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Awesome

An open API service indexing awesome lists of open source software.

https://github.com/toolsdk-ai/awesome-mcp-registry

Awesome MCP Servers and Packages Registry with Structured JSON configurations and Runtime Dockerfile
https://github.com/toolsdk-ai/awesome-mcp-registry

List: awesome-mcp-registry

ai ai-agent ai-tools awesome awesome-list awesome-lists mcp

Last synced: 3 months ago
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Awesome MCP Servers and Packages Registry with Structured JSON configurations and Runtime Dockerfile

Awesome Lists containing this project

README 

          
# Awesome MCP Registry



![How many MCP Servers in Awesome MCP Registry](https://img.shields.io/badge/MCP_Servers-2172-blue)

![awesome-mcp-registry License](https://img.shields.io/badge/LICENSE-MIT-ff69b4)



Welcome to the Awesome MCP Registry.



An open, high-quality, well-structured and developer-friendly list of 2172+ MCP servers.



- [Video: How to submit a MCP server in JSON file?](https://www.youtube.com/watch?v=J_oaDtCoVVo)

- [Quick Start](#quick-start)

- [Contributing Guide](./docs/guide.md)

- [Awesome MCP Servers](#mcp-servers)

  - [Uncategorized](#uncategorized)

  - [Aggregators](#aggregators)

  - [Art & Culture](#art-and-culture)

  - [Browser Automation](#browser-automation)

  - [Cloud Platforms](#cloud-platforms)

  - [Code Execution](#code-execution)

  - [Coding Agents](#coding-agents)

  - [Command Line](#command-line)

  - [Communication](#communication)

  - [Customer Data Platforms](#customer-data-platforms)

  - [Databases](#databases)

  - [Data Platforms](#data-platforms)

  - [Developer Tools](#developer-tools)

  - [Data Science Tools](#data-science-tools)

  - [Embedded System](#embedded-system)

  - [File Systems](#file-systems)

  - [Finance & Fintech](#finance-fintech)

  - [Gaming](#gaming)

  - [Knowledge & Memory](#knowledge-memory)

  - [Location Services](#location-services)

  - [Marketing](#marketing)

  - [Monitoring](#monitoring)

  - [Search & Data Extraction](#search-data-extraction)

  - [Security](#security)

  - [Sports](#sports)

  - [Support & Service Management](#support-service-management)

  - [Translation Services](#translation-services)

  - [Travel & Transportation](#travel-transportation)

  - [Version Control](#version-control)

  - [Other Tools and Integrations](#other-tools-and-integrations)



Unlike other MCP projects, this `Awesome MCP Registry` leverages structured JSON configs to generate `README.md`, [npm package](https://www.npmjs.com/package/@toolsdk.ai/registry) and [packages-list.json](https://toolsdk-ai.github.io/awesome-mcp-registry/indexes/packages-list.json)



You can use the `Awesome MCP Registry` to build your own great MCP projects and hosting sites, acting as the database for MCP servers and packages.






## Quick Start



#### Install via package manager:



```bash

npm install @toolsdk.ai/registry

```



#### Use it on your JavaScript / Typescript project:



```ts

import mcpServerLists from '@toolsdk.ai/registry/indexes/packages-lists.json';

```



#### Fetch all MCP Servers lists via cURL:



```bash

curl https://toolsdk-ai.github.io/awesome-mcp-registry/indexes/packages-list.json

```



```ts

// JavaScript TypeScript

console.log(await(await fetch('https://toolsdk-ai.github.io/awesome-mcp-registry/indexes/packages-list.json')).json());

```



#### Submit new MCP servers:



```json

{

  "type": "mcp-server",

  "name": "Github",

  "packageName": "@modelcontextprotocol/server-github",

  "description": "MCP server for using the GitHub API",

  "url": "https://github.com/modelcontextprotocol/servers/blob/main/src/github",

  "runtime": "node",

  "license": "MIT",

  "env": {

    "GITHUB_PERSONAL_ACCESS_TOKEN": {

      "description": "Personal access token for GitHub API access",

      "required": true

    }

  }

}

```



[Fork this repo](https://github.com/toolsdk-ai/awesome-mcp-registry/fork), and create a new file called `your-new-mcp-server.json` under [packages/uncategorized](./packages/uncategorized) folder.



For more detail please see [the guide](./docs/guide.md).



# MCP Servers



✅: Validated and runnable tools (301)



❌: Cannot be run by the MCP client (with mock environments variables (1871))





## Uncategorized



Tools that haven’t been sorted into a category yet. AI will categorize it later.



- [❌ yokatlas](https://github.com/saidsurucu/yokatlas-mcp): Provides direct access to Turkish university and program data through YokAtlas API integration for informed higher education application decisions.  (python) 

- [✅ taskqueue-mcp](https://github.com/chriscarrollsmith/taskqueue-mcp): Structured task management system that breaks down complex projects into manageable tasks with progress tracking, user approval checkpoints, and support for multiple LLM providers.  (14 tools) (node) 

- [❌ whoop](https://github.com/ctvidic/whoop-mcp-server): Integrates with the Whoop API to retrieve and process fitness data, enabling applications to incorporate health metrics and performance analysis.  (python) 

- [❌ canvas-lms](https://github.com/aryankeluskar/canvas-mcp): Integrates with Canvas LMS to retrieve course information, modules, and learning materials based on natural language queries or image analysis, enabling students to find relevant educational resources without leaving their conversation.  (python) 

- [❌ wordpress](https://github.com/glendaviesnz/wp-mcp): Integrates with WordPress to enable automated content management, post creation, and site administration tasks without direct dashboard access.  (python) 

- [❌ tagesschau](https://github.com/a2xdeveloper/tagesschau-mcp-server): Provides a bridge to Tagesschau's news API for retrieving and analyzing German news articles across categories like domestic, foreign, economic and sports coverage  (go) 

- [✅ @bnb-chain/mcp](https://github.com/bnb-chain/bnbchain-mcp): Enables direct interaction with BNB Chain and other EVM-compatible networks for blockchain operations including block exploration, smart contract interaction, token management, wallet operations, and Greenfield storage functionality.  (40 tools) (node) 

- [✅ @mzxrai/mcp-openai](https://github.com/mzxrai/mcp-openai): Generate text using OpenAI's language models.  (1 tools) (node) 

- [❌ mcp-sunsama](https://github.com/robertn702/mcp-sunsama): Integrates Sunsama's task management and daily planning capabilities, enabling AI assistants to create, manage, and organize tasks through the Sunsama API.  (node) 

- [❌ videodb-director-mcp](https://github.com/video-db/agent-toolkit/tree/HEAD/modelcontextprotocol): Bridges to VideoDB's video processing capabilities for searching, indexing, subtitling, and manipulating video content through specialized context resources.  (python) 

- [❌ meraki-magic](https://github.com/mkutka/meraki-magic-mcp): Integrates with Cisco's Meraki Dashboard API to enable network discovery, device management, policy retrieval, and network creation/deletion operations without leaving your conversation context.  (python) 

- [✅ @glifxyz/mymcpspace-mcp-server](https://github.com/glifxyz/mymcpspace-mcp-server): Enables AI interaction with MyMCPSpace social media platform for creating posts, replying to content, toggling likes, retrieving feed data, and updating usernames through authenticated API communication.  (5 tools) (node) 

- [❌ umami-analytics](https://github.com/jakeyshakey/umami_mcp_server): Integrates with Umami analytics to enable website performance analysis, user behavior tracking, and data-driven insights generation through semantic search and web crawling capabilities.  (python) 

- [❌ healthcare-data-hub](https://github.com/cicatriiz/healthcare-mcp-public): Provides healthcare professionals and researchers with access to medical information through specialized tools for FDA drug lookups, PubMed searches, Health.gov topics, clinical trials, and ICD-10 codes.  (python) 

- [✅ feuse-mcp](https://github.com/panzer-jack/feuse-mcp): Automates Figma design-to-code workflows by extracting design data, downloading SVG assets, analyzing color variables, and generating API models with design token conversion for CSS frameworks like UnoCSS and TailwindCSS.  (8 tools) (node) 

- [❌ nautobot-mcp](https://github.com/gt732/nautobot-app-mcp): Integrates with Nautobot network infrastructure management platform, enabling querying and interaction with network data through tools for retrieving information about devices, interfaces, circuits, IP addresses, and locations.  (python) 

- [❌ garmin-connect](https://github.com/taxuspt/garmin_mcp): Integrates with Garmin Connect to expose fitness and health data, enabling access to activities, detailed workout information, and health metrics like heart rate through natural language interactions.  (python) 

- [❌ tailscale-status](https://github.com/mrnugget/tailscale-mcp): Enables querying Tailscale status by parsing CLI output on macOS, providing structured data about connected devices and network information.  (python) 

- [❌ algorand-mcp](https://github.com/goplausible/algorand-mcp): Provides a robust toolkit for Algorand blockchain interactions, enabling AI agents to create accounts, manage assets, deploy smart contracts, and execute transactions through a TypeScript-based implementation.  (node) 

- [✅ mcp-fathom-analytics](https://github.com/mackenly/mcp-fathom-analytics): Integrates with Fathom Analytics to retrieve account information, manage sites, track events, generate reports, and monitor real-time visitor data using the @mackenly/fathom-api SDK  (5 tools) (node) 

- [❌ pyats-network-automation](https://github.com/automateyournetwork/pyats_mcp): Provides a containerized bridge between AI and Cisco network devices through the pyATS automation framework, enabling device configuration, troubleshooting, and monitoring tasks via SSH connections.  (python) 

- [❌ aptos](https://github.com/tlazypanda/aptos-mcp-server): Integrates with the Aptos blockchain ecosystem to enable smart contract development, testing, and deployment through natural language interactions for generating components, managing projects, and automating gas station creation  (python) 

- [❌ thirdweb-mcp](https://github.com/thirdweb-dev/ai/tree/HEAD/python/thirdweb-mcp): Read/write to over 2k blockchains, enabling data querying, contract analysis/deployment, and transaction execution, powered by Thirdweb.  (python) 

- [❌ fulcra-context-mcp](https://github.com/fulcradynamics/fulcra-context-mcp): Integrates with Fulcra Context personal data through OAuth2 authentication to retrieve health metrics, workout data, sleep cycles, location information, and user profile details from Apple Health and other connected sources for personal health analysis and fitness tracking.  (python) 

- [❌ cisco-apic](https://github.com/datacenter/mcp_server_for_cisco_aci): Integrates with Cisco APIC for managing Application Centric Infrastructure fabrics through REST API operations, enabling managed object retrieval, automated configuration backups to SCP servers with AES encryption, and session token management for network automation and infrastructure monitoring workflows.  (python) 

- [❌ bluesky](https://github.com/berlinbra/bluesky-mcp): Integrates with BlueSky's API to retrieve user profiles and social graph data, enabling user analysis, network visualization, and content discovery.  (python) 

- [❌ azure-fhir-mcp-server](https://github.com/erikhoward/azure-fhir-mcp-server): Provides secure access to Azure Health Data Services FHIR servers, enabling authenticated retrieval and search of healthcare resources across 70+ resource types for medical applications requiring standards-compliant patient data access.  (python) 

- [❌ canvas-student](https://github.com/jon-vii/canvas-student-mcp/tree/HEAD/src/canvas-student): Provides a bridge to Canvas LMS, enabling students to retrieve and manage course data like assignments, files, and to-do items through a lightweight Python tool with rich, optimized formatting.  (python) 

- [✅ @bankless/onchain-mcp](https://github.com/bankless/onchain-mcp): Integrates with blockchain networks to enable smart contract interaction, transaction history access, and on-chain data exploration through specialized tools for reading contract state, retrieving ABIs, and filtering event logs.  (10 tools) (node) 

- [✅ @noditlabs/nodit-mcp-server](https://github.com/noditlabs/nodit-mcp-server): Provides blockchain context through Nodit's APIs, enabling real-time interaction with multiple protocols including Ethereum, Polygon, and Aptos for token information and on-chain activity analysis.  (8 tools) (node) 

- [❌ climatiq](https://github.com/jagan-shanmugam/climatiq-mcp-server): Provides a bridge to the Climatiq API for calculating precise carbon emissions across electricity usage, travel, cloud computing, and procurement domains using detailed environmental impact measurement tools.  (python) 

- [❌ zillow](https://github.com/rohitsingh-iitd/zillow-mcp-server): Integrates with Zillow's real estate API to provide property searches, detailed information, Zestimates, market trends analysis, and mortgage calculations for home buying decisions.  (python) 

- [❌ senechal-health](https://github.com/mattjoyce/senechal-mcp): Integrates with the Senechal health data API to enable access and analysis of personal health information for use cases like personalized wellness recommendations or long-term health monitoring.  (python) 

- [❌ blockscout](https://github.com/blockscout/mcp-server): Integrates with Blockscout APIs to provide blockchain data access including address balances, token holdings, NFT collections, transaction details, smart contract ABIs, and ENS name resolution across multiple networks with caching optimization and decoded transaction analysis.  (python) 

- [❌ oura](https://github.com/tomekkorbak/oura-mcp-server): Integrates with the Oura API to retrieve and analyze personal sleep, readiness, and resilience data for health and wellness tracking.  (python) 

- [❌ garth-mcp-server](https://github.com/matin/garth-mcp-server): Integrates with Garmin Connect to provide access to fitness and health data including sleep statistics, daily stress, and intensity minutes with customizable date ranges.  (python) 

- [❌ pox-sdn-controller](https://github.com/davidlin2k/pox-mcp-server): Bridges to the POX SDN controller, enabling network topology management and configuration of OpenFlow-based networks through specialized tools for datapath management, flow statistics, and table configuration.  (python) 

- [❌ onos](https://github.com/davidlin2k/onos-mcp-server): Enables network management and control for ONOS by providing comprehensive REST API access to network topology, device configuration, flow management, and system diagnostics for software-defined networking research and prototyping.  (python) 

- [✅ @ivotoby/contentful-management-mcp-server](https://github.com/ivo-toby/contentful-mcp): Integrate with Contentful's Content Management API for CMS management.  (35 tools) (node) 

- [❌ wegene](https://github.com/xraywu/mcp-wegene-assistant): Integrates with WeGene's genetic testing API to access and analyze users' genetic reports for personalized health and ancestry insights.  (python) 

- [❌ mcp-server-garmincn](https://github.com/guaidaoyiyoudao/garmincn-mcp): Connects to Garmin Connect platform for Chinese users, enabling secure access to fitness tracking, health metrics, and activity data from Garmin devices  (python) 





## Aggregators



Servers that let you access multiple apps and tools through one MCP server.



- [✅ @modelcontextprotocol/server-everything](https://github.com/modelcontextprotocol/servers/blob/main/src/everything): This MCP server attempts to exercise all the features of the MCP protocol. It is not intended to be a useful server, but rather a test server for builders of MCP clients. It implements prompts, tools, resources, sampling, and more to showcase MCP capabilities.  (8 tools) (node) 

- [❌ gateway](https://github.com/arnavsurve/gateway-mcp): Connects AI assistants to multiple specialized services through a unified gateway, enabling dynamic tool discovery and seamless interaction across various MCP servers and HTTP APIs without leaving the conversation context.  (python) 

- [✅ @illuminaresolutions/n8n-mcp-server](https://github.com/illuminaresolutions/n8n-mcp-server): Bridges Claude with n8n automation workflows, enabling direct creation, execution, and management of workflows, credentials, and enterprise features without switching contexts.  (33 tools) (node) 

- [❌ @gentoro/mcp-nodejs-server](https://github.com/gentoro-gt/mcp-nodejs-server): Connect agentic systems to enterprise systems with Gentoro.  (node) 

- [❌ @tonlab/dify-mcp-server](https://github.com/tomokiishimine/dify-mcp-server): Connects Claude with Dify Workflow to expose workflow capabilities as tools, enabling structured automation through dynamic parameter retrieval and multi-workflow support.  (node) 

- [❌ all-in-one](https://github.com/athapong/aio-mcp): Integrates GitLab, Jira, Confluence, YouTube, and Google AI to provide search capabilities and utility tools for streamlined development workflows and project management tasks.  (go) 

- [❌ fastn](https://github.com/fastnai/mcp-fastn): Dynamically registers and executes tools across multiple services, enabling seamless integration and real-time operations through a flexible, API-driven platform with robust logging and error handling.  (python) 

- [❌ aipolabs-mcp](https://github.com/aipotheosis-labs/aci-mcp): Allow dynamic search and execute any tools available on ACI.dev.  (python) 

- [❌ dify](https://github.com/yevanchen/difyapp_as_mcp_server): Integrates Dify's AI application development platform with MCP-compatible tools and services, enabling seamless extension of Dify applications with external capabilities while maintaining the familiar environment.  (python) 

- [❌ unichat-mcp-server](https://github.com/amidabuddha/unichat-mcp-server): Interact with multiple LLM chat APIs through a unified interface.  (python) 

- [❌ @superfaceai/mcp](https://github.com/superfaceai/mcp): Bridges AI assistants with Superface's API tools ecosystem, enabling external API integrations while maintaining separation between assistants and third-party services  (node) 

- [❌ union](https://github.com/unionai-oss/union-mcp): Connects AI assistants to Union's tasks, workflows, and apps, enabling access to distributed computing capabilities through customizable tools and resources.  (python) 

- [❌ @nullplatform/meta-mcp-proxy](https://github.com/nullplatform/meta-mcp-proxy): Unifies multiple MCP servers into a single gateway with built-in search capabilities, enabling tools to be discovered and executed across different specialized services through one interface  (node) 

- [❌ multi-llm-api-gateway](https://github.com/freedanfan/mcp_server): Provides a unified FastAPI server for interacting with multiple language model APIs, enabling seamless switching between OpenAI and Anthropic models without changing integration code.  (python) 

- [❌ llm-gateway](https://github.com/dicklesworthstone/ultimate_mcp_server): Unified gateway for managing multiple LLM providers with automatic model selection, semantic caching, and cost optimization features for reliable production deployments  (python) 

- [❌ llm_bridge_mcp](https://github.com/sjquant/llm-bridge-mcp): Provides a unified interface to multiple large language model providers (OpenAI, Anthropic, Google, DeepSeek) through a containerized server with customizable parameters for seamless model switching within applications.  (python) 

- [✅ @metamcp/mcp-server-metamcp](https://github.com/metatool-ai/mcp-server-metamcp): Centralizes management of multiple AI services, providing secure API key handling and unified access for streamlined interactions across diverse platforms.  (node) 

- [❌ acp-mcp-server](https://github.com/gongrzhe/acp-mcp-server): Bridges Agent Communication Protocol networks with MCP clients, enabling access to complex multi-agent workflows through intelligent agent discovery, routing, and multi-modal message conversion with support for synchronous, asynchronous, and streaming execution patterns.  (python) 

- [❌ pocket-mcp-manager](https://github.com/dailydaniel/pocket-mcp): Unified management system for multiple MCP servers that allows users to add, launch, and control servers through a central proxy, eliminating the need to reconfigure connection settings when switching between servers.  (python) 

