awesome-mcp-servers

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

Last synced: 10 days ago
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🔥 Acknowledgements
- Ever Works
- Directory Website Template
Aggregators
- BoltMCP - Enterprise-grade MCP orchestration platform to create, deploy, and manage custom MCP servers on-premises. Unlicensed. ([Read more](/details/boltmcp.md)) `Enterprise` `Orchestration` `On Premises`
- Lunar - MCPX is a production-ready, open-source gateway to manage MCP servers at scale, centralize tool discovery, access. ([Read more](/details/lunar.md)) `Open Source` `Gateway` `Production Ready`
- MCP Gateway - Microsoft's official MCP Gateway is a reverse proxy and management layer for MCP servers, enabling scalable, session-aware routing, lifecycle management, and integration with Microsoft Entra ID for authentication. Key features include dynamic server discovery, observability tools, and secure multi-tenant deployments. Ideal for enterprise AI agent tool calling and orchestration, it offers production-grade reliability compared to basic community proxies. ([Read more](/details/mcp-gateway.md)) `Microsoft` `Proxy` `Enterprise` `Auth`
- Pipedream - Connect APIs remarkably fast for developers as an aggregator MCP server in cloud JavaScript environments. ([Read more](/details/pipedream.md)) `Cloud` `Javascript`
AI Agent & Orchestration MCP Servers
- n8n Workflow Automation MCP - Visual MCP server for multi-agent orchestration using n8n's 400+ nodes. Supports tool calling, workflow chaining, and task delegation across integrations. MCP-native visual agents outperform LangChain in no-code flexibility. ([Read more](/details/n8n-workflow-automation-mcp.md)) `Multi Agent` `Orchestration` `Agentic` `N8n` `No Code`
AI Agents & LLMs MCP Servers
- mcp-server-for-copilot - MCP server integrates Microsoft Copilot Studio agents with MCP clients for LLM tool calling, stateful chaining, model switching. Suited for multi-agent systems. Native MCP superior to LangChain for OpenAI tool integrations. ([Read more](/details/mcp-server-for-copilot.md)) `LLM` `Agents` `OpenAI` `Microsoft`
AI Agents MCP Servers
- research - Multi-agent deep researcher using MCP for comprehensive web searches with Linkup and CrewAI orchestration. ([Read more](/details/research.md)) `Open Source` `Multi Agent` `Research`
AI Agents & Orchestration MCP Servers
- Agentset AI MCP Server - MCP server enabling multi-agent orchestration and LLM tool calling on private corpora for RAG workflows. Features model switching, tool chaining, and stateful task delegation. Use cases include agent workflows for research and automation; MCP-native integration outperforms LangChain abstractions. ([Read more](/details/agentset-ai-mcp-server.md)) `Multi Agent` `Orchestration` `Agentic` `LLM` `RAG`
- Make MCP Server - MCP server exposing Make scenarios as tools for multi-agent workflow orchestration and stateful automation. Enables tool calling chains and task delegation. Superior MCP-native integration vs LangChain for low-code agent workflows. ([Read more](/details/make-mcp-server.md)) `Multi Agent` `Orchestration` `Agentic` `Low Code` `Automation`
- MCP-Reasoner - MCP-Reasoner integrates OR-Tools with LLMs via MCP for constraint optimization tool calling. Features model switching, chaining for reasoning chains, multi-agent problem solving. Superior to LangChain with native MCP for OpenAI LLMs. ([Read more](/details/mcp-reasoner.md)) `LLM` `Agents` `OpenAI`
- OpenTools - OpenTools MCP enables AI agents to access 100+ APIs via natural language. It features tool discovery and caching for efficient agentic workflows, serving as an alternative to Composio. ([Read more](/details/opentools.md)) `Ai Agents` `Tool Calling` `Open Source`
- Chainlit - Chainlit MCP server facilitates AI/LLM tool calling in Python apps with SSE and stdio support for model switching and chaining. Ideal for building multi-agent chat UIs. Compared to LangChain, offers direct MCP for seamless OpenAI-compatible tool integration. ([Read more](/details/chainlit.md)) `LLM` `Agents` `OpenAI` `Python`
Ai Integration Mcp Servers
- 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`
- 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`
- @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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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 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`
- 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`
- 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 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- 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`
- Anthropic Claude MCP Connector - Official Claude API integration for connecting MCP servers as remote tool sources. Enables Claude Messages API to access external tools, with TypeScript SDK helpers for seamless type conversion and OAuth support. ([Read more](/details/anthropic-claude-mcp-connector.md)) `Claude Api` `Official` `Ai Integration`
- OpenAI ChatGPT MCP Integration - Official OpenAI integration for building MCP servers with ChatGPT Apps, deep research, and API. Supports remote servers with search/fetch tools, OAuth authorization, and UI bundle rendering inside ChatGPT iframe. ([Read more](/details/openai-chatgpt-mcp-integration.md)) `Chatgpt` `Openai Api` `Official`
