wix-mcp-server.md)) `website` `cms` `content-management`
    • zip1.io MCP Server - An open MCP server for zip1.io that provides link-shortening and redirection management capabilities to MCP-compatible AI agents. ([Read more](/details/zip1io-mcp-server.md)) `url-shortening` `links` `marketing`
    • Salesforce MCP Server - Official Salesforce Hosted MCP server enabling AI agents to securely access CRM data. Provides read/write access to Accounts, Contacts, Cases, and other Salesforce objects through natural language with Agentforce integration and zero custom code required. ([Read more](/details/salesforce-mcp-server.md)) `Crm` `Sales` `Customer Management`
    • Shopify Storefront MCP Server - Official Shopify MCP server providing structured access to e-commerce data. Enables product discovery, cart management, order tracking, and store information through natural language with MCP UI for interactive components. ([Read more](/details/shopify-storefront-mcp-server.md)) `E Commerce` `Storefront` `Shopping`
    • Zendesk MCP Server - Official Zendesk MCP server app providing secure access to Zendesk Support, enabling natural language queries for ticket analysis, AI-powered categorization, and comprehensive help center integration. ([Read more](/details/zendesk-mcp-server.md)) `Customer Support` `Helpdesk` `Ticketing`
    • App Store Connect Server - An MCP server designed for interacting with the App Store Connect API, providing tools for managing apps, beta testers, bundle IDs, devices, and users. Directly relevant as a Model Context Protocol (MCP) server solution. ([Read more](/details/app-store-connect-server.md)) `mcp` `apple` `api-integration` `app-management` `open-source`

  • Api Integration Mcp Servers

    • VeyraX MCP - An MCP server by VeyraX that centralizes control over 100+ API integrations and UI components for LLM agents through the Model Context Protocol. ([Read more](/details/veyrax-mcp.md)) `api-integration` `ai-agents` `unified-api`
    • mcp-link - An MCP server framework that lets you seamlessly integrate arbitrary APIs (via OpenAPI schemas) with AI agents by exposing them through the Model Context Protocol. ([Read more](/details/mcp-link.md)) `openapi` `api-integration` `ai-integration`
    • gin-mcp - A zero-configuration Go library and MCP server that automatically exposes existing Gin web framework APIs as MCP tools, enabling effortless MCP integration for Gin-based services. ([Read more](/details/gin-mcp.md)) `go` `api` `gateway`
    • Microsoft Graph API MCP Server - An MCP Server variant for Microsoft Graph API optimized for daemon applications, using OAuth 2.0 client credentials grant to allow background services to access Microsoft Cloud resources via MCP. ([Read more](/details/microsoft-graph-api-mcp-server.md)) `microsoft-365` `graphql` `api-integration`
    • Abstract - IP Geolocation API MCP Server - An MCP server that exposes Abstract’s IP Geolocation API to MCP-compatible clients, allowing automated IP-based location lookups within MCP workflows. ([Read more](/details/abstract-ip-geolocation-api-mcp-server.md)) `ip-data` `geolocation` `api-integration`
    • Cloudmersive MCP Server - MCP Server exposing Cloudmersive’s scalable cloud APIs (e.g., conversion, validation, security) to model-context aware applications. ([Read more](/details/cloudmersive-mcp-server.md)) `api-integration` `validation` `document-conversion`
    • RapidAPI MCP Server - An MCP Server for RapidAPI that lets MCP-compatible clients discover and consume APIs through the RapidAPI platform via a unified MCP interface. ([Read more](/details/rapidapi-mcp-server.md)) `api-integration` `marketplace` `developer-tools`
    • PokéAPI MCP Server - PokéAPI MCP Server provides an MCP interface to the PokéAPI RESTful Pokémon API, allowing MCP tools to query structured Pokémon data programmatically. ([Read more](/details/pokeapi-mcp-server.md)) `api` `gaming` `open-data`
    • AddressZen MCP Server - An MCP Server that connects to AddressZen for address autocomplete and verification capabilities inside MCP-compatible tools. ([Read more](/details/addresszen-mcp-server.md)) `address-verification` `autocomplete` `api-integration`
    • Google MCP Server - A general Google MCP Server that integrates MCP clients with various Google internet services and products via compatible APIs. ([Read more](/details/google-mcp-server.md)) `google` `api-integration` `multi-service`
    • GraphHopper MCP Server - An MCP Server for GraphHopper, providing route planning and route optimization APIs for integration into applications via MCP. ([Read more](/details/graphhopper-mcp-server.md)) `routing` `location-intelligence` `api-integration`
    • HTTP / Webhook MCP Server - An MCP Server that provides a unique URL endpoint to send HTTP or webhook requests, enabling HTTP-based integrations through MCP. ([Read more](/details/http-webhook-mcp-server.md)) `http` `webhooks` `integration`
    • Neutrino MCP Server - An MCP Server for the Neutrino API platform, enabling AI agents to call Neutrino’s utility APIs (validation, security, data tools, etc.) through a standardized MCP interface. ([Read more](/details/neutrino-mcp-server.md)) `api` `validation` `utilities`
    • Svix MCP Server - An MCP Server integration for Svix, providing MCP-driven access to Svix’s enterprise-grade webhooks infrastructure. ([Read more](/details/svix-mcp-server.md)) `webhooks` `api-integration` `infrastructure`
    • API Ninjas MCP Server - An MCP Server aggregating access to the API Ninjas collection of real-data APIs, simplifying how MCP agents consume multiple external data services. ([Read more](/details/api-ninjas-mcp-server.md)) `api-integration` `data-access` `multi-service`
    • AWS AppSync MCP Server - MCP server for AWS AppSync that manages and operates backend GraphQL APIs, enabling assistants and tools to interact with AppSync resources programmatically. ([Read more](/details/aws-appsync-mcp-server.md)) `aws` `graphql` `api-integration`