- [❌ jentic](https://github.com/jentic/jentic-tools): Enables AI assistants to discover and execute external APIs and workflows through a Python SDK that leverages the Open Agentic Knowledge repository for standardized API access and execution.  (python) 

- [❌ @makehq/mcp-server](https://github.com/integromat/make-mcp-server): Connects AI systems to Make automation workflows, enabling assistants to trigger scenarios with parameters and receive structured JSON output from your existing Make account.  (node) 

- [❌ gpt-mcp-proxy](https://github.com/wricardo/gpt-mcp-proxy): Bridges HTTP clients with tool servers, enabling tool discovery and execution via REST endpoints, featuring automatic HTTPS exposure and OpenAPI 3.1.0 specification for seamless integration with custom GPTs and AI-assisted applications.  (go) 

- [❌ magg](https://github.com/sitbon/magg): Meta-MCP server that aggregates and manages multiple MCP servers through intelligent discovery from sources like Glama.ai and GitHub, enabling dynamic server installation, configuration, and unified tool access with automatic conflict resolution.  (python) 

- [❌ @createveai/nexus-mcp-server](https://github.com/spgoodman/createveai-nexus-server): Unified platform that bridges REST API and MCP functionality, enabling assistants to interact with custom APIs through both HTTP endpoints and tools for image processing, web access, social media, and AI workflows.  (node) 

- [❌ mcprouter](https://github.com/chatmcp/mcp-server-router): Provides a proxy service that connects local MCP clients to remote tool servers through a central routing service, eliminating the need to run your own server infrastructure.  (node) 

- [❌ rapidapi](https://github.com/securfi/rapidapi_mcp): Accesse thousands of APIs on the RapidAPI Hub.  (python) 

- [❌ mcp-superiorapis](https://github.com/cteaminfo/mcp-superiorapis): Provides a bridge between AI systems and external APIs, enabling structured communication with third-party services through a set of callable tools built on the fastmcp framework.  (python) 

- [❌ openapi-mcp](https://github.com/jedisct1/openapi-mcp): Transforms OpenAPI 3.x specifications into tool servers that enable interaction with any API through automatic endpoint conversion, authentication handling, and safety features  (go) 

- [❌ a2a-bridge](https://github.com/regismesquita/mcp_a2a): Bridges Claude Desktop with A2A protocol agents, enabling seamless communication and extending capabilities through agent registration, listing, and calling tools.  (python) 

- [❌ unichat-ts-mcp-server](https://github.com/amidabuddha/unichat-ts-mcp-server): Integrates multiple language models via the unified Unichat tool, enabling seamless interaction across OpenAI, MistralAI, Anthropic, xAI, and Google AI platforms.  (node) 

- [❌ mcptoolkit](https://github.com/getfounded/mcp-tool-kit): Provides a unified Docker-based server with over 100 integrated tools spanning file operations, web search, browser automation, data analysis, and document management through a modular architecture that encapsulates domain knowledge in vertical agents for complex workflows.  (python) 

- [✅ @noveum-ai/mcp-server](https://github.com/noveum/api-market-mcp-server): Converts OpenAPI specifications from API.market into tools for accessing over 200 services including image generation, geocoding, and content detection through a unified authentication system  (34 tools) (node) 

- [✅ @pinkpixel/mindbridge](https://github.com/pinkpixel-dev/mindbridge-mcp): Bridges multiple LLM providers including OpenAI, Anthropic, Google, DeepSeek, OpenRouter, and Ollama through a unified interface, enabling comparison of responses and leveraging specialized reasoning capabilities across different models.  (3 tools) (node) 

- [❌ darp-engine](https://github.com/darpai/darp_engine): Enables discovery and intelligent routing of user requests to the most appropriate MCP servers through metadata-based search capabilities, eliminating the need to know specific server connections.  (python) 

- [❌ openai-agents](https://github.com/lroolle/openai-agents-mcp-server): Exposes OpenAI's agent capabilities for web search, file search, and computer actions through specialized agents and a multi-agent orchestrator that coordinates between them based on task requirements.  (python) 

- [❌ @stabgan/openrouter-mcp-multimodal](https://github.com/stabgan/openrouter-mcp-multimodal): Provides seamless access to OpenRouter's diverse AI models, enabling multimodal interactions across vision and language models with intelligent model selection, caching, and robust error handling.  (node) 

- [❌ multi-service-gateway](https://github.com/adampippert/multi-service-mcp-server): Provides a unified gateway for LLMs to access GitHub, GitLab, Google Maps, Memory storage, and Puppeteer web automation tools through a Flask-based server deployable on Red Hat environments.  (python) 





## Art & Culture



Explore art collections, museums, and cultural heritage with AI-friendly tools.



- [❌ openai-image-generation](https://github.com/incomestreamsurfer/chatgpt-native-image-gen-mcp): Provides tools for generating and editing images using OpenAI's gpt-image-1 model, handling API interactions, error management, and local image storage.  (python) 

- [❌ zotero](https://github.com/54yyyu/zotero-mcp): Enables direct interaction with Zotero reference management libraries for searching literature, retrieving metadata and full-text content, managing collections, and organizing research materials.  (python) 

- [✅ @cloudwerxlab/gpt-image-1-mcp](https://github.com/cloudwerx-dev/gpt-image-1-mcp): Enables direct image generation and editing through OpenAI's gpt-image-1 model with support for text prompts, file paths, and base64 encoded inputs for creative workflows and visual content creation.  (2 tools) (node) 

- [❌ @deepdataspace/dinox-mcp](https://github.com/idea-research/dino-x-mcp): Empower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts.  (node) 

- [❌ nasa-mcp](https://github.com/ancode666/nasa-mcp): Integrates with NASA APIs to provide real-time astronomical data, space weather information, Earth imagery, and exoplanet research capabilities without requiring technical knowledge of NASA's API structure.  (python) 

- [❌ bonsai-bim-(blender-ifc)](https://github.com/jotaderodriguez/bonsai_mcp): Connects Claude to Blender for analyzing and interacting with IFC building models through five specialized tools for querying project information, listing entities, examining properties, exploring spatial structures, and analyzing element relationships.  (python) 

- [❌ trakt](https://github.com/wwiens/trakt_mcpserver): Bridge to the Trakt.tv API, allowing LLMs to access real-time entertainment data and personal Trakt viewing history.  (python) 

- [✅ @jayarrowz/mcp-figma](https://github.com/thirdstrandstudio/mcp-figma): Integrates with Figma's API to enable viewing, manipulating, and collaborating on design files through comprehensive access to file operations, comments, components, and team resources.  (31 tools) (node) 

- [❌ adobe-photoshop-controller](https://github.com/chandrahas455/psmcp-mcp-server-for-photoshop): Enables direct control of Adobe Photoshop through natural language commands for manipulating layers, text, images, and effects without switching contexts.  (python) 

- [❌ comfy-mcp-server](https://github.com/lalanikarim/comfy-mcp-server): Integrates with ComfyUI to enable text-to-image generation using customizable Stable Diffusion workflows.  (python) 

- [❌ dracor-(drama-corpora-project)](https://github.com/stijn-meijers/dracor-mcp): Integrates with the Drama Corpora Project API to enable analysis of dramatic texts, character networks, and literary themes across different languages and historical periods.  (python) 

- [❌ ableton-live](https://github.com/itsuzef/ableton-mcp): Integrates with Ableton Live to enable music production control including session management, track creation, MIDI editing, and audio effect manipulation for enhanced creative workflows.  (python) 

- [❌ sefaria-jewish-library](https://github.com/sivan22/mcp-sefaria-server): Integrates with the Sefaria Jewish Library API to provide access to Jewish texts and commentaries for textual analysis and religious study.  (python) 

- [❌ flux-studio](https://github.com/jmanhype/mcp-flux-studio): Bridges Flux's image generation capabilities to coding environments, enabling text-to-image, image-to-image, inpainting, and structural control operations directly within IDEs through TypeScript-to-CLI command translation.  (python) 

- [❌ blender-open-mcp](https://github.com/dhakalnirajan/blender-open-mcp): Integrates Blender with local AI models via Ollama, enabling natural language control of 3D modeling tasks including object creation, modification, material application, and rendering with optional PolyHaven asset integration.  (python) 

- [❌ grasshopper-mcp](https://github.com/alfredatnycu/grasshopper-mcp): Connects Grasshopper parametric design software with Claude through a bidirectional TCP server and Python bridge, enabling natural language control of architectural and engineering modeling workflows.  (python) 

- [❌ awslabs.nova-canvas-mcp-server](https://github.com/awslabs/mcp/tree/main/src/nova-canvas-mcp-server): A Model Context Protocol server that lets you interact with a Nova Canvas from any MCP client.  (python) 

- [❌ blender-mcp](https://github.com/ahujasid/blender-mcp): Enables natural language control of Blender for 3D scene creation, manipulation, and rendering without requiring knowledge of Blender's interface or Python API.  (python) 

- [❌ wikipedia](https://github.com/spektraldevelopment/mcp-wiki): Fetches and converts Wikipedia articles to clean Markdown format for direct reference in conversations without manual copying or formatting.  (python) 

- [❌ bibliothèque-nationale-de-france-(gallica)](https://github.com/kryzo/mcp-bibliotheque_nationale_de_france): Enables searching and generating research reports from the Bibliothèque Nationale de France's Gallica digital library through natural language queries or specific metadata fields with automatic citation and organization.  (python) 

- [❌ photoshop](https://github.com/agam1092005/mcp-photoshop): Provides a bridge to Adobe Photoshop for executing image editing operations including document creation, layer manipulation, filters, text, and Adobe Stock integration  (python) 

- [✅ 4oimage-mcp](https://github.com/antipas/4oimage-mcp): Provides a bridge between AI systems and the 4o-image API for generating and editing high-quality images through text prompts with real-time progress updates.  (1 tools) (node) 

- [❌ biomcp-python](https://github.com/genomoncology/biomcp): Integrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clinical trials, research articles, and genetic variants with intelligent data rendering and source attribution.  (python) 

- [❌ figma-mcp-pro](https://github.com/artemsvit/figma-mcp-pro): Integrates with Figma API to retrieve design files, extract design tokens and CSS properties, process designer comments for implementation instructions, and download assets for automated design-to-code conversion across 10 frameworks including React, Vue, Angular, SwiftUI, and mobile platforms.  (node) 

- [❌ midjourney](https://github.com/z23cc/midjourney-mcp): Integrates with Midjourney's image generation API to create, blend, upscale, and describe images with support for aspect ratios, variations, and reference inputs.  (python) 

- [❌ leonardo-ai](https://github.com/ish-joshi/leonardo-mcp-server): Integrates with Leonardo AI's image generation platform for creating custom images with specific models, checking job status, and managing generation history through the Leonardo API.  (python) 

- [❌ comfyui](https://github.com/overseer66/comfyui-mcp-server): Provides a bridge between AI systems and ComfyUI's image generation capabilities, enabling text-to-image creation with customizable parameters through WebSocket communication.  (python) 

- [❌ cinema-4d](https://github.com/ttiimmaacc/cinema4d-mcp): Enables Claude to interact with Cinema 4D through a socket-based communication system for scene manipulation, rendering, and animation directly from conversations.  (python) 

- [❌ adobe-illustrator](https://github.com/spencerhhubert/illustrator-mcp-server): Integrates with Adobe Illustrator on MacOS using JavaScript and AppleScript to enable creation and manipulation of vector graphics for automated design tasks.  (python) 

- [❌ vsegpt-image-generator](https://github.com/janvarev/mcp-vsepgt-server): Integrates with VseGPT API to generate images from English-language prompts and store them locally with timestamp-based filenames.  (python) 

- [✅ @kailashg101/mcp-figma-to-code](https://github.com/kailashappdev/figma-mcp-toolkit): Extracts and analyzes components from Figma design files, enabling seamless integration between Figma designs and React Native development through component hierarchy processing and metadata generation.  (3 tools) (node) 

- [❌ heygen-mcp](https://github.com/heygen-com/heygen-mcp): Enables AI avatar video generation through HeyGen's API with tools for retrieving voices and avatars, creating videos, and checking generation status.  (python) 

- [❌ o'reilly-learning-platform](https://github.com/odewahn/orm-discovery-mcp): Integrates with O'Reilly's learning platform API to search and retrieve technical content from their extensive library, returning structured metadata including titles, authors, ratings, and URLs.  (python) 

- [❌ mcp-server-ancestry](https://github.com/reeeeemo/ancestry-mcp): Analyze family tree data from GEDCOM genealogy files.  (python) 

- [❌ fal-ai-image-generation](https://github.com/sshtunnelvision/mcp-logo-gen): Integrates with FAL AI to generate images from text prompts using models like 'fal-ai/recraft-v3', enabling real-time visual content creation for design and content generation tasks.  (python) 

- [❌ qgis-geographic-information-system](https://github.com/syauqi-uqi/qgis_mcp_modify1): Enables remote control of QGIS geographic information system for spatial analysis, map creation, and geographic data management through a JSON-based API  (python) 

- [❌ ableton-mcp](https://github.com/ahujasid/ableton-mcp): Enables control of Ableton Live music production software through a bidirectional communication system that supports track creation, MIDI editing, playback control, instrument loading, and library browsing for music composition and sound design workflows.  (python) 

- [❌ medadapt](https://github.com/ryoureddy/medadapt-content-server): Provides medical students and educators with curated educational resources from PubMed and NCBI Bookshelf through a FastMCP-powered system that enables searching, generating topic overviews, creating learning plans, and extracting key points from medical literature.  (python) 

- [✅ together-mcp](https://github.com/manascb1344/together-mcp-server): Integrates with Together AI's Flux.1 Schnell model to provide high-quality image generation with customizable dimensions, clear error handling, and optional image saving.  (1 tools) (node) 

- [✅ figma-mcp](https://github.com/matthewdailey/figma-mcp): Interact with Figma design files through the Figma REST API for design analysis, feedback, and collaboration.  (5 tools) (node) 

- [❌ florence-2](https://github.com/jkawamoto/mcp-florence2): Integrates with Florence-2 to enable advanced image analysis and manipulation tasks like visual question answering, image captioning, and content-based image retrieval.  (python) 

- [❌ apple-books-mcp](https://github.com/vgnshiyer/apple-books-mcp): Provides access to Apple Books library data, enabling retrieval and search of book collections, highlights, notes, and reading activity for personalized book organization and recommendations.  (python) 

- [✅ nasa-mcp-server](https://github.com/programcomputer/nasa-mcp-server): Integrates with NASA and JPL APIs to provide access to astronomy images, satellite data, space weather information, Mars rover photos, and more through a unified interface built with TypeScript.  (13 tools) (node) 

- [❌ cbeta-buddhist-texts](https://github.com/tendayspace/cbetamcp): Provides access to Chinese Buddhist Electronic Text Association (CBETA) resources for text retrieval, metadata access, and content analysis of Buddhist texts through catalog browsing, search functionality, and work manipulation tools.  (python) 

- [❌ image-gen-(jimeng-ai)](https://github.com/fengin/image-gen-server): Accepts text descriptions, generates corresponding images, and offers image download and save functions.  (python) 

- [❌ image-generation](https://github.com/devbrother2024/mcp-generate-image): Provides image generation capabilities by connecting to various models via Gradio clients, enabling creation of images from text prompts for creative workflows and visual design tasks.  (python) 

- [❌ image-generation-(replicate)](https://github.com/rmcendarfer2017/mcp-image-gen): Integrates with Replicate's API to generate images using Stable Diffusion XL, providing endpoints for creating and checking image generation predictions with authentication and CORS support.  (python) 

- [❌ @modelcontextprotocol/server-everart](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/everart): Integrates with EverArt API to generate images from text prompts using multiple AI models for creative and visual design tasks.  (node) 

- [✅ discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server): Provides a bridge to the Discogs API for searching music databases, managing collections, and accessing marketplace listings with comprehensive artist and release information.  (53 tools) (node) 

- [✅ mcp-server-stability-ai](https://github.com/tadasant/mcp-server-stability-ai): Integrates Stability AI's image generation and manipulation capabilities for editing, upscaling, and more via Stable Diffusion models.  (13 tools) (node) 

- [❌ speckle](https://github.com/bimgeek/speckle-mcp): Integrates with Speckle to enable querying and analyzing 3D design and AEC project data, including listing projects, retrieving details, searching by name or description, and accessing model versions for architecture, engineering, and construction professionals.  (python) 

- [❌ swedish-national-archives-(riksarkivet)](https://github.com/ai-riksarkivet/oxenstierna): Provides access to the Swedish National Archives digital collections through IIIF APIs, enabling search of historical records, browsing of archival collections, and retrieval of digitized documents and images with flexible cropping, sizing, and format options.  (python) 

- [❌ penpot-mcp](https://github.com/montevive/penpot-mcp): Integrates with Penpot's API to enable project browsing, file retrieval, object searching, and visual component export with automatic screenshot generation for converting UI designs into functional code.  (python) 

- [✅ replicate-flux-mcp](https://github.com/awkoy/replicate-flux-mcp): Integrates with Replicate's Flux image generation model, enabling image creation capabilities within conversation interfaces through a simple API token setup and TypeScript implementation available as both an npm module and Docker container.  (7 tools) (node) 

- [❌ mureka-mcp](https://github.com/skyworkai/mureka-mcp): Provides a bridge to Mureka.ai's music generation capabilities, enabling on-demand creation of lyrics, complete songs, and instrumental tracks without requiring specialized music production knowledge.  (python) 

- [✅ minimax-mcp-js](https://github.com/minimax-ai/minimax-mcp-js): Official JavaScript implementation that integrates with MiniMax's multimodal capabilities for image generation, video creation, text-to-speech, and voice cloning across multiple transport modes.  (8 tools) (node) 

- [❌ bangumi-tv](https://github.com/ukenn2112/bangumimcp): Integrates with Bangumi TV API to retrieve anime information, user data, and media details for tracking and discovering anime and manga collections  (python) 

- [❌ gemini-image-generator](https://github.com/qhdrl12/mcp-server-gemini-image-generator): Enables AI image generation using Google's Gemini 2.0 Flash model with intelligent prompt engineering, automatic filename creation, and configurable local storage.  (python) 

- [❌ processing](https://github.com/twelve2five/processing-mcp-server): Generates and executes Processing sketches by creating timestamped project folders, saving code files, and launching interactive visualizations for creative coding and generative art workflows.  (python) 

- [✅ grok2-image-mcp-server](https://github.com/fl0w1nd/grok2-image-mcp-server): Enables AI assistants to generate images through the Grok2 model using stdio transport for seamless integration into existing workflows.  (1 tools) (node) 

- [✅ @recraft-ai/mcp-recraft-server](https://github.com/recraft-ai/mcp-recraft-server): Integrates with Recraft's image generation API to create and edit raster and vector images, apply custom styles, manipulate backgrounds, upscale images, and perform vectorization with fine-grained control over artistic properties.  (9 tools) (node) 

- [❌ jewish-library](https://github.com/sivan22/mcp-otzaria-server): Integrates Jewish texts using Tantivy search engine to provide insights, answer questions, and analyze themes from religious Jewish literature.  (python) 

- [❌ together-ai-image-generation](https://github.com/sarthakkimtani/mcp-image-gen): Integrates with Together AI's Flux.1 Schnell model to generate images from text prompts for creative and visual design tasks.  (python) 

- [❌ hugging-face](https://github.com/shreyaskarnik/huggingface-mcp-server): Provides direct access to thousands of Hugging Face models and resources with optional authentication, enabling natural language processing and image generation capabilities within conversation interfaces.  (python) 

- [❌ scenario-ai](https://github.com/pasie15/scenario.com-mcp-server): Provides a bridge to the Scenario.com API for generating images from text prompts and removing backgrounds from existing images through authenticated access with environment variables.  (python) 

- [❌ sketchfab-mcp](https://github.com/eddydpyl/sketchfab_mcp): Provides a streamlined interface to the Sketchfab API for searching and downloading 3D models with filtering options for animated or rigged content.  (python) 

- [❌ dall-e-image-generation](https://github.com/prasanthmj/primitive-go-mcp-server): Integrates with OpenAI's DALL-E API to generate and save images from text descriptions.  (go) 

- [❌ mcp-sonic-pi](https://github.com/vinayak-mehta/mcp-sonic-pi): Connects AI systems to the Sonic Pi music programming environment, enabling creation and control of musical compositions through Ruby code with features for playback, pattern access, and live coding.  (python) 





## Browser Automation



Tools for browsing, scraping, and automating web content in AI-compatible formats.