- OpenAI MCP Ecosystem - OpenAI's participation in Model Context Protocol as co-founder of the Agentic AI Foundation (AAIF) under Linux Foundation. Enables ChatGPT and GPT-based applications to connect to MCP servers for enhanced capabilities. ([Read more](/details/openai-mcp-ecosystem.md)) `Openai` `Chatgpt` `Ai Platform`
- OpenAI MCP Integration - OpenAI's official adoption of the Model Context Protocol announced March 2025, integrating MCP across ChatGPT desktop app and other products. Represents major industry validation of MCP as the standard for AI-to-tool integration. ([Read more](/details/openai-mcp-integration.md)) `Openai` `Chatgpt` `Llm`
- MLflow MCP Server - Machine learning experiment tracking server that enables AI applications to interact with MLflow traces, experiments, and model registry through natural language queries. Provides tools for run comparison, artifact access, and model management. ([Read more](/details/mlflow-mcp-server.md)) `Machine Learning` `Experiment Tracking` `Mlops`
- Ray MCP Server - Distributed computing framework integration for managing Ray clusters, jobs, and actors with real-time monitoring. Enables scaling machine learning training from single machine to cloud clusters with LLM-enhanced output support. ([Read more](/details/ray-mcp-server.md)) `Distributed Computing` `Machine Learning` `Scale`
- Weights & Biases MCP Server - ML experiment tracking and model management server enabling AI assistants to query W&B runs, sweeps, Weave traces, evaluations, and datasets. Integrates with wandbot support agent for comprehensive ML workflow assistance. ([Read more](/details/weights-biases-mcp-server.md)) `Machine Learning` `Experiment Tracking` `Model Management`
- 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`
- Agentset - RAG for your knowledge base connected to Agentset. This MCP server enables AI agents to query and retrieve information from connected knowledge bases using retrieval-augmented generation. ([Read more](/details/agentset.md)) `Rag` `Knowledge Base` `Retrieval`
- Kiln - Free open-source platform for building production-ready AI systems, supporting RAG pipelines, AI agents, MCP tool-calling, evaluations, synthetic data generation, and fine-tuning in a unified framework. ([Read more](/details/kiln.md)) `Open Source` `Rag` `Ai Framework`
- kluster.ai - MCP servers that bring AI services directly into development workflows, including guardrails like hallucination detection for safer AI integration. ([Read more](/details/klusterai.md)) `Ai Guardrails` `Hallucination Detection` `Developer Tools`
- Langfuse Prompt Management - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts, enabling AI teams to manage prompt lifecycles. ([Read more](/details/langfuse-prompt-management.md)) `Open Source` `Prompt Management` `Collaboration`
- Lara Translate - MCP server for Lara Translate API, providing powerful translation capabilities with language detection and context-aware translations for AI agents. ([Read more](/details/lara-translate.md)) `Translation` `Language Detection` `Context Aware`
- Moorcheh - MCP server providing seamless integration with Moorcheh's Embedding, Vector Store, Search, and Gen AI Answer services for AI-powered data workflows. ([Read more](/details/moorcheh.md)) `Embeddings` `Vector Store` `Gen Ai`
- Needle - Production-ready RAG solution out of the box for searching and retrieving data from documents, enabling AI agents to build document-aware knowledge systems. ([Read more](/details/needle.md)) `Rag` `Document Search` `Production Ready`
- Notifly - MCP Server that enables AI agents to provide real-time, trusted Notifly documentation and SDK code examples for seamless integrations. ([Read more](/details/notifly.md)) `Documentation` `Sdk` `Real Time`
- NowAIKit - The Most Comprehensive ServiceNow AI Toolkit — 400+ MCP tools, 26 AI capabilities, SDK mode, Direct API mode. Covers ITSM, ITOM, CMDB, HRSD, CSM, SecOps, GRC and 35+ modules. ([Read more](/details/nowaikit.md)) `Servicenow` `Enterprise` `Comprehensive`
- Persona Sessions - MCP server enabling AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations with built-in timer and evaluation. ([Read more](/details/persona-sessions.md)) `Coaching` `Interview Prep` `Persona Driven`
- PromptArchitect MCP - Workspace-aware prompt engineering MCP server. Refines, analyzes, and generates prompts based on project tech stack, dependencies, and context. Free to use, supports cloud, macOS, Windows, Linux. ([Read more](/details/promptarchitect-mcp.md)) `Prompt Engineering` `Workspace Aware` `Free`
- kluster.ai - MCP servers that bring AI services directly into development workflows, including guardrails like hallucination detection for safer AI integration. ([Read more](/details/klusterai.md)) `Ai Guardrails` `Hallucination Detection` `Developer Tools`
- Microsoft Copilot MCP Integration - Microsoft Copilot integration with Model Context Protocol enabling AI assistants across Microsoft 365, Azure, and development tools to connect with MCP servers for enhanced enterprise capabilities. ([Read more](/details/microsoft-copilot-mcp-integration.md)) `Microsoft` `Copilot` `Enterprise Ai`

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