  • Data Analysis & Exploration Mcp Servers

    • OpenDota MCP Server - An MCP server that connects to the OpenDota API, enabling retrieval of Dota 2 match data, player statistics, and related game analytics via MCP. ([Read more](/details/opendota-mcp-server.md)) `gaming` `analytics` `api`
    • gis-mcp - An MIT-licensed Model Context Protocol server that connects large language models to GIS operations, enabling geospatial analyses and location-based workflows via MCP. ([Read more](/details/gis-mcp.md)) `gis` `spatial-analysis` `data-analysis`
    • Celonis EMS MCP Server - An MCP Server for Celonis Execution Management System, enabling AI agents to interact with process mining and execution data via MCP. ([Read more](/details/celonis-ems-mcp-server.md)) `process-mining` `analytics` `business-intelligence`
    • IdealSpot MCP Server - An MCP Server providing access to IdealSpot’s hyperlocal geospatial market insights and geometry data, enabling AI-driven analysis and integrations via MCP. ([Read more](/details/idealspot-mcp-server.md)) `location-intelligence` `market-data` `gis`
    • Keen.io MCP Server - An MCP Server that connects to Keen.io, enabling collection, querying, and application of event data via the Model Context Protocol. ([Read more](/details/keenio-mcp-server.md)) `event-data` `analytics` `data-collection`
    • Akkio MCP Server - An MCP Server that connects to Akkio’s AI data platform, allowing AI agents to run analytics and machine learning workflows via MCP. ([Read more](/details/akkio-mcp-server.md)) `analytics` `machine-learning` `ai-insights`
    • Alteryx Analytics Cloud MCP Server - An MCP Server integration with Alteryx Analytics Cloud, enabling automated access to data preparation, analytics, and workflow execution from MCP-based tools. ([Read more](/details/alteryx-analytics-cloud-mcp-server.md)) `analytics` `workflow` `data-processing`
    • ArcGIS Online MCP Server - An MCP Server for ArcGIS Online that lets AI tools interact with maps, geospatial data, and spatial analysis capabilities through MCP. ([Read more](/details/arcgis-online-mcp-server.md)) `gis` `maps` `spatial-analysis`
    • Census Bureau MCP Server - An MCP Server providing access to U.S. Census Bureau datasets via the Model Context Protocol for demographic, economic, and geographic analysis. ([Read more](/details/census-bureau-mcp-server.md)) `open-data` `demographics` `data-analysis`
    • College Football Data MCP Server - An MCP Server that exposes the CollegeFootballData.com API through MCP, enabling access to college football statistics and analytics. ([Read more](/details/college-football-data-mcp-server.md)) `sports` `data-analysis` `api-integration`
    • DataSet MCP Server - An MCP Server integration for DataSet, enabling MCP clients to run live data queries and analytics on DataSet’s index-free, schema-less infrastructure. ([Read more](/details/dataset-mcp-server.md)) `analytics` `data-exploration` `live-data`
    • Datawaves MCP Server - An MCP Server for Datawaves that exposes customer-facing analytics capabilities to MCP-based tools and agents. ([Read more](/details/datawaves-mcp-server.md)) `analytics` `dashboards` `bi`
    • GenderAPI.io MCP Server - An MCP Server that connects to GenderAPI.io, allowing MCP-based tools to determine likely gender from first name, full name, or email addresses. ([Read more](/details/genderapiio-mcp-server.md)) `classification` `api` `data-enrichment`
    • Heap MCP Server - An MCP Server for Heap that provides MCP agents access to automatically captured web and mobile behavioral analytics for product insights. ([Read more](/details/heap-mcp-server.md)) `analytics` `product-analytics` `behavioral-data`