- [❌ computer-control-mcp](https://github.com/ab498/computer-control-mcp): Enables desktop automation through mouse control, keyboard input, screenshots, OCR, and window management for direct interaction with graphical user interfaces  (python) 

- [❌ docs-scraper](https://github.com/felores/docs_scraper_mcp): Scrapes web-based documentation through multiple crawling strategies like sitemap traversal and menu navigation, enabling structured content extraction with rate limiting and robots.txt compliance  (python) 

- [✅ @automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright/tree/main): MCP server for browser automation using Playwright  (10 tools) (node) 

- [❌ jina.ai-reader](https://github.com/kealuya/mcp-jina-ai): Provides a bridge to Jina.ai's reader service for fetching and parsing web content from URLs into markdown format suitable for analysis and summarization.  (go) 

- [❌ playwright](https://github.com/blackwhite084/playwright-plus-python-mcp): Integrates Playwright with MCP to enable web browser automation for tasks like scraping, testing, and content generation/submission.  (python) 

- [❌ omniparser-autogui](https://github.com/non906/omniparser-autogui-mcp): Integrates computer vision and automation libraries to enable AI-assisted control of desktop applications through visual analysis and GUI interactions.  (python) 

- [❌ mcp-pyautogui-server](https://github.com/hetaobackend/mcp-pyautogui-server): Enables automated GUI testing and control across operating systems by wrapping PyAutoGUI to perform mouse movements, keyboard input, screenshot capture, and image recognition tasks.  (python) 

- [❌ browser-scraping-&-search](https://github.com/raghu6798/browser_scrape_mcp): Enables web scraping, internet searching, and local file interactions through Playwright, Firecrawl, and Tavily integrations for comprehensive content retrieval and manipulation.  (python) 

- [✅ hyperbrowser-mcp](https://github.com/hyperbrowserai/mcp): Enables web browsing capabilities through tools for content extraction, link following, and browser automation with customizable parameters for scraping, data collection, and web crawling tasks.  (10 tools) (node) 

- [✅ @modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers/blob/main/src/puppeteer): MCP server for browser automation using Puppeteer  (7 tools) (node) 

- [❌ browser-use-mcp](https://github.com/pietrozullo/browser-use-mcp): Enables AI to automate web browsing tasks through a unified interface that accepts natural language instructions for navigation, searching, and data extraction across multiple LLM providers.  (python) 

- [❌ mcp_server_browser_use](https://github.com/deploya-labs/mcp-browser-use): Enables AI assistants to interact with web browsers through a FastAPI server for web browsing, content extraction, and automation tasks with configurable LLM providers and browser modes.  (python) 

- [❌ android-uiautomator2](https://github.com/nim444/mcp-android-server-python): Provides a bridge between Android devices and automation tools for controlling apps, interacting with UI elements, and capturing screenshots through UIAutomator2 technology.  (python) 

- [✅ firecrawl-mcp](https://github.com/mendableai/firecrawl-mcp-server): Integration with FireCrawl to provide advanced web scraping capabilities for extracting structured data from complex websites.  (8 tools) (node) 

- [❌ url-fetch](https://github.com/aelaguiz/mcp-url-fetch): Enables Claude to retrieve and display web content, JSON data, and images directly within conversations through specialized URL fetching tools.  (python) 

- [❌ mcp-rquest](https://github.com/xxxbrian/mcp-rquest): Enables LLMs to make advanced HTTP requests with realistic browser emulation, bypassing anti-bot measures while supporting all HTTP methods, authentication, and automatic response handling for web scraping and API interactions.  (python) 

- [❌ web-crawler](https://github.com/orange-fruit01/mcp-test-run): Enables web crawling capabilities for extracting website content in markdown format, containerized with Docker for easy deployment on Render.com and accessible through a health check endpoint.  (python) 

- [❌ selenium-webdriver](https://github.com/jyothishkumarav/selenium-mcp-server-python): Enables automated web interactions through Selenium WebDriver operations for navigation, element manipulation, screenshot capture, and local storage management in Chrome and Firefox browsers.  (python) 

- [❌ wechat-miniprogram](https://github.com/roy2an/minium-mcp-server): Enables Claude to control WeChat MiniProgram development environments through HTTP requests for navigation, element interaction, and JavaScript evaluation.  (python) 

- [❌ ai-cursor-scraping-assistant](https://github.com/thewebscrapingclub/ai-cursor-scraping-assistant): Streamlines web scraper development for e-commerce sites by analyzing website structure, detecting anti-bot protections, and generating Scrapy or Camoufox scrapers through a structured workflow.  (python) 

- [❌ @browsercatco/mcp-server](https://github.com/browsercat/browsercat-mcp-server): Enables LLMs to interact with web pages through cloud-based browser automation for navigation, screenshot capture, element interaction, and JavaScript execution without local browser installation.  (node) 

- [❌ url2snap-(website-screenshot)](https://github.com/abhi5h3k/mcp-url2snap): Captures website screenshots through the Abstract API and serves them locally, enabling visualization of web content without requiring direct site visits.  (python) 

- [❌ playwright-console-debugger](https://github.com/operative-sh/playwright-consolelogs-mcp): Enables real-time web debugging by using Playwright to open browsers, monitor console logs, and track network requests for structured analysis of web applications.  (python) 

- [❌ browser-use](https://github.com/ztobs/cline-browser-use-mcp): Provides browser automation capabilities for capturing screenshots, retrieving HTML, executing JavaScript, and accessing console logs from web pages.  (python) 

- [❌ web-browser-(playwright)](https://github.com/random-robbie/mcp-web-browser): Integrates with Playwright to enable cross-browser web automation for tasks like scraping, testing, and content extraction.  (python) 

- [❌ xiaohongshu-search-and-comment](https://github.com/chenningling/redbook-search-comment-mcp): Enables AI to search and analyze content from Xiaohongshu (Little Red Book) social media platform through web scraping, providing access to comments and search results for market research and trend analysis in the Chinese consumer market.  (python) 

- [❌ scrapling-fetch-mcp](https://github.com/cyberchitta/scrapling-fetch-mcp): Enables AI to access text content from websites protected by bot detection mechanisms through three protection levels (basic, stealth, max-stealth), retrieving complete pages or specific content patterns without manual copying.  (python) 

- [❌ browserloop](https://github.com/mattiasw/browserloop): Captures web page screenshots using Playwright with support for full-page, element-specific, and viewport screenshots in PNG, JPEG, and WebP formats, featuring cookie authentication, domain filtering, and configurable quality settings for web testing and visual verification workflows.  (node) 

- [❌ skyvern](https://github.com/skyvern-ai/skyvern/tree/HEAD/integrations/mcp): Control your browser with Skyvern's browser automation platform.  (python) 

- [✅ @deventerprisesoftware/scrapi-mcp](https://github.com/deventerprisesoftware/scrapi-mcp): Enables web scraping from sites with bot detection, captchas, or geolocation restrictions through residential proxies and automated captcha solving for content extraction in HTML or Markdown formats.  (2 tools) (node) 

- [❌ x-(twitter)](https://github.com/joshmayerr/mcp-x): Integrates with X using real browser APIs to bypass rate limits and enable extensive social media operations and data analysis.  (python) 

- [❌ raccoon-ai-(lam-api)](https://github.com/raccoonaihq/raccoonai-mcp-server): Enables web browsing, data extraction, and task automation through Raccoon's LAM API, allowing users to search websites, fill forms, navigate UI elements, and extract structured data based on defined schemas.  (python) 

- [✅ @debugg-ai/debugg-ai-mcp](https://github.com/debugg-ai/debugg-ai-mcp): Provides zero-configuration end-to-end testing for web applications by creating secure tunnels to local development servers and spawning testing agents that interact with web interfaces through natural language descriptions, returning detailed test results with execution recordings and screenshots.  (1 tools) (node) 

- [❌ twitter](https://github.com/gkydev/twitter-mcp-server): Integrates with Twitter through browser session cookies to enable posting tweets, searching content, retrieving timelines, managing user interactions, and monitoring social media activity without requiring official API access.  (python) 

- [❌ mcp-server-fetch](https://github.com/modelcontextprotocol/servers/tree/HEAD/src/fetch): Retrieve and convert web content to markdown for analysis.  (python) 

- [❌ scapegraph](https://github.com/scrapegraphai/scrapegraph-mcp): Integrates with ScapeGraph API to enable web scraping and graph-based data analysis for efficient extraction and processing of large-scale web data.  (python) 

- [❌ moling](https://github.com/gojue/moling): Enables AI to interact with local system resources through a secure, configurable server that provides browser automation, file operations, and command execution with robust security measures.  (go) 

- [❌ doc-scraper-(jina.ai)](https://github.com/askjohngeorge/mcp-doc-scraper): Converts web documentation to clean markdown using Jina.ai's API, enabling easy transformation of online docs for content migration or offline use.  (python) 

- [❌ omniparser](https://github.com/openadaptai/omnimcp): Provides a robust UI automation framework leveraging advanced computer vision techniques for precise element detection, interaction, and verification across different interfaces  (python) 

- [❌ linkedin-profile-scraper](https://github.com/drfranko0/mcp): Integrates with LinkedIn Profile Scraper API to asynchronously retrieve profile data including skills, certifications, publications, and honors for recruitment tools or professional data analysis.  (python) 

- [❌ fetch](https://github.com/oxplot/fetch-mcp): Enables web content retrieval through a Go-based server that fetches text and images from URLs with customizable HTTP requests, headers, and timeouts.  (go) 

- [❌ chrome-browser-automation](https://github.com/dlwjdtn535/mcp-chrome-integration): Enables AI-driven web automation through Chrome browser integration for tasks like navigation, interaction, form filling, and content extraction via WebSocket protocol.  (python) 

- [❌ x-tweets](https://github.com/tannisas/mcp-server/tree/HEAD/X_twee): Automates tweet scheduling and posting by integrating Google Sheets with Twitter using web automation.  (python) 

- [❌ browser-operator](https://github.com/willer/mcp-operator): Enables Claude to control web browsers through Playwright for automated navigation, form filling, and element interaction while maintaining persistent sessions and supporting manual intervention for sensitive tasks.  (python) 

- [❌ playwright-plus](https://github.com/williamvd4/playwright-plus-python-mcp): Enables web automation with Playwright for browsing, form filling, screenshot capture, and JavaScript execution, plus a simple note storage system for content extraction and manipulation.  (python) 

- [❌ website-downloader-(windows)](https://github.com/angrysky56/mcp-windows-website-downloader): Windows-compatible website downloader for efficient web content retrieval and storage, leveraging asynchronous processing and concurrent downloads for tasks like web scraping and content archiving.  (python) 

- [✅ @browserstack/mcp-server](https://github.com/browserstack/mcp-server): Integrates with BrowserStack's testing infrastructure to enable automated and manual testing across browsers, devices, and platforms for debugging cross-browser issues and verifying mobile app functionality.  (19 tools) (node) 

- [✅ @octomind/octomind-mcp](https://github.com/octomind-dev/octomind-mcp): Enables AI-driven test automation through the Octomind platform for creating, executing, and analyzing end-to-end tests without leaving your development environment.  (18 tools) (node) 

- [❌ brave-browser](https://github.com/mcp2everything/mcp2brave): Integrates with Brave browser to enable web automation tasks like opening tabs, navigating pages, and extracting content.  (python) 

- [❌ rayon-design-cad](https://github.com/lolrazh/cad-mcp): Integrates with Rayon Design CAD interface using browser automation to enable shape creation and drawing method searches for AI-assisted design workflows.  (python) 

- [❌ crawl4ai-(web-scraping-&-crawling)](https://github.com/ritvij14/crawl4ai-mcp): Integrates web scraping and crawling capabilities with tools for single-page content extraction, metadata retrieval, and Google search functionality, enabling workflows that require web content analysis, data collection, or online research tasks.  (python) 

- [❌ groundng-(qa-for-cursor)](https://github.com/groundng/vibeshift): Automates web testing by putting the client in a feedback loop. Test recording, execution, and discovery with robust element identification and vision-based fallback mechanisms.  (python) 

- [❌ notte-browser](https://github.com/nottelabs/notte/tree/HEAD/packages/notte-mcp): Provides a bridge between AI and Notte's cloud browser technology, enabling web automation, scraping, and autonomous task completion on websites without direct browser management.  (python) 

- [❌ playwright-mcp](https://github.com/misanthropic-ai/playwrite-mcp): Enables LLM-powered browser automation for web tasks including navigation, interaction, and content extraction through Playwright's comprehensive browser control capabilities.  (python) 

- [❌ uber-eats-automation](https://github.com/skudskud/test-repo-mcp): Integrates with Uber Eats to enable automated menu searches and food order placements via browser interactions, streamlining the food discovery and ordering process.  (python) 

- [❌ undetected-chromedriver](https://github.com/dragons96/mcp-undetected-chromedriver): Provides a browser automation server that bypasses anti-bot measures for web scraping, automated testing, and data collection from sophisticated websites.  (python) 

- [❌ puppeteer-browser-automation](https://github.com/twolven/mcp-server-puppeteer-py): Integrates with Puppeteer to provide browser automation capabilities for web navigation, interaction, and data extraction.  (python) 

- [❌ lsd-sql](https://github.com/lsd-so/lsd-mcp): Enables querqying and analyzing web content using LSD SQL, a DSL for extracting structured data from websites in real-time.  (python) 

- [❌ pyppeteer-browser-automation](https://github.com/devalexandre/mcp-servers): Enables AI assistants to control headless browsers for web automation tasks including navigation, screenshot capture, element interaction, and dynamic page information access.  (python) 

- [❌ browser-use-mcp-server](https://github.com/co-browser/browser-use-mcp-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.  (python) 

- [✅ @executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright/tree/main/src): A Model Context Protocol server for Playwright for Browser Automation and Web Scraping.  (32 tools) (node) 

- [❌ web-scraper](https://github.com/vishwajeetdabholkar/eget_mcp): Connects Claude Desktop to a local web scraper for retrieving and processing website content in markdown format with flexible options for user agent simulation and custom headers.  (python) 

- [❌ browser](https://github.com/neoforge-dev/mcp-browser): Provides a headless browser interface for testing and analyzing frontend applications, enabling screenshot capture, DOM extraction, CSS analysis, accessibility testing, and responsive design verification across different viewports.  (python) 

- [❌ browser-automation](https://github.com/janspoerer/mcp_browser_use): Selenium-powered browser automation server that enables web interactions like navigation, clicking, form filling, and scrolling with minimal human supervision for web scraping, testing, and automated browsing scenarios.  (python) 

- [✅ tavily-mcp](https://github.com/tavily-ai/tavily-mcp/tree/main): Providing seamless integration with Tavily's search and extract tools for real-time web search and intelligent data extraction.  (4 tools) (node) 

- [❌ mcp-server-chatgpt-app](https://github.com/cdpath/mcp-server-chatgpt-app): Enables interaction with the ChatGPT macOS app through AppleScript automation, allowing tools to send prompts via keyboard input simulation without switching interfaces.  (python) 

- [✅ exa-mcp-server](https://github.com/exa-labs/exa-mcp-server): A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.  (8 tools) (node) 

- [❌ mcp-browser-use](https://github.com/vinayak-mehta/mcp-browser-use): Enables web browsing capabilities for any MCP client through a simple command that leverages your existing LLM configuration without additional API costs.  (python) 

- [❌ web-ux-evaluator](https://github.com/operative-sh/web-eval-agent): Enables automated browser interactions for evaluating web application user experiences, capturing console logs and network requests to generate detailed usability reports and recommendations.  (python) 

- [✅ mcp-jinaai-reader](https://github.com/spences10/mcp-jinaai-reader): Extracts and processes web content for efficient parsing and analysis of online information  (1 tools) (node) 

- [❌ simple-tool-(website-fetcher)](https://github.com/myblockcities/mcp-server-heroku): Integrates with web servers to fetch and retrieve webpage content for analysis and processing tasks.  (python) 

- [❌ mcp-playwright-scraper](https://github.com/dennisgl/mcp-playwright-scraper): Leverages Playwright and BeautifulSoup to enable robust web scraping and content extraction, converting complex JavaScript-heavy web pages into high-quality Markdown with browser automation capabilities.  (python) 

- [✅ mcp-jinaai-grounding](https://github.com/spences10/mcp-jinaai-grounding): Integrates JinaAI's content extraction and analysis capabilities for web scraping, documentation parsing, and text analysis tasks.  (1 tools) (node) 

- [❌ webscraping-ai-mcp](https://github.com/webscraping-ai/webscraping-ai-mcp-server): Provides web scraping capabilities with proxy support, JavaScript rendering, and structured data extraction for robust web content retrieval and analysis.  (node) 

- [❌ uber-eats](https://github.com/ericzakariasson/uber-eats-mcp-server): Integrates with Uber Eats using browser automation to enable restaurant searches, menu exploration, and food order placement for applications requiring food delivery capabilities.  (python) 

- [❌ simple-website-fetcher](https://github.com/chrisboden/mcp_template): Fetches website content using Python and MCP, enabling web scraping and content analysis tasks  (python) 

- [❌ @nicholmikey/chrome-tools](https://github.com/nicholmikey/chrome-tools-mcp): Integrates with Chrome's DevTools Protocol to enable remote control of browser tabs, including JavaScript execution, screenshot capture, and network traffic monitoring.  (node) 





## Cloud Platforms



Integrate with cloud services to manage and interact with cloud infrastructure.