    • Howuku MCP Server - An MCP Server for Howuku that allows MCP tools to interact with UX and CRO data such as heatmaps, session recordings, and A/B tests. ([Read more](/details/howuku-mcp-server.md)) `analytics` `conversion-optimization` `ux`
    • Klazify MCP Server - An MCP Server for Klazify that exposes its content classification API for categorizing domains, URLs, and companies. ([Read more](/details/klazify-mcp-server.md)) `classification` `content-analysis` `api-integration`
    • Looker MCP Server - An MCP Server integration for Looker that exposes Looker’s business intelligence capabilities and data models to MCP-compatible agents and applications. ([Read more](/details/looker-mcp-server.md)) `analytics` `bi` `reporting`
    • Metabase MCP Server - An MCP Server that connects to Metabase, enabling fast analytics and self-service business intelligence queries and dashboards to be accessed through MCP-compatible agents. ([Read more](/details/metabase-mcp-server.md)) `bi` `analytics` `dashboards`
    • Mixpanel MCP Server - An MCP Server integration for Mixpanel’s product analytics platform, enabling AI agents to access and analyze product usage data (events, funnels, retention, and engagement) through the MCP protocol. ([Read more](/details/mixpanel-mcp-server.md)) `product-analytics` `events` `engagement`
    • Mode MCP Server - An MCP Server for Mode’s analytics platform, allowing MCP-compatible clients to query data and work with SQL, Python, R, and visualizations via Mode APIs. ([Read more](/details/mode-mcp-server.md)) `analytics` `sql` `reporting`
    • PostHog MCP Server - An MCP Server that exposes PostHog’s product analytics, session recording, feature flags, and experimentation capabilities to MCP-compatible agents and tools. ([Read more](/details/posthog-mcp-server.md)) `analytics` `feature-flags` `product-analytics`
    • Seqera MCP Server - An MCP Server for Seqera, providing programmatic access to its platform for scientific data analysis and workflow management. ([Read more](/details/seqera-mcp-server.md)) `data-analysis` `workflow` `scientific`
    • Sigma MCP Server - An MCP Server integration for Sigma, enabling cloud-scale analytics with a spreadsheet-like UI via MCP-compatible workflows and queries. ([Read more](/details/sigma-mcp-server.md)) `analytics` `bi` `reporting`
    • Tinybird MCP Server - An MCP Server that integrates with Tinybird, enabling MCP agents to build and query real-time data products and APIs based on streaming data. ([Read more](/details/tinybird-mcp-server.md)) `streaming` `real-time` `data-analysis`
    • Woopra MCP Server - An MCP server for Woopra that exposes Woopra’s end-to-end customer journey analytics features to MCP-based applications and agents, allowing querying and analysis of customer behavior data via the MCP interface. ([Read more](/details/woopra-mcp-server.md)) `analytics` `customer-journey` `behavioral-data`
    • Zoho Analytics MCP Server - An MCP server that integrates Zoho Analytics’ self-service business intelligence and analytics platform with MCP ecosystems, enabling AI agents to query, analyze, and visualize data sources managed in Zoho Analytics. ([Read more](/details/zoho-analytics-mcp-server.md)) `analytics` `bi` `data-visualization`
    • YouTube Analytics API MCP Server - An MCP Server that integrates the YouTube Analytics and Reporting APIs into MCP, letting tools retrieve analytics data and automate reporting or custom dashboards. ([Read more](/details/youtube-analytics-api-mcp-server.md)) `analytics` `reporting` `youtube`
    • dbt Cloud MCP Server - An MCP Server for dbt Cloud that lets MCP-based tools orchestrate and manage dbt transformations, enabling SQL and Python analytics workflows via the dbt Cloud platform. ([Read more](/details/dbt-cloud-mcp-server.md)) `analytics` `elt` `orchestration`
    • Interzoid MCP Server - An MCP Server integration for Interzoid, enabling AI/ML-based cloud data engineering workloads on databases and CSVs through MCP. ([Read more](/details/interzoid-mcp-server.md)) `data-processing` `ai-insights` `csv`
    • Rockset MCP Server - An MCP Server that integrates with Rockset’s serverless search and analytics engine, enabling live dashboards and real-time data APIs via MCP-based tooling. ([Read more](/details/rockset-mcp-server.md)) `analytics` `real-time` `search`
    • Exist MCP Server - An MCP Server integration for Exist, a personal life analytics platform that aggregates and analyzes data about your daily activities and habits. ([Read more](/details/exist-mcp-server.md)) `analytics` `personal-finance` `wellness`
    • Gigasheet MCP Server - An MCP Server integration for Gigasheet, exposing big-data spreadsheet capabilities and datasets to MCP agents for querying, analysis, and workflow automation. ([Read more](/details/gigasheet-mcp-server.md)) `data-analysis` `spreadsheets` `data-exploration`
    • Mapulus MCP Server - An MCP Server for Mapulus that unlocks location-based insights—such as tracking service delivery, pinning locations, and overlaying geospatial data—through the MCP protocol. ([Read more](/details/mapulus-mcp-server.md)) `location-intelligence` `maps` `analytics`
    • Microsoft Excel MCP Server - An MCP Server that uses Microsoft Graph to let MCP clients read and modify Excel workbooks stored in OneDrive for Business, SharePoint, or Group drives. ([Read more](/details/microsoft-excel-mcp-server.md)) `excel` `spreadsheets` `microsoft-365`
    • Atlas Vector Search Docs MCP Server - A Model Context Protocol server providing semantic search and document retrieval using MongoDB Atlas Vector Search with Voyage AI embeddings. Enables intelligent querying across markdown documentation with hierarchical chunking and contextual understanding. ([Read more](/details/atlas-vector-search-docs-mcp-server.md)) `Vector Search` `Document Retrieval` `Mongodb`
    • dingo - An MCP server for Dingo, a comprehensive data quality evaluation tool, enabling AI agents to run and interact with Dingo’s rule-based data quality checks via the Model Context Protocol. ([Read more](/details/dingo.md)) `data-quality` `analytics` `data-analysis`
    • Apple Health MCP Server - apple-health-mcp-server is an MCP server that interfaces with exported Apple Health data, exposing health metrics and analytics through the Model Context Protocol so LLMs and tools can query and analyze personal health records. ([Read more](/details/apple-health-mcp-server.md)) `health` `analytics` `apple`
    • Mixpanel MCP Server - Official Mixpanel MCP server democratizing analytics access across organizations through natural language queries, providing a bridge between AI tools and Mixpanel product analytics data. ([Read more](/details/mixpanel-mcp-server.md)) `Product Analytics` `User Tracking` `Analytics`
    • ThoughtSpot MCP Server - Data analytics MCP server at `https://agent.thoughtspot.app/mcp` that lets agents query and analyze data through ThoughtSpot using OAuth 2.1. ([Read more](/details/thoughtspot-mcp-server.md)) `analytics` `bi` `data-exploration`
    • LLM Text MCP Server - A Model Context Protocol server for LLM Text that provides data analysis and text utilities to LLM-based agents over SSE. ([Read more](/details/llm-text-mcp-server.md)) `text-analysis` `data-analysis` `ai-insights`
    • Snowflake Cortex MCP Server - Official managed Model Context Protocol server enabling AI agents to securely retrieve data from Snowflake data warehouse without separate infrastructure. Includes Cortex Analyst, Cortex Search, and Cortex Agents with enterprise governance. ([Read more](/details/snowflake-cortex-mcp-server.md)) `Data Warehouse` `Cloud Analytics` `Ai Data`