- [❌ alibabacloud-mcp-server](https://github.com/aliyun/alibaba-cloud-ops-mcp-server): Provides a bridge to Alibaba Cloud services for managing ECS instances, viewing resources, monitoring metrics, and configuring VPC networks through natural language commands  (python) 

- [❌ portainer-container-management](https://github.com/portainer/portainer-mcp): Provides a bridge between AI and Portainer container management platform, enabling environment monitoring, access control management, and stack deployment through Docker and Kubernetes API proxying  (go) 

- [❌ azure-cli](https://github.com/jdubois/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 their local credentials.  (java) 

- [✅ apisix-mcp](https://github.com/api7/apisix-mcp): Bridge LLMs with the APISIX Admin API to manage and analyze API gateway information.  (32 tools) (node) 

- [✅ @masonator/coolify-mcp](https://github.com/stumason/coolify-mcp): Integrates with Coolify to enable natural language management of servers, projects, applications, and databases through the Coolify API, allowing users to perform DevOps operations without leaving their conversation interface.  (5 tools) (node) 

- [❌ aws-labs](https://github.com/awslabs/mcp): Integrates with AWS services including Bedrock Knowledge Bases, Nova Canvas, Step Functions, Lambda, IAM, and Cost Explorer to enable enterprise workflows, cost analysis, infrastructure management, and generative AI use cases through multiple specialized servers with sample applications and deployment guides.  (python) 

- [❌ hetzner-cloud](https://github.com/dkruyt/mcp-hetzner): Integrates with Hetzner Cloud API to enable management of cloud infrastructure resources including servers, volumes, firewalls, and SSH keys for automated provisioning and infrastructure-as-code scenarios.  (python) 

- [❌ azure](https://github.com/mashriram/azure_mcp_server): Integrates with Azure Blob Storage and Cosmos DB to enable secure reading, manipulation, and querying of cloud data resources.  (python) 

- [❌ proxmox](https://github.com/rekklesna/proxmoxmcp-plus): Enables AI systems to manage Proxmox virtualization environments with tools for monitoring nodes, controlling virtual machines, tracking storage, and maintaining cluster health  (python) 

- [❌ awslabs.cdk-mcp-server](https://github.com/awslabs/mcp/tree/HEAD/src/cdk-mcp-server): Integration for AWS Cloud Development Kit (CDK) best practices, infrastructure as code patterns, and security compliance with CDK Nag.  (python) 

- [❌ azure-pricing](https://github.com/sboludaf/mcp-azure-pricing): Integrates with Microsoft's Azure Retail Prices API to provide service family listings, product filtering, and monthly cost calculations for cloud pricing analysis and budget planning workflows.  (python) 

- [❌ waldur](https://github.com/waldur/waldur-mcp-server): Integrates with Waldur's cloud management platform API to enable natural language-driven provisioning, monitoring, and billing of multi-provider cloud resources.  (python) 

- [❌ kubesphere](https://github.com/kubesphere/ks-mcp-server): Integrates with KubeSphere APIs to enable management of Kubernetes clusters, workspaces, users, and extensions through natural language commands without navigating the web console.  (go) 

- [❌ aws-cli](https://github.com/alexei-led/aws-mcp-server): Provides a lightweight bridge to AWS CLI, enabling command documentation retrieval and execution with Unix pipe support using existing AWS credentials on the host machine.  (python) 

- [❌ pure-storage-flashblade](https://github.com/jboothomas/pure-model-context-protocol): Integrates with Pure Storage FlashBlade arrays to enable real-time monitoring, troubleshooting, and resource management.  (python) 

- [❌ alibaba-cloud-dms](https://github.com/aliyun/alibabacloud-dms-mcp-server): Integrates with Alibaba Cloud's Data Management Service (DMS) API to provide unified metadata access and cross-engine data querying across diverse database ecosystems  (python) 

- [✅ akave-mcp-js](https://github.com/akave-ai/akave-mcp): Integrates with Akave's S3-compatible storage platform to manage buckets and objects, upload/download files, generate signed URLs, and handle file operations with automatic text cleaning for common formats.  (13 tools) (node) 

- [❌ aws-resources](https://github.com/baryhuang/mcp-server-aws-resources-python): Provides a Python-based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource management.  (python) 

- [❌ aws-lambda](https://github.com/danilop/mcp2lambda): Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing and external API integration.  (python) 

- [❌ aws-service-reference](https://github.com/mitchybawesome/sar-mcp): Integrates with AWS Service Reference API to provide real-time access to AWS service capabilities and API actions for developers and cloud architects.  (python) 

- [❌ digitalocean](https://github.com/luc-io/mcp-digitalocean-server): Integrates with DigitalOcean's API to enable automated server management, scaling, and infrastructure operations through natural language commands.  (python) 

- [✅ @osaas/mcp-server](https://github.com/eyevinnosc/mcp-server): EyevinnOSC's MCP server enables AI assistants to provision and manage vendor-independent cloud infrastructure for databases, storage, and media processing through an open source API.  (4 tools) (node) 

- [✅ @digitalocean/mcp](https://github.com/digitalocean/digitalocean-mcp): Integrates with DigitalOcean's cloud platform API to enable management of cloud resources, deployment of applications, and monitoring of infrastructure through natural language commands.  (32 tools) (node) 

- [❌ spring-application-advisor](https://github.com/cpage-pivotal/app-advisor-mcp): Integrates with Spring Application Advisor to provide insights and recommendations for optimizing Spring applications in Cloud Foundry environments.  (java) 

- [❌ amazon-s3](https://github.com/c4pt0r/mcp-server-s3): Provides a bridge to Amazon S3 storage services for listing buckets, browsing objects, retrieving file contents, uploading, downloading, and deleting files directly from conversations.  (python) 

- [❌ azure-resource-manager](https://github.com/tim10002/mcp-azresource): Integrates with Azure cloud services to enable resource listing, management, and cost analysis through service principal authentication and the Azure Cost Management API  (python) 

- [❌ argocd-mcp](https://github.com/akuity/argocd-mcp): Integrates with Argo CD to enable natural language management of Kubernetes GitOps applications, resources, and deployments without switching context from your assistant.  (node) 

- [❌ cloud-foundry](https://github.com/cpage-pivotal/cloud-foundry-mcp): Integrates with Cloud Foundry foundations to enable management of applications, services, and resources.  (java) 

- [❌ wildfly](https://github.com/wildfly-extras/wildfly-mcp): Integrates with WildFly application servers to enable monitoring, configuration, and management of server resources and performance.  (java) 

- [❌ kubevirt](https://github.com/lyarwood/kubevirt-mcp-server): Enables natural language management of virtual machines in Kubernetes environments through KubeVirt API, allowing users to list, start, and stop VMs without writing complex kubectl commands.  (go) 

- [❌ linode-mcp](https://github.com/komer3/linode-mcp): Provides a bridge to the Linode cloud infrastructure API, enabling developers to query and manage cloud resources through conversational interactions with external tools.  (python) 

- [❌ aws-ec2-pricing](https://github.com/trilogy-group/aws-pricing-mcp): Provides real-time AWS EC2 instance pricing data with powerful filtering capabilities for cost optimization and infrastructure planning  (python) 

- [❌ pipecd](https://github.com/warashi/mcp-server-pipecd): Connects Claude to PipeCD's continuous delivery platform, enabling monitoring of Kubernetes application deployments, configurations, and status without leaving the conversation context.  (go) 

- [❌ nvidia-brev](https://github.com/brevdev/brev-mcp): Bridges Nvidia Brev, enabling natural language control of workspaces, deployments, and cloud resources.  (python) 

- [❌ ucloud](https://github.com/wangrzneu/ucloud-mcp-server): Provides a bridge to the UCloud cloud computing platform, enabling developers to interact with cloud infrastructure through standardized tools for instance management, metrics retrieval, and resource status tracking.  (go) 

- [❌ openstack-commander](https://github.com/dragomiralin/openstack-mcp-server): Enables secure management of OpenStack infrastructure through natural language commands for server, project, flavor, and image operations via authenticated CLI interactions.  (java) 

- [❌ vmware-esxi](https://github.com/bright8192/esxi-mcp-server): Provides a RESTful API for complete VMware ESXi/vCenter environment management including VM lifecycle operations and real-time performance monitoring through pyVmomi integration  (python) 

- [❌ terraform-cloud](https://github.com/severity1/terraform-cloud-mcp): Integrates with Terraform Cloud API to enable natural language management of infrastructure through workspace and run operations including creation, updates, planning, and application.  (python) 

- [❌ aws-bedrock](https://github.com/davidshtian/mcp-on-aws-bedrock): Integrates AWS Bedrock, enabling natural language processing and task automation.  (python) 

- [❌ harvester-hci](https://github.com/starbops/harvester-mcp-server): Enables management of Harvester HCI clusters through a Go-based server that provides tools for handling both standard Kubernetes and Harvester-specific resources with human-readable output formatting.  (go) 

- [❌ box-mcp-server](https://github.com/hmk/box-mcp-server): Integrates with Box cloud storage to enable searching, reading, and processing of PDF and Word documents for applications like automated document analysis and content extraction.  (node) 

- [❌ pulumi-cloud-development](https://github.com/didlawowo/mcp-collection): Integrates with Pulumi's cloud development platform to streamline infrastructure-as-code operations for efficient cloud resource orchestration and deployment.  (python) 

- [❌ cloud-infrastructure-manager](https://github.com/rainhan99/cloud_manage_mcp_server): Provides unified cloud infrastructure management across AWS, DigitalOcean, Vultr, and Alibaba Cloud for creating virtual machines, configuring security groups, and handling DNS records through provider-specific modules that abstract underlying APIs.  (python) 

- [❌ gcp-mcp](https://github.com/henihaddad/gcp-mcp): Integrates with Google Cloud Platform to enable natural language management of cloud resources including compute, storage, networking, and databases through automated OAuth authentication.  (python) 

- [❌ vantage-cloud-cost-management](https://github.com/vantage-sh/vantage-mcp-server): Provides real-time cloud cost management data across multiple providers (AWS, Azure, etc.) for analyzing spending patterns, tracking budgets, detecting anomalies, and optimizing cloud infrastructure costs.  (go) 

- [❌ yourware-mcp](https://github.com/ai-zerolab/yourware-mcp): Enables direct uploading of web projects to yourware.so hosting platform without leaving your development environment  (python) 

- [✅ coolify-mcp-server](https://github.com/wrediam/coolify-mcp-server): Enables comprehensive Coolify infrastructure management by exposing tools for creating, deploying, and tracking servers, applications, and team resources with robust operational capabilities.  (26 tools) (node) 

- [❌ cloudstack](https://github.com/walteh/cloudstack-mcp): Enables natural language management of Apache CloudStack infrastructure, translating requests into API calls for VM deployment, resource management, and infrastructure operations without requiring direct API knowledge.  (go) 

- [✅ @felixallistar/coolify-mcp](https://github.com/felixallistar/coolify-mcp): Integrates with Coolify's deployment platform to manage self-hosted applications, databases, and infrastructure including 110+ one-click services, 8 database types, server connectivity validation, and environment variable handling.  (10 tools) (node) 

- [❌ arista-cloudvision](https://github.com/noredistribution/mcp-cvp-fun): Enables Claude to interact with Arista CloudVision for network management tasks including device inventory, system events, connectivity monitoring, and tag creation through conversational prompts.  (python) 

- [❌ aiven](https://github.com/aiven-open/mcp-aiven): Provides direct access to Aiven's cloud database and messaging services, enabling management of PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch infrastructure through the Aiven API.  (python) 

- [❌ @gannonh/firebase-mcp](https://github.com/gannonh/firebase-mcp): Enables Firebase Authentication, Firestore, and Storage operations for developers building applications that require seamless backend service integration.  (node) 

- [❌ aws-nova-canvas](https://github.com/yunwoong7/aws-nova-canvas-mcp): Bridges to Amazon's Nova Canvas image generation model through AWS Bedrock, enabling AI-powered image creation with configurable storage options.  (python) 

- [✅ aws-s3-mcp](https://github.com/samuraikun/aws-s3-mcp): Provides direct access to Amazon S3 storage for listing buckets, browsing objects, and retrieving file contents with automatic text extraction from PDFs and other file types.  (3 tools) (node) 

- [❌ kubernetes](https://github.com/stackloklabs/mkp): Integrates with Kubernetes clusters to manage resources, retrieve pod logs, execute commands in containers, and apply YAML manifests with configurable timeouts and rate limiting for DevOps automation and cluster monitoring.  (go) 

- [✅ @strowk/mcp-k8s](https://github.com/strowk/mcp-k8s-go): MCP server connecting to Kubernetes  (8 tools) (node) 

- [❌ kubernetes-mcp-server](https://github.com/manusa/kubernetes-mcp-server): Powerful and flexible Kubernetes MCP server implementation with additional features for OpenShift. Besides the typical CRUD operations on any Kubernetes resource, this implementation adds specialized features for Pods and other resources.  (go) 

- [❌ @cloudflare/mcp-server-cloudflare](https://github.com/cloudflare/mcp-server-cloudflare): MCP server for interacting with Cloudflare API  (node) 

- [❌ aws-cost-explorer-and-bedrock-usage-analytics](https://github.com/aarora79/aws-cost-explorer-mcp-server): Integrates with AWS Cost Explorer and CloudWatch to analyze cloud spending patterns and Bedrock model usage statistics for detailed cost monitoring and optimization.  (python) 

- [❌ modal](https://github.com/smehmood/modal-mcp-server): Enables AI systems to deploy and execute serverless applications in the cloud through Modal's platform, providing tools for application deployment and function execution with custom parameters.  (python) 

- [❌ gcp-mcp-server](https://github.com/enesbol/gcp-mcp): Enables developers to manage and interact with Google Cloud Platform resources like Compute Engine, Cloud Run, BigQuery, and Cloud Storage through a unified, tool-driven approach.  (python) 

- [❌ s3-tools](https://github.com/sofianhamiti/mcp-server-s3): Integrates with AWS S3 to enable bucket listing and management, facilitating cloud storage operations for applications requiring file organization or content delivery.  (python) 

- [❌ nutanix-prism-central](https://github.com/thunderboltsid/mcp-nutanix): Bridges to Nutanix's Prism Central API, enabling infrastructure teams to query and monitor virtualized resources like VMs, clusters, hosts, and networks without switching to the Prism web interface.  (go) 

- [✅ mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes): MCP server for managing Kubernetes clusters, enabling LLMs to interact with and control Kubernetes resources.  (21 tools) (node) 

- [❌ cloudzero](https://github.com/burkestar/cloudzero-mcp): Integrates with CloudZero's v2 API to enable direct querying of cloud cost data, dimensions, budgets, and insights for financial teams analyzing spending patterns and optimization opportunities.  (python) 

- [❌ ops-unikernel-platform](https://github.com/nanovms/ops-mcp): Integrates with the Ops unikernel platform to manage lightweight virtual machine instances, create new instances from images, and deploy packages directly into running unikernels for on-premises infrastructure automation.  (go) 

- [❌ nomad](https://github.com/kocierik/mcp-nomad): Provides a bridge to HashiCorp Nomad's cluster management capabilities, enabling job management, deployment tracking, namespace administration, node operations, and ACL management for infrastructure operations.  (go) 

- [❌ minio-object-storage](https://github.com/ucesys/minio-python-mcp): Enables direct access to MinIO object storage for listing buckets, browsing objects, retrieving content, and uploading files with automatic bucket creation when needed.  (python) 

- [❌ @niyogi/render-mcp](https://github.com/niyogi/render-mcp): Deployment-related tooling for Render.com.  (node) 

- [✅ cloudinary-mcp-server](https://github.com/yoavniran/cloudinary-mcp-server): Provides direct access to Cloudinary's Upload and Admin APIs for uploading, retrieving, searching, and managing digital media assets in your Cloudinary cloud.  (5 tools) (node) 

- [❌ qiniu-cloud-storage](https://github.com/qiniu/qiniu-mcp-server): Integrates with Qiniu Cloud to provide object storage management, CDN operations, and image processing capabilities for applications that need to handle cloud-stored assets or perform on-the-fly image transformations  (python) 

- [❌ aws-resource-manager](https://github.com/rishikavikondala/mcp-server-aws): Manage AWS S3 and DynamoDB resources.  (python) 

- [❌ azure-impact-reporter](https://github.com/chand45/mcp-server-azure-impact-reporting): Enables AI to report Azure infrastructure issues by authenticating with Azure credentials and submitting standardized workload impact reports through the Azure Management API  (python) 

- [❌ kubeblocks-cloud](https://github.com/apecloud/kb-cloud-mcp-server): Enables querying and managing KubeBlocks Cloud resources including organizations, environments, instances, and backups via the KB Cloud API for automated database operations.  (go) 

- [❌ windows-365-cloud-pc](https://github.com/complexdevel/mcp-cloud-pc): Integrates with Windows 365 Cloud PC Management API to enable listing and managing cloud PCs in a tenant environment through Microsoft Graph authentication and JSON-formatted data retrieval  (python) 

- [❌ modal-(serverless-python)](https://github.com/flux159/mcp-server-modal): Integrates with Modal's serverless platform to deploy and execute Python scripts in the cloud, enabling efficient distributed computing and data processing.  (python) 

- [✅ mcp-server-esa](https://github.com/aliyun/mcp-server-esa): Provides a bridge to Alibaba Cloud's Edge Security Acceleration service for managing edge routines, deployments, routes, and sites through authenticated API operations.  (23 tools) (node) 

- [✅ aliyun-mcp-server](https://github.com/nailuogg/aliyun-mcp-server): Integrates with Alibaba Cloud services to query and filter SLS logs, with future support for ECS instance management and serverless function deployment.  (1 tools) (node) 

- [❌ kubernetes-pilot](https://github.com/bourbonkk/k8s-pilot): Enables AI to manage Kubernetes clusters through a comprehensive set of tools for contexts, namespaces, pods, deployments, services, and other resources with optimized performance and context-aware operations.  (python) 

- [✅ @netlify/mcp](https://github.com/netlify/netlify-mcp): Integrates with Netlify's platform for complete site management including project operations, deployments with zip uploads, team administration, extension configuration, and documentation access across hosting, build, and collaboration workflows.  (6 tools) (node) 





## Code Execution



Run code securely, perfect for coding agents and AI-driven programming tasks.



- [❌ mcp-python-interpreter](https://github.com/yzfly/mcp-python-interpreter): Provides a secure Python execution environment with isolated working directories, enabling code execution, file operations, and package management for development, data analysis, and educational tasks.  (python) 

- [❌ python-run](https://github.com/topherbc/python-run-mcp): Provides a RESTful API for remote execution of Python code snippets.  (python) 

- [❌ python-local](https://github.com/alec2435/python_mcp): Provides an interactive Python REPL environment for executing code within conversations, maintaining separate state for each session and supporting both expressions and statements.  (python) 

- [❌ basilisp-nrepl](https://github.com/cat-state/nrepl-mcp): Bridges Anthropic's Model Control Protocol with Basilisp's nREPL server, enabling direct execution of Basilisp code, documentation retrieval, namespace exploration, and Python interoperability.  (python) 

- [❌ docker-sandbox](https://github.com/tsuchijo/sandbox-mcp): Creates isolated Docker environments for executing code in multiple languages, with persistent containers and Dockerfile generation for reproducible setups.  (python) 

- [❌ sympy-calculator](https://github.com/611711dark/mcp_calculate_server): Provides symbolic mathematics capabilities through a Python-based server that leverages SymPy for complex calculations, equation solving, and mathematical manipulation.  (python) 

- [❌ gru-sandbox](https://github.com/babelcloud/gbox): Secure, self-hostable sandbox for running Python, TypeScript, and Bash code in isolated Docker containers with automatic resource management for local command execution.  (go) 

- [❌ dafny-verifier](https://github.com/namin/dafny-mcp): Integrates with Dafny to verify code correctness through analysis of formal specifications and proofs.  (python) 

- [✅ @riza-io/riza-mcp](https://github.com/riza-io/riza-mcp): Provides a secure bridge between LLMs and Riza's isolated code interpreter API, enabling writing, saving, editing, and executing code safely in a sandboxed environment with persistent tool management across conversations.  (6 tools) (node) 

- [❌ safe-local-python-executor](https://github.com/maxim-saplin/mcp_safe_local_python_executor): Wraps LocalPythonExecutor from HuggingFace's smolagents framework. The runtime combines the ease of setup (compared to docker, VM, cloud runtimes) while providing safeguards and limiting operations/imports that are allowed inside the runtime.  (python) 

- [❌ docker-executor](https://github.com/zaycruz/docker_mcp): Provides a secure Docker-based environment for executing code in isolated containers, enabling safe running of commands and scripts in any language with robust error handling and resource management.  (python) 

- [❌ jupyter-notebook-bridge](https://github.com/bitrsky/jupyter_mcp_server): Provides a bridge between Jupyter notebooks and AI systems, enabling code execution, markdown creation, and Earth data interaction through specialized tools and kernel manipulation.  (python) 

- [❌ glyph](https://github.com/benmyles/glyph): Extracts code symbols from multiple programming languages using tree-sitter parsing to generate structured outlines with functions, classes, variables, and hierarchical relationships at configurable detail levels.  (go) 

- [❌ @yepcode/mcp-server](https://github.com/yepcode/mcp-server-js): Enables secure execution of LLM-generated scripts and processes in isolated environments with environment variable management for teams needing to run code directly from AI assistants.  (node) 

- [❌ prolog](https://github.com/snoglobe/prolog_mcp): Bridges AI systems with Prolog's logical programming capabilities through tools for executing programs, running time-limited queries, and exploring available predicates.  (go) 

- [❌ livecode.ch](https://github.com/namin/livecode-mcp): Executes code snippets from GitHub repositories on io.livecode.ch's backend, enabling live code execution across various languages and frameworks without local setup.  (python) 

- [❌ isolator](https://github.com/ompragash/isolator-mcp): Provides secure code execution for Python, Go, and JavaScript through Docker containerization with network isolation, read-only filesystems, and resource limits for safely running user-provided code in sandboxed environments.  (go) 

- [❌ matlab](https://github.com/tsuchijo/matlab-mcp): Integrates MATLAB's numerical computing capabilities, enabling execution of MATLAB scripts and functions for data analysis, signal processing, and visualization.  (python) 

- [❌ mcp-python](https://github.com/hdresearch/mcp-python): Provides a persistent Python execution environment for interactive code development, data analysis, and rapid prototyping.  (python) 

- [✅ mcp-llm](https://github.com/sammcj/mcp-llm): Integrates with LlamaIndexTS to provide access to various LLM providers for code generation, documentation writing, and question answering tasks  (4 tools) (node) 

- [❌ jupyter_mcp_server](https://github.com/datalayer/jupyter-mcp-server): Integrates Jupyter notebooks with MCP to enable code execution, content manipulation, and interactive data exploration within notebook environments.  (python) 

- [❌ mcp-server-make](https://github.com/wrale/mcp-server-make): Integrates with make to enable execution of Makefile targets, automating build processes and development tasks for software projects.  (python) 

- [❌ web-and-python-sandbox](https://github.com/tcpipuk/mcp-server): Provides web content access and Python code execution in a sandboxed environment, enabling information verification and working code demonstrations through containerized tools with appropriate security constraints.  (python) 

- [❌ daytona-python-interpreter](https://github.com/nibzard/daytona-mcp-interpreter): Integrates with Daytona's secure Python execution environment to enable isolated code running and workspace management for testing and educational purposes.  (python) 

- [❌ python-sandbox](https://github.com/johanli233/mcp-sandbox): Provides a secure sandbox environment for executing Python code within isolated Docker containers, enabling safe code testing with resource limits, package installation, and file operations through a RESTful API.  (python) 

- [❌ code-sandbox](https://github.com/chrishayuk/mcp-code-sandbox): Provides secure, isolated Python code execution environments with modular architecture for running untrusted code, testing solutions, generating visualizations, and performing file operations through multiple backend options including E2B and Firecracker microVMs.  (python) 

- [❌ docker-code-sandbox](https://github.com/svngoku/mcp-docker-code-interpreter): Provides a secure Docker-based sandbox for executing Python code with resource limits and proper isolation, enabling safe execution of untrusted code for data analysis and algorithm testing.  (python) 

- [❌ python-repl](https://github.com/lyuhau/claude-mcp-repl): Provides a Python REPL server for executing code and shell commands, enabling complex data analysis and system administration tasks.  (python) 

- [❌ container-sandbox](https://github.com/54rt1n/container-mcp): Provides a secure, sandboxed environment for executing code, running commands, accessing files, and performing web operations through multi-layered isolation including containers, AppArmor, and Firejail.  (python) 





## Coding Agents



AI tools that can autonomously read, write, and execute code to solve programming tasks.



- [❌ consulting-agents](https://github.com/matthewpdingle/consulting-agents-mcp): Enables Claude Code to consult with multiple expert coding agents powered by OpenAI's o3-mini and Claude 3.7 Sonnet for enhanced problem analysis and diverse model perspectives  (python) 

- [❌ python-code-analyzer](https://github.com/seanivore/mcp-code-analyzer): Analyzes Python code structure, complexity, and dependencies using parsing tools to provide insights for automated quality checks and code reviews.  (python) 

- [❌ codealive](https://github.com/codealive-ai/codealive-mcp): Provides a bridge to CodeAlive's platform for semantic code search, repository exploration, and context-aware chat completions that leverage deep understanding of entire codebases including documentation and dependencies.  (python) 

- [❌ @jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server): Connects to LeetCode's programming platform for accessing problem descriptions, searching by tags and difficulty, retrieving user profiles, and viewing community solutions to enhance algorithm learning and contest preparation.  (node) 

- [❌ hide-(headless-ide)](https://github.com/hide-org/hide-mcp): Integrates Hide's capabilities to enable agentic work on code in a headless environment.  (python) 

- [❌ gopls](https://github.com/hloiseaufcms/mcp-gopls): Bridges the Go Programming Language Server (gopls) with AI systems, enabling advanced code analysis, navigation, completion, and diagnostic capabilities for Go projects.  (go) 

- [❌ typescript-mcp](https://github.com/mizchi/typescript-mcp): Provides TypeScript/JavaScript code analysis and refactoring capabilities using ts-morph, enabling intelligent code transformations with symbol renaming, file moving with import path corrections, cross-file reference updates, type signature analysis, and module dependency exploration across entire codebases.  (node) 

- [❌ a2amcp-sdk](https://github.com/webdevtodayjason/a2amcp): Coordinates multiple AI agents working on shared codebases through Redis-backed infrastructure that provides real-time messaging, file locking to prevent simultaneous edits, interface sharing for type definitions, and distributed task management across parallel development sessions.  (python) 

- [❌ aider](https://github.com/sengokudaikon/aider-mcp-server): Enables file editing, creation, code extraction, and git operations directly within conversations through tools like edit_files, create_files, and git_status.  (python) 

- [❌ @jetbrains/mcp-proxy](https://github.com/jetbrains/mcp-jetbrains): Interact with JetBrains IDEs for code analysis and development tasks.  (node) 

- [❌ perplexity-ai](https://github.com/sengokudaikon/mcp-perplexity): Integrates with Perplexity AI to provide coding assistance and maintain persistent conversations through ask_perplexity for technical solutions and chat_perplexity for context-aware interactions with SQLite-backed history.  (python) 

- [✅ mcp-neovim-server](https://github.com/bigcodegen/mcp-neovim-server): Integrates Claude Desktop with Neovim, enabling AI-enhanced coding assistance within the familiar Vim environment through direct interaction with buffers and commands.  (19 tools) (node) 

- [❌ autogen](https://github.com/dynamicendpoints/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.  (python) 

- [❌ mcp-perplexity](https://github.com/daniel-lxs/mcp-perplexity): Integrates with Perplexity API to provide expert programming assistance and persistent chat capabilities for developers and teams.  (python) 

- [❌ mcp-server-code-assist](https://github.com/abhishekbhakat/mcp_server_code_assist): Enables code modification and generation tasks through file operations, search-and-replace, and version control integration for automated refactoring and codebase maintenance.  (python) 

- [❌ compiler-explorer-mcp](https://github.com/torshepherd/compiler-explorer-mcp): Connects to Compiler Explorer API for listing programming languages, retrieving available compilers, and compiling source code with customizable options, enabling developers to compare compiler behaviors and explore language features without context switching.  (python) 

- [❌ ultimatecoder](https://github.com/m-ahmed-elbeskeri/ultimatecodermcp): FastMCP server that enables comprehensive file system operations, code modifications, process management, and static analysis for automated code maintenance and refactoring tasks.  (python) 

- [❌ serena](https://github.com/oraios/serena): Provides intelligent code analysis and manipulation across multiple programming languages through language server protocols, enabling developers to explore, understand, and refactor complex codebases.  (python) 

- [❌ python-code-explorer](https://github.com/hesiod-au/python-mcp): Builds a graph of Python code relationships to intelligently navigate codebases, prioritize relevant sections, and include README files while staying within token limits.  (python) 

- [❌ langgraph-coding-team](https://github.com/danmas0n/multi-agent-with-mcp): Create coding agents to generate implementation options.  (python) 

- [❌ codechecker](https://github.com/jacklandis29/codechecker-mcp): Integrates with Cursor IDE to provide real-time code review capabilities, leveraging GPT models for intelligent analysis and specific improvement suggestions.  (python) 

- [❌ magi-code-review](https://github.com/miki-hoshizaki/mcp-magi): Orchestrates code reviews through a distributed framework of three specialized agents (Melchior, Balthasar, and Casper) that evaluate submissions and deliver majority-rule verdicts on code quality.  (python) 

- [❌ aider-multi-coder](https://github.com/eiliyaabedini/aider-mcp): Provides a bridge between Aider pair programming tool and AI models, enabling parallel execution of multiple coding tasks with configurable file access permissions and comprehensive error handling.  (python) 

- [❌ kontxt](https://github.com/reyneill/kontxt): Provides AI-driven codebase analysis by connecting to local repositories and using Gemini 2.0 Flash's 1M input window to generate context based on user queries without manual indexing.  (python) 

- [❌ nuanced](https://github.com/mattmorgis/nuanced-mcp): Provides code analysis capabilities using the nuanced library, offering tools for initializing code graphs, exploring function call relationships, analyzing dependencies, and assessing the impact of code changes.  (python) 

- [❌ deepview-mcp](https://github.com/ai-1st/deepview-mcp): Enables AI-powered code analysis by loading entire codebases into Gemini's large context window, allowing developers to query and understand complex repositories through natural language interactions.  (python) 

- [❌ claude-code](https://github.com/sdglbl/mcp-claude-code): Enables Claude to execute code-related tasks through direct tools for code understanding, modification, command execution, and file operations with proper security controls.  (python) 

- [❌ code-analysis](https://github.com/saiprashanths/code-analysis-mcp): Integrates code analysis with scraping capabilities to enable code review, static analysis, and automated refactoring suggestions for development teams.  (python) 

- [❌ strands-agents](https://github.com/imgaray/strands-agents-mcp): Server that enables execution of Strands agents through a plugin architecture, automatically discovering and registering plugins for seamless integration with existing workflows.  (python) 

- [❌ codesavant-coding-assistant](https://github.com/twolven/mcp-codesavant): Provides a robust code management and execution interface for reading, writing, versioning, and running code across multiple projects and languages.  (python) 

- [❌ codeforces](https://github.com/mohamed-hanfy/codeforces-mcp): Integrates with Codeforces competitive programming platform to retrieve contest information, user profiles, submission histories, and rating changes for performance analysis and contest preparation.  (python) 

- [❌ code-expert-review](https://github.com/tomsiwik/mcp-experts): Provides expert-level code review through simulated personas like Martin Fowler and Uncle Bob, offering refactoring suggestions and clean code recommendations based on established software engineering principles.  (python) 





## Command Line



Run shell commands and interact with command-line tools easily.



- [✅ mcp-shell](https://github.com/hdresearch/mcp-shell): An MCP server for your shell  (1 tools) (node) 

- [❌ command-line](https://github.com/andresthor/cmd-line-mcp): Safely run command-line arguments for Unix/macOS systems.  (python) 

- [❌ mcp-shell-server](https://github.com/tumf/mcp-shell-server): Execute whitelisted shell commands on the host system via asyncio.  (python) 

- [❌ my-mac](https://github.com/zhongmingyuan/mcp-my-mac): Provides AI with real-time Mac system information through a lightweight local server that safely executes verified commands for hardware specs, configuration, and resource usage data.  (python) 

- [❌ server](https://github.com/mccartykim/honk_mcp): Provides a simple text-to-speech interface for MacOS using the built-in 'say' command, enabling voice output for AI models.  (python) 

- [❌ wcgw](https://github.com/rusiaaman/wcgw/tree/HEAD/src/wcgw/client/mcp_server): Access shell and filesystem in order to automate tasks and run code  (python) 

- [✅ @steipete/macos-automator-mcp](https://github.com/steipete/macos-automator-mcp): Automates macOS tasks through AppleScript and JavaScript for Automation with a rich library of pre-defined scripts for application control, file operations, and system interactions.  (2 tools) (node) 

- [✅ @steipete/peekaboo-mcp](https://github.com/steipete/peekaboo): Enables macOS screen capture and window management with tools for taking screenshots, analyzing images, and controlling application windows  (3 tools) (node) 

- [✅ mcp-server-siri-shortcuts](https://github.com/dvcrn/mcp-server-siri-shortcuts): Integrates with macOS Shortcuts to dynamically expose and execute user-defined automation workflows through generated tools.  (3 tools) (node) 

- [❌ networkmanager-(nmstate)](https://github.com/rajeshrah22/nmstate-mcp): Integrates with Linux NetworkManager through libnmstate library to query current network interface configurations and apply declarative YAML-based network state changes for system administration and troubleshooting.  (python) 

- [❌ script-tool](https://github.com/nguyenvanduocit/script-mcp): Provides a secure, cross-platform command line script execution tool with built-in protections like timeout handling, output capture, and environment validation for safe remote script running across different operating systems.  (go) 

- [❌ terminal](https://github.com/theailanguage/terminal_server): Enables execution of shell commands within a designated workspace directory, capturing both standard output and error streams for file operations, script running, and command-line tool interactions directly from conversations.  (python) 

- [❌ mcp-server-macos-defaults](https://github.com/g0t4/mcp-server-macos-defaults): Enables interaction with macOS system preferences via the 'defaults' command for querying and modifying configurations.  (python) 

- [❌ mcp-server-ssh-rails-runner](https://github.com/tadasant/mcp-server-ssh-rails-runner): Enables safe remote execution of Rails console commands via SSH for efficient data operations and administrative tasks on production Rails applications.  (node) 

- [❌ shell-command-executor](https://github.com/sonirico/mcp-shell): Provides a secure interface for executing controlled shell commands with comprehensive security features including allowlists, pattern-based blocking, timeouts, and output limits defined in YAML configuration.  (go) 

- [❌ terminal-controller](https://github.com/gongrzhe/terminal-controller-mcp): Enables secure terminal command execution, directory navigation, and file system operations across Windows and UNIX-based systems, with built-in security measures to prevent dangerous operations.  (python) 

- [❌ mcp-kubernetes-server](https://github.com/feiskyer/mcp-kubernetes-server): Enables direct Kubernetes cluster management through kubectl command execution, providing a bridge for real-time resource administration within conversations.  (python) 

- [❌ homebrew](https://github.com/jeannier/homebrew-mcp): Exposes Homebrew package management commands as individual tools for installing, uninstalling, searching, upgrading, and maintaining macOS development environments through direct brew command execution.  (python) 

- [❌ kubernetes-eye](https://github.com/wenhuwang/mcp-k8s-eye): Kubernetes management tool that connects to clusters to list, analyze, and manipulate pods, execute container commands, and retrieve logs directly through conversation interfaces.  (go) 

- [❌ windows-desktop-control](https://github.com/cursortouch/windows-mcp): Enables AI to control Windows desktop applications through UIAutomation and PyAutoGUI, providing capabilities for launching programs, executing commands, and performing mouse/keyboard actions with tree-based UI element identification.  (python) 

- [❌ terminal-shell](https://github.com/mark-oori/mcpserve): Enables AI to execute shell commands in containerized environments through a lightweight server with configurable authentication and SSE transport for seamless terminal interaction.  (python) 

- [❌ mcpshell](https://github.com/inercia/mcpshell): Provides a secure bridge between language models and operating system commands through a configurable YAML interface with constraint-based security, multiple sandboxing options, and robust error handling.  (go) 

- [❌ cli-mcp-server](https://github.com/mladensu/cli-mcp-server): Execute shell commands with strict security policies.  (python) 

- [❌ terminal-control](https://github.com/sichang824/mcp-terminal): Provides a cross-platform terminal control server that executes shell commands and retrieves terminal information, with specialized support for macOS environments including AppleScript and iTerm2 integration.  (python) 

- [❌ ssh-tools](https://github.com/lightfate/ssh-tools-mcp): Provides a secure SSH interface for connecting to remote servers, executing commands, and maintaining persistent sessions throughout conversations for system administration and server management tasks.  (python) 

- [❌ macos-gui-control](https://github.com/atharva-gundawar/macos_gui): Enables AI assistants to control macOS applications by capturing screenshots, identifying UI elements, and automating mouse and keyboard actions through the macOS accessibility framework.  (python) 

- [❌ phone-mcp](https://github.com/hao-cyber/phone-mcp): Enables remote control of Android phones through ADB commands for making calls, sending texts, taking screenshots, managing contacts, launching apps, and retrieving system information.  (python) 

- [❌ unix-manual](https://github.com/tizee/mcp-unix-manual): Provides Unix command documentation, including help pages, man pages, and usage information, enabling retrieval and exploration of system commands within conversations.  (python) 

- [❌ cli-executor](https://github.com/0xbruno/mcpexec): Provides a tool for executing local CLI commands asynchronously using FastMCP and asyncio, handling command arguments securely and offering error handling for failed commands.  (python) 

- [❌ systemctl](https://github.com/lalanikarim/systemctl-mcp-server): Bridges Claude with systemd services, enabling direct management of system services through a FastMCP server that communicates using Server-Sent Events.  (python) 