  • Content Extraction & Summarization MCP Servers

    • Azdo MCP - TypeScript-based MCP server that implements a simple notes system, allowing users to create, access, and generate summaries of text notes. ([Read more](/details/azdo-mcp.md)) `notes` `summarization` `typescript` `open-source`
    • Anki MCP - Simple note-taking MCP server that stores notes and can generate summaries of stored content. ([Read more](/details/anki-mcp.md)) `notes` `summarization` `open-source` `content-management`
    • Haiguitangmcp - An MCP server hosting 'Haiguitang' lateral thinking puzzles, allowing users to solve scenarios interactively. Directly relevant as a custom MCP server. ([Read more](/details/haiguitangmcp.md)) `problem-solving` `interactive` `mcp` `puzzles` `custom`
    • Fireflies Mcp - An MCP server integrating with Fireflies.ai API to enable retrieval, search, and summarization of meeting transcripts, supporting natural language processing of meeting content. ([Read more](/details/fireflies-mcp.md)) `summarization` `transcript` `mcp` `ai-integration`
    • Goodnews - A simple MCP server delivering curated positive and uplifting news stories, exemplifying MCP Server use cases for specialized content delivery. ([Read more](/details/goodnews.md)) `news` `content-extraction` `mcp` `specialized` `curated`
    • Grants Mcp - An MCP server enabling users to search for government grants based on keywords and view detailed information such as funding, eligibility, and deadlines. Highly relevant as an example of a specialized MCP server. ([Read more](/details/grants-mcp.md)) `government` `search` `content-extraction` `mcp` `specialized`

  • 🔥 Acknowledgements

  • Game Server Hosting Platforms

    • Aternos - Aternos is a free proprietary hosting service that allows users to easily set up and manage Minecraft servers with modpack support, providing a no-cost alternative for deploying MCP servers. ([Read more](/details/aternos.md)) `minecraft` `hosting` `mod-support` `free`
    • Minehut - Minehut is a platform that enables easy setup and management of free Minecraft servers, making it accessible for users seeking a streamlined MCP server hosting solution. `minecraft` `hosting` `free` `user-friendly`
    • ScalaCube - ScalaCube offers freemium Minecraft server hosting with mod support, catering to users who need scalable MCP server solutions with minimal configuration. ([Read more](/details/scalacube.md)) `minecraft` `hosting` `mod-support` `scalable`

  • Document Management MCP Servers

    • Docling - A server that provides document processing capabilities using the Model Context Protocol, allowing conversion, extraction, and processing of documents. Relevant as an MCP server for document workflows. ([Read more](/details/docling.md)) `document-management` `mcp` `processing` `open-source`
    • Zotero-MCP Scholar - An academic-focused MCP server that automates PDF metadata extraction, maintains citation context, and offers collaborative annotation for research teams. ([Read more](/details/zotero-mcp-scholar.md)) `research` `metadata-extraction` `collaboration` `academic`