- [❌ pty-terminal](https://github.com/qododavid/pty-mcp): Provides a stateful terminal interface for maintaining session context and executing complex, multi-step operations across multiple interactions.  (python) 

- [❌ jarvis](https://github.com/can-acar/jarvis): Go-based system administration server that provides secure filesystem operations, terminal command execution, web content fetching, and multi-file editing with configurable security controls including directory restrictions, command blocking, and backup mechanisms.  (go) 

- [❌ scrapli-network-automation](https://github.com/carlmontanari/scrapli-mcp): Integrates the Scrapli network automation library to enable SSH command execution on Cisco IOS XE devices for network configuration and troubleshooting tasks  (python) 

- [❌ llmbasedos](https://github.com/iluxu/llmbasedos): Secure Arch Linux gateway that bridges LLMs with local system capabilities through specialized servers for file system, email, sync, and agent operations without exposing sensitive information  (python) 

- [✅ mcp-server-commands](https://github.com/g0t4/mcp-server-commands): MCP server enabling LLMs to execute shell commands and run scripts through various interpreters with built-in safety controls.  (1 tools) (node) 

- [❌ apple-macos-native-applications](https://github.com/jxnl/python-apple-mcp): Enables AI interaction with macOS native applications through AppleScript for tasks like managing contacts, notes, emails, reminders, calendar events, and maps navigation  (python) 

- [❌ terminal-task-tracker](https://github.com/mryanmyn/task-manager-mcp): Terminal-based task management system that enables creating, updating, and organizing tasks by priority and status while developing structured project plans with ordered steps.  (python) 

- [❌ perplexity-advanced-mcp](https://github.com/code-yeongyu/perplexity-advanced-mcp): Command-line interface for interacting with Perplexity and OpenRouter APIs, supporting both simple queries and complex file attachments with easy provider switching through a containerized Docker implementation.  (python) 

- [❌ shell-history](https://github.com/rajpdus/mcp-histfile): Powerful shell command history exploration tool that allows searching, retrieving, and programmatically accessing past shell commands across different environments like Bash and Zsh.  (python) 

- [❌ cua-mcp-server](https://github.com/trycua/cua/tree/HEAD/libs/mcp-server): Enables LLMs to run Computer-Use Agent (CUA) workflows on Apple Silicon macOS.  (python) 

- [❌ command-executor](https://github.com/cnosuke/mcp-command-exec): Enables secure remote command execution with robust security controls like command allowlisting, direct command invocation without shell access, and strict environment management for controlled system interactions.  (go) 

- [❌ shell-mcp-server](https://github.com/blazickjp/shell-mcp-server): Integrates with the local shell environment to enable execution of system commands, file operations, and retrieval of system information for task automation and system management.  (python) 

- [❌ claude-c2](https://github.com/dmcxblue/claude-c2): Command and control framework that enables secure remote system administration through a Python server and PowerShell client, maintaining task tracking in SQLite for efficient execution and reporting.  (python) 

- [❌ tmux](https://github.com/lox/tmux-mcp-server): Enables terminal session management through tmux with tools for creating sessions, sending commands and keystrokes, capturing screen content, and managing session lifecycles for system administration, development workflows, and terminal-based application interactions.  (go) 

- [❌ macos-notification-mcp](https://github.com/devizor/macos-notification-mcp): Enables macOS system notifications, banner alerts, and text-to-speech capabilities with customizable parameters like voice selection and speech rate.  (python) 

- [❌ terminal-session](https://github.com/dwrtz/mcpterm): Provides stateful, TUI-compatible terminal sessions for executing commands and running interactive applications, enabling persistent interaction with command-line interfaces and programs.  (go) 

- [❌ powershell-exec](https://github.com/dfinke/mcp-powershell-exec): Enables real-time execution of PowerShell scripts through a lightweight Python server, bridging AI tools with PowerShell functionality for data analysis, Windows task automation, and module interaction.  (python) 

- [❌ hyprland](https://github.com/stefanoamorelli/hyprmcp): Provides direct control over Hyprland window manager functionality, enabling natural language commands for managing monitors, workspaces, windows, and configuration settings without leaving conversation context.  (python) 

- [❌ android-automation](https://github.com/cursortouch/android-mcp): Provides direct automation and control of Android devices through uiautomator2, enabling clicking, swiping, typing, and UI element inspection for mobile app testing and automation workflows.  (python) 

- [❌ mcp-windows](https://github.com/secretiveshell/mcp-windows): Enables AI to control Windows system functions including media playback, notifications, window management, screenshots, monitor control, theme changes, clipboard access, and file operations.  (python) 

- [❌ lilith-shell](https://github.com/charles-adedotun/lilith-shell): Enables secure execution of terminal commands with configurable working directories and timeout protection, capturing stdout, stderr, and exit codes for system operations and development tools.  (python) 

- [❌ secure-shell-executor](https://github.com/diegofornalha/mcp-shell-server): Provides a secure way to execute shell commands with robust validation, whitelisting, and timeout handling through an asyncio-powered Python implementation.  (python) 

- [❌ mcp-server-shell](https://github.com/odysseus0/mcp-server-shell): Enables secure execution of shell commands on host systems for tasks like system diagnostics, file manipulation, and automation.  (python) 





## Communication



Connect with messaging platforms to manage chats and interact with team tools.



- [❌ interaction-mcp](https://github.com/danielzhao1990/interaction-mcp): Enables high-frequency communication between users and AI tools through multiple interface options, providing option selection and information requests to improve interaction efficiency by confirming approaches before execution.  (python) 

- [❌ slack-conversations](https://github.com/korotovsky/slack-mcp-server): Bridges AI with Slack's messaging platform, enabling access to conversation history from channels through secure authentication and flexible transport modes.  (go) 

- [❌ weibo](https://github.com/qinyuanpei/mcp-server-weibo): Bridges to China's Weibo social media platform, enabling user search, profile retrieval, and post extraction through the mobile API with pagination support for monitoring trends and researching content.  (python) 

- [❌ didlogic_mcp](https://github.com/userad/didlogic_mcp): Provides a natural language interface to DIDLogic telecommunications API for managing SIP accounts, phone numbers, call history, and billing information through specialized VoIP administration tools.  (python) 

- [❌ google-workspace](https://github.com/taylorwilsdon/google_workspace_mcp): Integrates with Google Workspace to enable seamless interaction with Gmail, Drive, Docs, and Calendar for searching emails, retrieving messages, managing events, and manipulating documents without context switching.  (python) 

- [✅ @enescinar/twitter-mcp](https://github.com/enescinr/twitter-mcp): Interact with X (Twitter) by posting tweets and searching for tweets through the X API.  (2 tools) (node) 

- [❌ imessage](https://github.com/shirhatti/mcp-server-imessage): Integrates with Apple's iMessage platform to enable sending and receiving messages.  (python) 

- [❌ mcp-email-server](https://github.com/ai-zerolab/mcp-email-server): Integrates with email providers to enable sending and receiving emails, automating workflows and managing communications via IMAP and SMTP functionality.  (python) 

- [❌ voice-mcp](https://github.com/mbailey/voicemode): Enables two-way voice conversations through multiple transport methods including local microphone recording and LiveKit room-based communication, with configurable STT/TTS services and automatic transport fallback for creating voice-enabled applications.  (python) 

- [❌ whatsapp-bridge](https://github.com/lharries/whatsapp-mcp): Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while keeping all data stored locally on your device.  (go) 

- [❌ dingtalk](https://github.com/wllcnm/dingding-mcp): Provides integration with the DingTalk API, enabling easy deployment and scaling of services like chatbots and data processing pipelines.  (python) 

- [❌ twilio-sms](https://github.com/gabriel-paulos/twilio-mcp-python): Integrates with Twilio to enable sending SMS messages and retrieving message logs through a FastMCP framework with phone validation and authentication.  (python) 

- [❌ outlook-email-processor](https://github.com/cam10001110101/mcp-server-outlook-email): Integrates with Outlook to provide email processing, semantic search, and metadata storage capabilities using MongoDB and SQLite, enabling advanced analysis and retrieval of email data in Windows environments.  (python) 

- [❌ microsoft-teams](https://github.com/inditextech/mcp-teams-server): Integrates with Microsoft Teams to enable reading messages, creating threads, replying to messages, and mentioning team members through Azure bot credentials.  (python) 

- [❌ @chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp): Bridges AI with Telegram to enable monitoring, organizing, and responding to messages through account access, dialog management, and conversation handling capabilities  (node) 

- [❌ facebook-pages-manager](https://github.com/hagaihen/facebook-mcp-server): Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.  (python) 

- [❌ mcp-wechat-moments](https://github.com/geminiwen/mcp-wechat-moments): Enables publishing content to WeChat Moments on macOS through AppleScript automation and mouse event emulation, providing a server interface for social media management workflows.  (python) 

- [❌ x-twitter-mcp](https://github.com/rafaljanicki/x-twitter-mcp-server): Provides a bridge between Twitter's API and conversational interfaces, enabling comprehensive platform interaction including profile management, tweet operations, timeline access, and search functionality.  (python) 

- [❌ vonage-assist](https://github.com/micahman33/vonageaicodeassist): Integrates with Vonage APIs to provide targeted documentation search and retrieval for developers implementing communication features like SMS, voice, verification, and video.  (python) 

- [❌ discord](https://github.com/koladev32/mcp-discord-chat): Integrates Discord chat, enabling message sending and reading.  (python) 

- [✅ @prathamesh0901/zoom-mcp-server](https://github.com/prathamesh0901/zoom-mcp-server): Provides a bridge between Zoom API and virtual meeting management, enabling creation, updating, deletion, and fetching of meetings without navigating the Zoom interface or handling authentication flows.  (4 tools) (node) 

- [❌ instagram-direct-messages](https://github.com/trypeggy/instagram_dm_mcp): Integrates with Instagram Direct Messages to enable sending messages, managing chat threads, handling message requests, and converting between usernames and user IDs for social media automation and customer service workflows.  (python) 

- [❌ notmuch-sendmail](https://github.com/runekaagaard/mcp-notmuch-sendmail): Integrates Notmuch email management with sendmail functionality to enable email composition, searching, and sending capabilities.  (python) 

- [❌ headless-gmail](https://github.com/baryhuang/mcp-headless-gmail): Enables headless Gmail access by separating credential storage from implementation, allowing clients to complete OAuth flows independently and pass credentials as context for email operations in containerized environments.  (python) 

- [❌ wecom](https://github.com/gotoolkits/mcp-wecombot-server): Integrates WeCom group messaging, enabling automated sending of diverse message types and file uploads for streamlined team communication and notifications.  (go) 

- [❌ chatgpt-responses](https://github.com/billster45/mcp-chatgpt-responses): Bridges Claude Desktop with ChatGPT API, enabling direct access to standard ChatGPT interactions and web search-enabled queries with conversation continuity through response IDs.  (python) 

- [❌ instagram-dm-mcp](https://github.com/taskmaster-ai/insta-mcp): Enables reading and sending Instagram direct messages through a Python server that authenticates with Instagram cookies and provides tools for retrieving recent conversations and sending new messages.  (node) 

- [❌ microsoft-365](https://github.com/elyxlz/microsoft-mcp): Integrates with Microsoft 365 services including Outlook, Calendar, OneDrive, and Contacts to enable email management, calendar operations, file handling, and contact management with multi-account authentication and advanced search capabilities.  (python) 

- [❌ migadu-mcp](https://github.com/michaelzag/migadu-mcp): Integrates with Migadu's email hosting API to manage mailboxes, aliases, identities, and rewrite rules with bulk operations, password resets, and autoresponder configuration.  (python) 

- [✅ mcp-mailtrap](https://github.com/railsware/mailtrap-mcp): Enables sending transactional emails through the Mailtrap Email API.  (1 tools) (node) 

- [❌ mcp-communicator-telegram](https://github.com/qpd-v/mcp-communicator-telegram): Enables real-time communication with Telegram users via bots, supporting asynchronous messaging and secure chat interactions.  (node) 

- [✅ resend-mcp](https://github.com/hawstein/resend-mcp): Enables AI to compose and send emails through the Resend API with customizable sender addresses, reply-to fields, and scheduled delivery options  (1 tools) (node) 

- [❌ google-calendar](https://github.com/itworkonline/googlecalendarmcp): Integrates with Google Calendar to enable event creation with customizable parameters including time, description, location, attendees, and timezone through OAuth authentication and API interaction.  (python) 

- [✅ voyp-mcp](https://github.com/paulotaylor/voyp-mcp): Integrates with VOYP API to enable automated call handling, routing, and intelligent voice responses for enhanced call center operations.  (7 tools) (node) 

- [❌ onesignal](https://github.com/weirdbrains/onesignal-mcp): Integrates with OneSignal to manage push notifications, emails, and SMS across multiple applications with support for device management, segmentation, and template operations.  (python) 

- [❌ @gongrzhe/server-gmail-autoauth-mcp](https://github.com/gongrzhe/server-gmail-autoauth-mcp): Gmail MCP server with auto authentication support  (node) 

- [✅ x-com-mcp-server](https://github.com/tiovikram/x.com-mcp-server): Integrates with X.com's API v2 through OAuth 2.0 authentication to provide complete post management capabilities including creation, deletion, search, timelines, retweets, likes, bookmarks, and engagement tracking for social media automation and content analysis workflows.  (21 tools) (node) 

- [✅ @horizondatawave/mcp](https://github.com/horizondatawave/hdw-mcp-server): Bridges AI systems with LinkedIn's API for searching users, retrieving profiles, accessing posts, managing connections, and sending messages to support sales prospecting, recruitment, and professional networking workflows.  (19 tools) (node) 

- [❌ microsoft-teams-notifications](https://github.com/therealjohn/microsoft-teams-mcp): Enables sending markdown-formatted notifications to Microsoft Teams channels using Azure AD authentication, specifically designed for development environment status updates and team communication.  (python) 

- [❌ zoom-(no-auth)](https://github.com/peakmojo/mcp-server-zoom-noauth): Provides headless access to Zoom's API functionality for retrieving cloud recordings, meeting details, and transcripts without requiring direct user authentication.  (python) 

- [❌ quickchat-ai-mcp](https://github.com/quickchatai/quickchat-ai-mcp): Provides a bridge between AI assistants and Quickchat's conversation platform, enabling seamless interaction with Quickchat scenarios through API key authentication and conversation state management.  (python) 

- [❌ google-toolbox](https://github.com/jikime/py-mcp-google-toolbox): Integrates with Google services including Gmail, Calendar, Drive, and Search through OAuth 2.0 authentication, enabling email management, scheduling, document access, and web information retrieval.  (python) 

- [✅ @abhaybabbar/retellai-mcp-server](https://github.com/abhaybabbar/retellai-mcp-server): Integrates with RetellAI's voice services for creating and managing phone conversations, enabling call initiation, agent configuration, and voice selection for tasks like customer service, appointment scheduling, and information gathering.  (24 tools) (node) 

- [❌ apple-reminders](https://github.com/chenningling/mcp-applereminders): Integrates with Apple's Reminders app to create, read, and manage tasks with specified parameters like titles, notes, due dates, and priority levels  (python) 

- [❌ gmail-mcp](https://github.com/vinayak-mehta/gmail-mcp): Integrates with Gmail to enable email search, retrieval, and interaction for natural language-driven email management and analysis tasks.  (python) 

- [❌ gmail-&-google-calendar](https://github.com/albert-launcher/mcp-gsuite): Integrates with Gmail and Google Calendar APIs to enable email management and scheduling capabilities directly within conversation interfaces.  (python) 

- [❌ keep-mcp](https://github.com/feuerdev/keep-mcp): Provides a bridge to Google Keep for searching, creating, updating, and deleting notes with safety features that restrict modifications to specifically labeled content.  (python) 

- [❌ mcp-server-monday](https://github.com/sakce/mcp-server-monday): Integrates with Monday.com to enable creating items, retrieving board groups, adding comments, listing boards, and managing sub-items for project management and team collaboration workflows.  (python) 

- [❌ @yiyang.1i/sms-mcp-server](https://github.com/yiyangli/sms-mcp-server): Enables Claude and other assistants to send SMS and MMS messages through Twilio's API with phone number validation and specialized prompts for greetings and haikus.  (node) 

- [❌ geekbot](https://github.com/geekbot-com/geekbot-mcp): Integrates with Geekbot API to fetch standup meeting data and generate structured reports with filtering capabilities by date ranges and users, enabling automated team activity summaries and pattern analysis.  (python) 

- [❌ @cablate/mcp-google-calendar](https://github.com/cablate/mcp-google-calendar): Integrates with Google Calendar API to enable creating, updating, and retrieving calendar events for seamless scheduling and event management.  (node) 

- [❌ @merill/lokka](https://github.com/merill/lokka/tree/HEAD/src/mcp): Provides a bridge between Microsoft Graph API and natural language interaction, enabling conversational management of Microsoft 365 tenants without complex API calls.  (node) 

- [❌ gensokyo](https://github.com/hoshinonyaruko/gensokyo-mcp): Bridges chat bot platforms with cross-platform support for message processing, WebSocket connectivity, and media handling across Linux, macOS, Windows, and Android environments.  (go) 

- [✅ @modelcontextprotocol/server-slack](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/slack): Send messages, manage channels, and access workspace history.  (8 tools) (node) 

- [✅ @kydycode/todoist-mcp-server-ext](https://github.com/kydycode/todoist-mcp-server-ext): Integrates with Todoist API to provide enhanced task management capabilities including task creation, updating, completion, project organization, label management, and natural language quick-add functionality with support for subtasks, priorities, due dates, and bulk operations.  (30 tools) (node) 

- [❌ mcp-fleur](https://github.com/fleuristes/fleur-mcp): Integrates with the Fleur application to enable direct access to external apps like Gmail, Linear, and Slack without leaving the chat interface through platform-specific launch methods for macOS and Windows.  (python) 

- [❌ google-chat](https://github.com/chy168/google-chat-mcp-server): Lightweight Google Chat integration server enabling OAuth2-authenticated access to chat spaces and messages with flexible date-based filtering for developers.  (python) 

- [❌ mcp-google-contacts-server](https://github.com/rayanzaki/mcp-google-contacts-server): Integrates with Google Contacts to enable listing, searching, creating, updating, and deleting contacts from both personal accounts and Google Workspace directories.  (python) 

- [❌ outlook-email](https://github.com/wallisking1991/outlook-mcp-server): Enables direct access to Microsoft Outlook email functionality for reading, searching, composing, and managing emails without leaving the conversation context.  (python) 

- [❌ feishu-mcp](https://github.com/cso1z/feishu-mcp): Integrates with Feishu (Lark) to enable document retrieval, messaging, and collaborative features directly within workplace conversations through a TypeScript implementation that runs as either a CLI or HTTP server.  (node) 

- [❌ warpcast](https://github.com/zhangzhongnan928/mcp-warpcast-server): Integrates with Warpcast to enable posting, reading, searching, and managing interactions on the Farcaster social network for automated content curation and trend analysis.  (python) 

- [❌ gmail-and-google-calendar](https://github.com/samarthsinghal28/gmail_mcp_server): Integrates with Gmail and Google Calendar APIs to enable email retrieval, search, sending with attachments, and calendar event management including video conference creation.  (python) 

- [❌ ticktick](https://github.com/jen6/ticktick-mcp): Provides a bridge between TickTick task management platform and conversational interfaces, enabling creation, updating, filtering, and completion of tasks without navigating the TickTick UI directly.  (python) 

- [❌ linkedin-mcp](https://github.com/hritik003/linkedin-mcp): Integrates with LinkedIn to enable profile retrieval, job searching, feed post access, and resume analysis for automated platform engagement.  (python) 

- [❌ mcp-gotify](https://github.com/secretiveshell/mcp-gotify): Sends push notifications with customized titles and messages to any Gotify server through environment variable configuration.  (python) 

- [❌ signal](https://github.com/rymurr/signal-mcp): Enables secure communication with Signal messaging through direct messaging, group chats, and message reception capabilities, leveraging Signal's established encryption protocol.  (python) 

- [✅ @taazkareem/clickup-mcp-server](https://github.com/taazkareem/clickup-mcp-server): Integrates ClickUp task management with AI systems to enable automated task creation, updates, and retrieval for enhanced project workflow efficiency.  (36 tools) (node) 

- [❌ email-manager](https://github.com/zilongxue/claude-post): Integrates with email systems through IMAP and SMTP protocols to enable searching, retrieving, analyzing, and sending emails directly within conversations.  (python) 

- [❌ mcp-simple-openai-assistant](https://github.com/andybrandt/mcp-simple-openai-assistant): Create and manage conversations with OpenAI assistants.  (python) 

- [❌ imessage-query](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server): Query and analyze iMessage conversations on macOS.  (python) 

- [❌ whatsapp-messenger](https://github.com/wubbyweb/mcp-generated): Enables sending formatted WhatsApp messages to specified recipients through Twilio's API for automated notifications and customer service workflows.  (python) 

- [❌ telegram](https://github.com/sparfenyuk/mcp-telegram): Integrates with Telegram via MTProto protocol to enable listing dialogs and messages for automated analysis and chatbot functionality.  (python) 

- [❌ x-mcp](https://github.com/vidhupv/x-mcp): Create and manage X/Twitter posts.  (python) 

- [❌ @takumi0706/google-calendar-mcp](https://github.com/takumi0706/google-calendar-mcp): Integrates with Google Calendar to enable retrieving, creating, updating, and deleting calendar events through OAuth2 authentication and local token storage.  (node) 

- [❌ unipile](https://github.com/honeybluesky/mcp-unipile): Integrates with Unipile to provide unified access to messages across LinkedIn, WhatsApp, Instagram, Messenger, and Telegram, enabling efficient multi-platform communication management.  (python) 

- [✅ mcp-clickup](https://github.com/mikah13/mcp-clickup): Integrates with ClickUp's API to enable task management, team collaboration, and workflow automation for AI-driven project management and reporting.  (4 tools) (node) 

- [❌ imap-workflows](https://github.com/non-dirty/imap-mcp): Provides robust email interaction capabilities through IMAP, enabling advanced email retrieval, searching, and management with first-class support for Gmail OAuth2 and app-specific password authentication.  (python) 

- [❌ twilio-manager](https://github.com/errajibadr/twilio_manager_mcp): Manages Twilio resources through asynchronous API interactions, enabling efficient concurrent operations for subaccounts, phone numbers, addresses, and regulatory bundles with features like resource transfers and duplication.  (python) 

- [❌ discord-(full-api)](https://github.com/hanweg/mcp-discord-raw): Integrates with Discord's API to enable flexible bot development and management through simplified REST and slash command interfaces.  (python) 

- [❌ mac-messages-mcp](https://github.com/carterlasalle/mac_messages_mcp): Bridges Claude Desktop with macOS Messages app, enabling reading and sending iMessages through direct database access with contact lookup and group chat support.  (python) 

- [❌ mcp-telegram](https://github.com/dryeab/mcp-telegram): Enables AI interaction with Telegram messaging platform through Python-based tools for sending/editing messages, downloading media, searching conversations, and managing drafts without context switching.  (python) 

- [❌ gmail](https://github.com/theposch/gmail-mcp): Provides direct access to Gmail accounts for reading, sending, drafting, archiving, and organizing emails through the Google API with comprehensive search and filter management capabilities.  (python) 

- [✅ @kazuph/mcp-gmail-gas](https://github.com/kazuph/mcp-gmail-gas): Integrates Gmail functionality, enabling email search, message retrieval, and attachment downloads via Google Apps Script.  (3 tools) (node) 

- [✅ @kevinwatt/mcp-webhook](https://github.com/kevinwatt/mcp-webhook): Enables sending customizable messages to external webhook endpoints, facilitating automated notifications and workflow integrations.  (1 tools) (node) 

- [❌ teamspeak-mcp](https://github.com/marlburrow/teamspeak-mcp): Provides TeamSpeak server administration through the ServerQuery protocol, enabling user management, channel operations, server configuration, moderation features, and file management with support for messaging, moving, kicking, banning clients, creating channels, managing permissions, and handling privilege tokens.  (python) 

- [❌ mcp-feishu-proj](https://github.com/roland0511/mcp-feishu-proj): Integrates with Feishu Project management API, enabling direct interaction with project data, tasks, and resources through environment variable authentication and stdio-based transport.  (python) 

- [❌ wecom-bot-mcp-server](https://github.com/loonghao/wecom-bot-mcp-server): Integrates WeCom (WeChat Work) bot functionality for enterprise messaging, notifications, and interactive chatbots.  (python) 

- [❌ kakao-talk](https://github.com/inspirit941/kakao-bot-mcp-server): Enables sending rich, interactive message templates to Kakao Talk users with OAuth2 authentication for notification workflows, content sharing, and social engagement.  (python) 

- [❌ trello](https://github.com/m0xai/trello-mcp-server): Integrates with Trello API to enable natural language management of boards, lists, and cards for streamlined project organization and task tracking without context switching.  (python) 

- [❌ agent-twitter-client-mcp](https://github.com/ryanmac/agent-twitter-client-mcp): Provides a TypeScript-based server for interacting with Twitter, enabling tweet operations, user profile management, and Grok AI integration through multiple authentication methods.  (node) 

- [❌ mcp-server-email](https://github.com/shy2593666979/mcp-server-email): Enables language models to compose and send emails with attachments through SMTP servers, supporting multiple providers and secure transmission for automated email workflows.  (python) 

- [❌ mcp-server-bluesky](https://github.com/morinokami/mcp-server-bluesky): Integrates with Bluesky's social network API to enable profile management, posting, following, and engagement actions.  (node) 

- [✅ ntfy-me-mcp](https://github.com/gitmotion/ntfy-me-mcp): Enables sending push notifications through the ntfy service with customizable titles, summaries, priority levels, and tags for alerting users about completed tasks or status updates.  (2 tools) (node) 

- [❌ whatsapp-(greenapi)](https://github.com/msaelices/whatsapp-mcp-server): Provides a bridge to the WhatsApp Business API through GreenAPI, enabling message sending, chat retrieval, and group management directly from conversations.  (python) 

- [❌ server-notify](https://github.com/cactusinhand/mcp_server_notify): Provides a cross-platform notification service that displays alerts and plays sounds when triggered by HTTP requests, enabling applications to send customizable notifications with configurable timeouts for important events without requiring constant monitoring.  (python) 

- [❌ votars](https://github.com/scarletlabs-ai/votars-mcp): Integrates with Votars platform to provide access to meeting transcripts, enabling retrieval and analysis of voice recordings through transcript fetching tools.  (go) 

- [✅ @pubnub/mcp](https://github.com/pubnub/pubnub-mcp-server): Enables AI assistants to interact with PubNub's realtime communication platform for retrieving documentation, accessing SDK information, and utilizing messaging APIs without leaving their conversation context.  (9 tools) (node) 

- [❌ dingding-(dingtalk)](https://github.com/hundunonline/mcp-dingdingbot-server): Integrates with DingDing (DingTalk) messaging platform to enable automated notifications, team alerts, and AI-generated content delivery through multiple message formats including text, markdown, images, and interactive cards.  (go) 

- [❌ dingtalk-v2](https://github.com/wllcnm/dingding_mcp_v2): Provides integration with the DingTalk API, enabling easy deployment and scaling of services like chatbots and data processing pipelines.  (python) 

- [✅ outlook-meetings-scheduler](https://github.com/anoopt/outlook-meetings-scheduler-mcp-server): Integrates with Microsoft Outlook to create, read, update, and delete calendar events, find people, and schedule meetings with specific parameters like time, location, and attendees.  (8 tools) (node) 

- [✅ @grec0/mcp-s2s-asterisk](https://github.com/gcorroto/mcp-s2s-asterisk): Integrates with Asterisk phone systems to enable outbound call operations, conversation monitoring, call history retrieval, and telephony system metrics tracking for business automation workflows.  (9 tools) (node) 





## Customer Data Platforms



Access customer profiles and data from customer data platforms.



- [❌ mcp-salesforce-connector](https://github.com/smn2gnt/mcp-salesforce): Integrates with Salesforce to enable natural language interactions for executing queries, managing records, and automating CRM workflows.  (python) 

- [✅ @clayhq/clay-mcp](https://github.com/clay-inc/clay-mcp): Provides a bridge to Clay's personal CRM platform for searching, retrieving, and managing contact information, interactions, and professional relationships through natural language queries.  (11 tools) (node) 

- [✅ @hubspot/mcp-server](https://github.com/hubspot/mcp-server): Integrates with HubSpot CRM to enable secure access to contact information, company records, deal data, and task management with customizable data access through Private App scopes.  (21 tools) (node) 

- [❌ integrator.io](https://github.com/yussefz/mcp-celigo): Provides a lightweight server for retrieving customer data from Integrator.io via an async HTTP client with built-in error handling and environment-based configuration.  (python) 

- [❌ agentforce-(salesforce)](https://github.com/xlengelle-sf/agentforce-mcp-xlengelle): Provides a bridge to Salesforce's Agentforce API, enabling authentication, session management, and message exchange with Salesforce agents for accessing customer data and domain-specific knowledge.  (python) 

- [✅ attio-mcp-server](https://github.com/hmk/attio-mcp-server): Integrates with Attio's API for reading and writing company records and notes, enabling CRM operations without direct interface navigation.  (4 tools) (node) 

- [❌ mcp-server-port](https://github.com/port-labs/port-mcp-server): Integrates with Port.io's API to enable AI-assisted task management and workflow orchestration through authentication, prompt triggering, and response handling.  (python) 

- [❌ paylocity](https://github.com/mz462/mcppaylocity): Integrates with Paylocity's HR and payroll API to enable secure access to employee data and payroll information directly within conversations, eliminating the need to switch to the Paylocity platform.  (python) 

- [❌ @shinzolabs/hubspot-mcp](https://github.com/shinzo-labs/hubspot-mcp): Integrates with HubSpot CRM API for managing companies, contacts, deals, and other CRM objects through natural language, enabling sales teams to query, create, and update records without leaving their assistant interface.  (node) 

- [❌ hubspot](https://github.com/sheffieldp/hubspot_mcp): Integrates with HubSpot CRM to enable retrieval and manipulation of contact and company data, supporting sales and marketing workflows without leaving the conversation interface.  (python) 





## Databases



Securely access and query databases with options for read-only permissions.



- [❌ clickhouse-database](https://github.com/dubin555/clickhouse_mcp_server): Enables read-only ClickHouse database interactions for schema inspection and SQL query execution, returning results in JSON format for data analysis while preventing data modification operations.  (python) 

- [❌ mcp-doris](https://github.com/morningman/mcp-doris): Integrates with Apache Doris analytical database system through MySQL protocol, enabling data querying and interaction for business intelligence and data analysis workflows.  (python) 

- [❌ mcp-server-motherduck](https://github.com/motherduckdb/mcp-server-motherduck): Integrates MotherDuck and local DuckDB databases for flexible querying and analysis of structured data in MCP-compatible environments.  (python) 

- [❌ mcp-server-bigquery](https://github.com/lucashild/mcp-server-bigquery): Inspect schemas and execute SQL queries on Google BigQuery.  (python) 

- [❌ better-qdrant-mcp-server](https://github.com/wrediam/better-qdrant-mcp-server): Connects AI systems to Qdrant vector database for semantic search capabilities through multiple embedding services, enabling efficient document management and similarity searches without leaving the conversation interface.  (node) 

- [❌ @benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql): An MCP server for interacting with MySQL databases  (node) 

- [❌ mcp-trino-python](https://github.com/alaturqua/mcp-trino-python): Connects AI systems to Trino/Iceberg databases for SQL execution, data exploration, and table optimization with seamless connection management and catalog navigation.  (python) 

- [❌ sql-server-express](https://github.com/hanweg/mcp-sqlexpress): Integrates with Microsoft SQL Server Express to enable database interactions, supporting query execution, table creation, and schema description with configurable authentication and access restrictions.  (python) 

- [❌ microsoft-sql-server-(mssql)](https://github.com/richardhan/mssql_mcp_server): Securely integrates with Microsoft SQL Server databases for data analysis, reporting, and management.  (python) 

- [❌ raphtory-graphql-schema-explorer](https://github.com/niallroche/raphtory_mcp): Enables AI systems to explore and understand graph structures in Raphtory databases through GraphQL schema queries, property relationship analysis, and detailed information retrieval for effective query construction.  (python) 

- [❌ weaviate](https://github.com/weaviate/mcp-server-weaviate): Integrate with Weaviate, the AI-native database.  (go) 

- [❌ alibaba-cloud-rds](https://github.com/aliyun/alibabacloud-rds-openapi-mcp-server): Provides a bridge to Alibaba Cloud's Relational Database Service (RDS) for managing database instances, monitoring performance, and configuring network settings through natural language interactions.  (python) 

- [✅ mcp-mongodb-atlas](https://github.com/mongodb-developer/mcp-mongodb-atlas): Integrates with MongoDB Atlas to enable creating and managing database resources including clusters, network access, users, and connection strings using TypeScript and the MongoDB Atlas API.  (6 tools) (node) 

- [❌ mysql-sse](https://github.com/mangooer/mysql-mcp-server-sse): Provides a lightweight MySQL database server implementation using Server-Sent Events (SSE) for streamlined database operations with modular Python connection handling.  (python) 

- [❌ @elastic/mcp-server-elasticsearch](https://github.com/elastic/mcp-server-elasticsearch): Enables natural language interaction with Elasticsearch clusters for listing indices, inspecting field mappings, and executing Query DSL searches with automatic text highlighting  (node) 

- [❌ yugabytedb](https://github.com/yugabyte/yugabytedb-mcp-server): Enables read-only database exploration and analysis through secure query execution and schema summarization for YugabyteDB instances  (python) 

- [❌ sqlite-explorer](https://github.com/prayanks/mcp-sqlite-server): Provides a bridge to SQLite databases for querying and analyzing data through SQL execution, enabling data exploration and insights generation without direct database access.  (python) 

- [❌ mysql](https://github.com/wllcnm/mcp-mysql): Integrates with MySQL databases using Python and Docker to enable structured data storage, querying, and manipulation.  (python) 

- [❌ teradata-database](https://github.com/teradata/teradata-mcp-server): Provides direct access to Teradata database systems with specialized tools for executing queries, exploring database structures, monitoring performance, and analyzing data quality without leaving your conversation context.  (python) 

- [❌ neo4j-graph-database](https://github.com/ujjalcal/mcp): Connects AI systems to Neo4j graph databases for executing Cypher queries, exploring database schemas, and performing complex graph analysis tasks like relationship mapping, path discovery, and community detection.  (python) 

- [✅ mcp-turso-cloud](https://github.com/spences10/mcp-turso-cloud): Provides a bridge between AI assistants and Turso SQLite databases, enabling organization-level management and database-level queries with persistent context, schema exploration, and vector similarity search capabilities.  (9 tools) (node) 

- [❌ trino](https://github.com/tuannvm/mcp-trino): Enables SQL query execution against Trino databases with tools for data exploration, schema retrieval, and analysis without writing complex queries manually.  (go) 

- [❌ mcp-server-sqlite](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/sqlite): Query and analyze SQLite databases directly.  (python) 

- [❌ mcp-dbs](https://github.com/cuongtl1992/mcp-dbs): Provides a unified TypeScript-based database server for seamlessly connecting to SQLite, PostgreSQL, SQL Server, and MongoDB, enabling flexible database interactions through server-sent events and standard I/O communication modes.  (node) 

- [✅ @pinecone-database/mcp](https://github.com/pinecone-io/pinecone-mcp): Develop with Pinecone, the vector database built for knowledgeable AI.  (9 tools) (node) 

- [❌ greptimedb-mcp-server](https://github.com/greptimeteam/greptimedb-mcp-server): Enables AI interaction with GreptimeDB time-series databases through MySQL protocol for data exploration, analysis, and SQL query execution with built-in security protections.  (python) 

- [❌ dgraph](https://github.com/johnymontana/dgraph-mcp-server): Connects language models to Dgraph graph databases, enabling DQL queries, mutations, and schema management for seamless database interactions without context switching.  (go) 

- [❌ dummyjson-user-management](https://github.com/mtwn105/mcp-server-spring-java): Java-based user management server that integrates with DummyJSON API to provide retrieval, search, creation, updating, and deletion operations for user data.  (java) 

- [❌ chroma-mcp](https://github.com/chroma-core/chroma-mcp): Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and context-aware conversations.  (python) 

- [❌ influxdb](https://github.com/m4tyn0/influx_mcp): Provides secure, read-only access to InfluxDB 1.8 time-series databases with JWT authentication, enabling database listing, measurement exploration, and query execution while enforcing security restrictions.  (python) 

- [❌ dbsnp](https://github.com/mattshu0410/mcp-server): Provides a bridge to NCBI's dbSNP database for retrieving genetic variant information, including detailed SNP data, search functionality, and clinical significance assessments with API rate limit handling.  (python) 

- [❌ mysql-schema-explorer](https://github.com/shibayu36/mysql-schema-explorer-mcp): Enables AI to explore and interact with MySQL database schemas for documentation, query building, and schema analysis without direct database access.  (go) 

- [❌ mcp-server-starrocks](https://github.com/hagsmand/mcp-server-starrocks): Enables AI models to interact with StarRocks databases by providing read and write access to tables, schemas, and data through a Python-based server with configurable modes.  (python) 

- [❌ database-mcp](https://github.com/theralabs/legion-mcp): Enables natural language querying and management of multiple database types (PostgreSQL, MySQL, SQL Server, BigQuery) for data analysis, business intelligence, and database exploration.  (python) 

- [❌ oracle-database](https://github.com/hdcola/mcp-server-oracle): Provides secure, read-only access to Oracle databases through Python's oracledb library, enabling database schema exploration and SQL query execution without direct credential exposure.  (python) 