  • Home Automation Mcp Servers

    • Vestaboard MCP Server - An MCP Server integration for Vestaboard, allowing MCP-compatible applications to programmatically control and send messages to Vestaboard’s smart messaging displays. ([Read more](/details/vestaboard-mcp-server.md)) `smart-home` `display` `notifications`
    • BippyBox MCP Server - An MCP Server for BippyBox, enabling AI agents to interact with its internet-enabled alarm box capabilities via MCP. ([Read more](/details/bippybox-mcp-server.md)) `iot` `device-control`
    • Voice Monkey MCP Server - An MCP Server integration for Voice Monkey, enabling AI agents and tools to trigger Alexa routines and send dynamic text-to-speech announcements through Amazon Echo and other Alexa-enabled devices. ([Read more](/details/voice-monkey-mcp-server.md)) `alexa` `voice` `smart-home`
    • Apilio MCP Server - An MCP server integration for Apilio, allowing MCP-compatible clients to automate and orchestrate smart home actions across a wide range of connected devices via Apilio’s automation rules and logic. ([Read more](/details/apilio-mcp-server.md)) `home-assistant` `automation` `smart-home`
    • Bolt IoT MCP Server - An MCP server for the Bolt IoT platform, exposing capabilities to control Bolt WiFi modules and collect data from IoT devices through Bolt Cloud and apps within an MCP-compatible environment. ([Read more](/details/bolt-iot-mcp-server.md)) `iot` `device-control` `data-collection`
    • Lifx MCP Server - An MCP server for LIFX smart lights, enabling MCP-compatible tools to control Wi‑Fi–enabled LIFX LED smart lighting devices. ([Read more](/details/lifx-mcp-server.md)) `smart-home` `device-control` `iot`
    • Netatmo MCP Server - An MCP server integration for Netatmo, providing MCP access to Netatmo’s smart home products and sensor data for building smart-home automations. ([Read more](/details/netatmo-mcp-server.md)) `smart-home` `iot` `automation`
    • Philips Hue MCP Server - An MCP server for Philips Hue, allowing MCP tools and agents to control and automate Hue smart lighting systems and scenes. ([Read more](/details/philips-hue-mcp-server.md)) `smart-home` `device-control` `lighting`
    • Sensibo MCP Server - Sensibo MCP Server is a Model Context Protocol server that connects AI systems to Sensibo’s smart air conditioning devices, allowing intelligent control and monitoring of climate devices through MCP tools. ([Read more](/details/sensibo-mcp-server.md)) `smart-home` `device-control` `climate`
    • Tuya MCP Server - Tuya MCP Server is an MCP server that integrates Tuya’s global AI+IoT cloud platform with AI agents, allowing management and control of Tuya-connected smart devices and services via the Model Context Protocol. ([Read more](/details/tuya-mcp-server.md)) `iot` `smart-home` `device-control`
    • Pushcut MCP Server - An MCP Server for Pushcut to orchestrate and automate smart home workflows and notifications via MCP-compatible tools. ([Read more](/details/pushcut-mcp-server.md)) `smart-home` `notifications` `automation`

  • Game Server Mcp Implementations

    • Blizzard Battle.net MCP Server - An MCP Server for interacting with Blizzard Battle.net services, allowing programmatic access to Blizzard Entertainment’s gaming platform data and features. ([Read more](/details/blizzard-battlenet-mcp-server.md)) `gaming` `api-integration` `platform`
    • Dungeon Fighter Online MCP Server - An MCP Server for Dungeon Fighter Online, providing programmatic access to data and features from the free‑to‑play online action MMORPG. ([Read more](/details/dungeon-fighter-online-mcp-server.md)) `gaming` `game-data` `api-integration`
    • Epic Games MCP Server - An MCP Server that integrates with Epic Games, allowing access to services and data from the Epic Games digital storefront and ecosystem. ([Read more](/details/epic-games-mcp-server.md)) `gaming` `marketplace` `api-integration`
    • Osu MCP Server - Osu! MCP Server is a Model Context Protocol server for the osu! rhythm game ecosystem, allowing MCP-enabled tools to access osu! game data and related services. ([Read more](/details/osu-mcp-server.md)) `gaming` `game-data` `community`
    • Path of Exile MCP Server - Path of Exile MCP Server exposes Path of Exile game data and services through the Model Context Protocol, enabling programmatic access for MCP-compatible clients. ([Read more](/details/path-of-exile-mcp-server.md)) `gaming` `game-data` `api-integration`
    • Yahoo! Fantasy Sports MCP Server - An MCP Server for Yahoo! Fantasy Sports, providing access to fantasy league management, live scoring, stats, and related data through MCP clients. ([Read more](/details/yahoo-fantasy-sports-mcp-server.md)) `sports` `fantasy-sports` `game-data`

  • ⭐ Star History

Programming Languages
Python 339 TypeScript 285 JavaScript 148 Go 55 Java 19 Rust 13 C# 5 Shell 4 C 3 HTML 3
Categories
Business & Commerce Mcp Servers 1,074 Messaging Mcp Servers 237 Ai Integration Mcp Servers 167 Mcp Server Directories & Lists 166 Project Management Mcp Servers 138 Media Processing Mcp Servers 125 Data Access & Integration MCP Servers 124 Data Access & Integration Mcp Servers 107 Database & Messaging MCP Servers 98 Security & Attestation Mcp Servers 95 Workflow & Automation Mcp Servers 87 Cloud & Devops Mcp Servers 86 Content Extraction & Summarization Mcp Servers 81 Finance & Market Data Mcp Servers 81 Content Management Mcp Servers 78 AI Integration MCP Servers 76 Development Tools MCP Servers 72 Document Management Mcp Servers 65 Blockchain & Crypto MCP Servers 64 Monitoring 63 Code Execution & Automation MCP Servers 62 Database & Messaging Mcp Servers 61 Documentation & Learning Resources 60 Cloud & DevOps MCP Servers 56 Development Tools Mcp Servers 55 Testing & Debugging Tools 55 MCP Middleware & Orchestration 54 Web Search Mcp Servers 52 Data Analysis & Exploration Mcp Servers 41 Blockchain & Crypto Mcp Servers 38 File Management MCP Servers 36 Project Management MCP Servers 35 Business & Commerce MCP Servers 32 API Integration MCP Servers 30 Code Execution & Automation Mcp Servers 29 File Management Mcp Servers 27 Security & Attestation MCP Servers 26 Repository & Code Analysis MCP Servers 26 Media Processing MCP Servers 25 Messaging MCP Servers 23 Search & Discovery Mcp Servers 22 Repository & Code Analysis Mcp Servers 22 Data Visualization 21 MCP Server Directories & Lists 20 Reference Implementations & Examples 18 Finance & Market Data MCP Servers 16 Mcp Middleware & Orchestration 16 Api Integration Mcp Servers 16 Data Analysis & Exploration MCP Servers 13 Server Management Tools 11 Home Automation Mcp Servers 11 Workflow & Automation MCP Servers 11 Web Search MCP Servers 9 Game Server Mcp Implementations 6 Content Extraction & Summarization MCP Servers 6 Game Server MCP Implementations 4 Game Server Hosting Platforms 3 ⭐ Star History 2 Document Management MCP Servers 2 🔥 Acknowledgements 2
Sub Categories
Keywords
mcp 236 mcp-server 148 model-context-protocol 89 ai 79 llm 65 claude 49 modelcontextprotocol 34 typescript 23 cursor 20 agent 14 mcp-servers 14 anthropic 14 python 13 mcp-client 10 claude-ai 10 claude-desktop 10 kubernetes 9 database 9 context 8 mysql 8 windsurf 8 ai-agents 8 anthropic-claude 8 golang 7 tools 7 llm-tools 7 sqlite 7 fastmcp 7 model-context-protocol-servers 7 nodejs 7 automation 7 java 7 ai-assistant 7 playwright 7 cline 7 llms 7 developer-tools 6 agents 6 ai-tools 6 claude-code 6 cli 6 semantic-search 5 openai 5 server 5 react 5 artificial-intelligence 5 rag 5 docker 5 devops 5 api 5