- [❌ apache-doris](https://github.com/apache/doris-mcp-server): Enables direct SQL query execution and metadata retrieval from Apache Doris databases without switching contexts.  (python) 

- [✅ mysql-query-mcp-server](https://github.com/devakone/mysql-query-mcp-server): Provides a secure, read-only bridge to MySQL databases, enabling natural language querying across multiple environments with strict validation and comprehensive error handling.  (3 tools) (node) 

- [❌ age-mcp-server](https://github.com/rioriost/homebrew-age-mcp-server): Bridges Claude with PostgreSQL databases using Apache AGE graph extension, enabling natural language execution of Cypher queries for graph operations, relationship analysis, and data visualization without complex SQL.  (python) 

- [❌ mongodb](https://github.com/thinking-bzf/mongo-mcp-go): Enables natural language interaction with MongoDB databases for collection management, document operations, and index manipulation without writing complex queries.  (go) 

- [❌ singlestore-mcp-server](https://github.com/singlestore-labs/mcp-server-singlestore): Enables natural language interactions with SingleStore databases for executing SQL queries, managing workspaces, creating virtual environments, and handling scheduled jobs through direct database access.  (python) 

- [✅ @niledatabase/nile-mcp-server](https://github.com/niledatabase/nile-mcp-server): Integrates with Nile Database services to enable database operations through TypeScript-based server implementation supporting both stdio and HTTP communication modes for seamless database functionality in AI workflows.  (11 tools) (node) 

- [❌ pyodbc](https://github.com/openlinksoftware/mcp-pyodbc-server): Provides a lightweight bridge between AI systems and ODBC-compatible databases, enabling SQL queries, table exploration, and schema discovery with special optimizations for Virtuoso DBMS features like SPARQL queries.  (python) 

- [❌ mcp-neo4j-cypher](https://github.com/guanxinyuan/neo4j): Provides natural language interfaces to Neo4j graph databases for executing Cypher queries, storing knowledge graph data, and building persistent memory structures through conversational interactions.  (python) 

- [❌ apache-iotdb](https://github.com/apache/iotdb-mcp-server): Connects to Apache IoTDB time-series databases for executing queries, listing tables, and describing schemas through a secure Python-based interface.  (python) 

- [❌ azure-cosmos-db](https://github.com/abhirockzz/mcp_cosmosdb_go): Enables natural language interaction with Azure Cosmos DB for querying, creating, and managing databases, containers, and items through Go-based tools supporting both key authentication and managed identities.  (go) 

- [❌ spring-ai-accounts](https://github.com/piomin/spring-ai-apps/tree/HEAD/spring-ai-mcp): Provides a Spring-based server for managing person and account data through lightweight H2 database querying with flexible retrieval capabilities by ID, nationality, and associated accounts.  (java) 

- [❌ postgresql-database-explorer](https://github.com/ratchanonth60/querycraftmcp): Enables AI systems to query and explore PostgreSQL databases with tools for schema exploration, data searching, and executing safe SQL queries  (python) 

- [❌ memgraph](https://github.com/memgraph/mcp-memgraph): Provides a bridge between AI assistants and Memgraph database for executing Cypher queries, retrieving schema information, and performing graph-based data analysis without requiring raw query writing or connection management.  (python) 

- [❌ materialize](https://github.com/sjwiesman/mcp-materialize): Automatically exposes Materialize database indexes as parameterized URI endpoints for natural language querying of materialized views  (python) 

- [✅ airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server): Provides read and write access to Airtable databases.  (13 tools) (node) 

- [❌ opensearch](https://github.com/jimmy974/opensearch-mcp-server): Integrates with OpenSearch databases to enable direct querying and data retrieval for log analysis, document retrieval, and structured data querying without leaving the conversation interface.  (python) 

- [❌ mcp_snowflake_server](https://github.com/isaacwasserman/mcp-snowflake-server): Run SQL queries and other interactions against Snowflake databases  (python) 

- [❌ sqlalchemy-odbc-bridge](https://github.com/openlinksoftware/mcp-sqlalchemy-server): Provides a bridge between databases and SQL/SPARQL queries through ODBC connections, enabling schema exploration, table management, and query execution with formatted results.  (python) 

- [❌ postgres-mcp](https://github.com/crystaldba/postgres-mcp): Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely.  (python) 

- [❌ snowflake](https://github.com/oxplot/snowflake-mcp): Integrates with Snowflake databases through external browser authentication, enabling secure schema exploration and SQL query execution without storing credentials on disk.  (go) 

- [❌ postgres](https://github.com/ipfans/postgres-mcp): Connects to PostgreSQL databases to enable secure, read-only SQL querying and resource exploration for data analysis applications  (go) 

- [❌ oracle-sql-explorer](https://github.com/yyue9527/oracle-mcp-server): Provides a Spring Boot-based interface to Oracle databases for executing SQL queries, listing tables, and describing table structures with built-in security measures that prevent non-SELECT statements in production.  (java) 

- [❌ clickhouse](https://github.com/thomaub/clickhouse_mcp_server): Integrates with ClickHouse databases to enable data analysis, querying, and exploration for large-scale analytical workloads.  (python) 

- [✅ mcp-postgres-server](https://github.com/antonorlov/mcp-postgres-server): Provides a bridge to PostgreSQL databases for executing SQL queries, managing tables, and inspecting schemas with support for prepared statements and multiple parameter styles  (6 tools) (node) 

- [❌ kevodb](https://github.com/kevodb/kevo-mcp): Provides a standardized key-value database interface for persistent storage with transaction support, enabling read, write, and query operations on structured data  (python) 

- [❌ mssql_mcp_server](https://github.com/jexinsam/mssql_mcp_server): Enables secure interactions with Microsoft SQL Server databases for automated data analysis, dynamic reporting, and intelligent database management.  (python) 

- [❌ redis](https://github.com/yyue9527/redis-mcp-server): Enables AI tools to interact with Redis databases through key-value operations, pattern-based key listing, and configurable expiration settings  (java) 

- [❌ mysql-database-query](https://github.com/dzplus/ai-mcp-server): Enables AI systems to execute and retrieve data from MySQL databases through a Spring Boot server that translates natural language requests into SQL queries.  (java) 

- [❌ oceanbase](https://github.com/yuanooo/oceanbase_mcp_server): Provides a secure bridge to OceanBase databases for listing tables, reading data, and executing SQL queries with configurable permission levels for data analysis and administration tasks.  (python) 

- [❌ sql-server](https://github.com/dennismartis/sql_mcp_server): Provides a bridge to Microsoft SQL Server databases for executing queries, exploring schemas, and managing data through natural language interaction with Windows authentication security  (python) 

- [✅ @kevinwatt/mysql-mcp](https://github.com/kevinwatt/mysql-mcp): Provides secure MySQL database access for LLMs, enabling read/write operations with transaction support and security features for AI-assisted data management tasks.  (4 tools) (node) 

- [❌ mcp-server-aact](https://github.com/navisbio/aact_mcp): Integrates with the AACT clinical trials database, enabling querying and analysis of large-scale trial data for research and healthcare applications.  (python) 

- [❌ dicedb](https://github.com/pottekkat/dicedb-mcp): Enables AI applications to interact with DiceDB database servers for key-value operations without requiring direct database credentials or connection management  (go) 

- [❌ mssql-database-query](https://github.com/verssae/dbmcp): Enables direct SQL query execution against MSSQL databases through a FastMCP-powered server with Docker containerization for seamless data analysis and manipulation.  (python) 

- [❌ adb-mysql-mcp-server](https://github.com/aliyun/alibabacloud-adb-mysql-mcp-server): Connects to Alibaba Cloud's Adb MySQL databases for executing SQL queries, analyzing query plans, and retrieving database metadata with minimal configuration requirements  (python) 

- [❌ postgresql](https://github.com/liu-creators/postgresql-mcp): Enables natural language interactions with PostgreSQL databases for query execution, schema exploration, and data manipulation without requiring raw SQL knowledge.  (python) 

- [❌ polardb](https://github.com/aliyun/alibabacloud-polardb-mcp-server): Provides a bridge between natural language interfaces and Alibaba Cloud PolarDB databases, enabling direct interaction with MySQL and PostgreSQL instances through queries, table exploration, and configurable SQL execution.  (python) 

- [❌ @alanse/mcp-neo4j-server](https://github.com/da-okazaki/mcp-neo4j-server): Integrates with Neo4j graph databases to enable natural language querying, node creation, and complex graph operations for knowledge exploration and data relationship modeling.  (node) 

- [❌ @xexr/mcp-libsql](https://github.com/xexr/mcp-libsql): Provides secure database operations for libSQL/SQLite databases  (node) 

- [❌ @modelcontextprotocol/server-postgres](https://github.com/modelcontextprotocol/servers/blob/main/src/postgres): MCP server for interacting with PostgreSQL databases  (node) 

- [❌ db-connector-(mysql/postgresql)](https://github.com/freepeak/db-mcp-server): Enables direct interaction with MySQL and PostgreSQL databases through a Go-based connectivity layer that supports both local stdio and production SSE transport modes for querying, analyzing, and manipulating structured data.  (go) 

- [❌ mcp-server-iris](https://github.com/caretdev/mcp-server-iris): Provides a bridge to InterSystems IRIS databases for executing SQL queries and managing production items through tools for database operations and system monitoring  (python) 

- [❌ xano](https://github.com/roboulos/simple-xano-mcp): Provides a bridge to Xano databases for exploring and managing database structures, schemas, and indexes through natural language interaction  (python) 

- [❌ sqlite](https://github.com/emiryasar/mcp_code_analyzer): Provides a lightweight SQLite-based storage solution, supporting basic CRUD operations for small to medium-scale projects.  (python) 

- [❌ epsilla](https://github.com/epsilla-cloud/mcp-epsilla): Integrates with Epsilla databases using pyepsilla to enable efficient creation, manipulation, and querying of vector data.  (python) 

- [❌ mcp-db-navigator](https://github.com/medsaad/mcp-db-navigator): Enables direct access to MySQL/MariaDB databases for querying, schema exploration, and database management with comprehensive security measures including input sanitization and connection pooling.  (python) 

- [❌ supabase](https://github.com/gevans3000/supabase-mcp): Enables AI to perform database operations with Supabase including reading, creating, updating, and deleting records with filtering, pagination, and sorting capabilities.  (python) 

- [❌ tigergraph](https://github.com/muzain187/tg_mcp): Integrates with TigerGraph graph databases to enable direct interaction with graph data through specialized tools for vertex manipulation, schema retrieval, and query execution.  (python) 

- [❌ alibaba-cloud-lindorm](https://github.com/aliyun/alibabacloud-lindorm-mcp-server): Provides a bridge between AI and Alibaba Cloud's Lindorm database, enabling vector search operations and SQL query execution for knowledge retrieval and data exploration  (python) 

- [❌ mochow-mcp-server](https://github.com/baidu/mochow-mcp-server-python): Provides direct access to Mochow vector database capabilities for managing databases, tables, and performing vector similarity and full-text searches with filtering options.  (python) 

- [❌ cursor-db-explorer](https://github.com/jbdamask/cursor-db-mcp): Provides access to Cursor IDE's SQLite databases for exploring project data, chat history, and composer information through an API that automatically detects installations and exposes structured resources and tools for analysis.  (python) 

- [❌ neo4j-graph](https://github.com/neo4j-contrib/mcp-neo4j): Interact with Neo4j graph databases to query, analyze, and manipulate data.  (python) 

- [❌ starrocks](https://github.com/starrocks/mcp-server-starrocks): Integrates with StarRocks databases to enable efficient data querying and manipulation through customizable connection settings and support for both read and write operations.  (python) 

- [❌ dolphindb](https://github.com/tradercjz/dolphindb-mcp-server): Provides a bridge between DolphinDB time-series database and natural language interaction, enabling data querying and manipulation without complex database code for financial analysts and data scientists.  (python) 

- [❌ tidb-ai](https://github.com/siddontang/tidb-ai-mcp): Integrates with TiDB AI to enable direct querying and response streaming within code editors through a lightweight Go-based bridge.  (go) 

- [✅ mysql-mcp-server](https://github.com/dpflucas/mysql-mcp-server): Provides secure, read-only access to MySQL databases for exploring schemas and executing SELECT queries with built-in safeguards against SQL injection, query timeouts, and row limits.  (4 tools) (node) 

- [❌ clickhouse-mcp-server](https://github.com/burakdirin/clickhouse-mcp-server): Integrates with ClickHouse databases to execute SQL queries and retrieve results in JSON format, enabling data analysis and exploration directly within conversation interfaces.  (python) 

- [❌ postgresql-alchemy](https://github.com/rhabraken/mcp-python): Connects AI models to PostgreSQL databases using Python and SQLAlchemy, enabling flexible querying and data manipulation across SQL dialects.  (python) 

- [❌ db-query](https://github.com/alx99/db-mcp): Connects AI models to multiple database systems for executing queries and retrieving results across PostgreSQL, MySQL, and SQLite.  (go) 

- [❌ mcp-turso](https://github.com/nbbaier/mcp-turso): Connects to Turso-hosted LibSQL databases, enabling direct SQL query execution against cloud-based SQLite databases for data analysis, content management, and application development workflows.  (node) 

- [❌ oracledb-mcp-server](https://github.com/rahgadda/oracledb_mcp_server): Provides a bridge to Oracle Database, enabling dynamic table and column discovery, secure query execution, and metadata retrieval through natural language interactions for data analysts and developers.  (python) 

- [❌ mcp-dbutils](https://github.com/donghao1393/mcp-dbutils): DButils is an all-in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and more) within a unified connection configuration in a safe way.  (python) 

- [❌ odbc-database-connector](https://github.com/tylerstoltz/mcp-odbc): Enables secure, read-only access to any ODBC-compatible database through tools for listing connections, testing connectivity, retrieving schemas, and executing SQL queries for data analysis and business intelligence.  (python) 

- [❌ elasticsearch](https://github.com/silbaram/elasticsearch-mcp-server): Integrates with Elasticsearch to enable cluster health checks, index mapping retrieval, alias management, and document searches using Elasticsearch's query DSL  (java) 

- [❌ appwrite](https://github.com/appwrite/mcp): Integrates with Appwrite's database functionality, enabling AI workflows to manage databases, define schemas, perform CRUD operations, and create custom indexes for flexible data modeling and backend service integration.  (python) 

- [❌ @datastax/astra-db-mcp](https://github.com/datastax/astra-db-mcp): Integrates with Astra DB, enabling cloud-native database operations for scalable data storage and retrieval in AI applications.  (node) 

- [❌ mongodb-mcp-server](https://github.com/mongodb-js/mongodb-mcp-server): Provides a bridge between MongoDB databases and conversational interfaces, enabling comprehensive database operations, collection management, schema inspection, and Atlas cloud service interactions with authentication and telemetry support.  (node) 

- [❌ zaturn](https://github.com/kdqed/zaturn): Connects to multiple database types to enable SQL querying with visualization capabilities while keeping data in its original location  (python) 

- [❌ mcp-server-mariadb](https://github.com/abel9851/mcp-server-mariadb): Bridges Claude with MariaDB databases for read-only SQL query execution, enabling data exploration through formatted table results while enforcing safety restrictions on permitted operations.  (python) 

- [❌ ydb-mcp](https://github.com/ydb-platform/ydb-mcp): Provides a bridge between AI and YDB databases, enabling natural language interactions for executing SQL queries, exploring schema information, and retrieving connection status.  (python) 

- [❌ chromadb](https://github.com/privetin/chroma): Integrates ChromaDB vector database capabilities for efficient semantic document search, storage, and retrieval in natural language processing and information retrieval applications.  (python) 

- [❌ milvus-vector-database](https://github.com/zilliztech/mcp-server-milvus): Integrates with Milvus vector database to enable vector search, full-text search, and hybrid queries for semantic search and knowledge retrieval workflows.  (python) 

- [❌ postgresql-explorer](https://github.com/gldc/mcp-postgres): Enables natural language interaction with PostgreSQL databases through tools for schema exploration, table inspection, relationship discovery, and SQL query execution  (python) 

- [❌ mcp-mongo-server](https://github.com/kiliczsh/mcp-mongo-server): Query and analyze MongoDB databases.  (node) 

- [❌ jdbc-database-connector](https://github.com/openlinksoftware/mcp-jdbc-server): Provides a bridge between relational databases and language models through JDBC connections, enabling SQL, SPARQL, and SPASQL queries with special optimizations for Virtuoso DBMS features like knowledge graph exploration.  (java) 

- [❌ elasticsearch-7.x](https://github.com/imlewc/elasticsearch7-mcp-server): Integrates with Elasticsearch 7.x, providing efficient data management and search capabilities for projects requiring robust analytics within the ecosystem.  (python) 

- [❌ mssql-mcp-server](https://github.com/jensenloke/mcp-sqlserver-pro): Connects to Microsoft SQL Server databases through pyodbc to execute queries, inspect schemas, manage stored procedures, views, and indexes with separate handling for read and write operations.  (python) 

- [❌ django-migrations](https://github.com/mrrobotke/django-migrations-mcp): Integrates Django migrations across distributed services, enabling coordinated database schema changes and enhanced migration safety for large-scale projects.  (python) 

- [✅ @f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server): Interact with MySQL databases to execute queries and manage connections.  (5 tools) (node) 

- [❌ jdbc-database-explorer](https://github.com/quarkiverse/quarkus-mcp-servers/tree/HEAD/jdbc): Enables interaction with databases via JDBC connections, supporting querying, modification, and exploration of various database types without direct infrastructure access.  (java) 

- [✅ @joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase-mcp-server): Control Supabase projects and organizations.  (8 tools) (node) 

- [❌ sql-server-natural-language](https://github.com/aman-panjwani/mcp-sql-server-natural-lang): Enables natural language querying of Microsoft SQL Server databases by translating conversational input into SQL and interpreting results for database administrators and analysts  (python) 

- [✅ @malove86/mcp-mysql-server](https://github.com/malove86/mcp-mysql-server): Provides direct interface to MySQL databases for executing SQL queries and retrieving relational data with configurable connection parameters.  (4 tools) (node) 

- [❌ database-connector](https://github.com/georgi-terziyski/database_mcp_server): Provides a unified interface for connecting to and interacting with multiple database systems (SQLite, PostgreSQL, MySQL/MariaDB, SQL Server) through consistent tools for connection management, query execution, schema manipulation, and transaction support.  (python) 

- [❌ xiyansql-(mysql)](https://github.com/xgenerationlab/xiyan_mcp_server): Enables natural language interaction with MySQL databases through XiYanSQL, providing secure table listing, data reading, and query execution capabilities without direct SQL access.  (python) 

- [❌ mysql-database-manager](https://github.com/wenb1n-dev/mysql_mcp_server_pro): Provides direct access to MySQL databases with advanced features like multiple SQL execution, table metadata querying, execution plan analysis, and Chinese field to pinyin conversion through a configurable Python-based server.  (python) 

- [❌ mcp-server-sqlite-npx](https://github.com/johnnyoshika/mcp-server-sqlite-npx): Implements SQLite functionality in Node.js.  (node) 

- [❌ centralmind-(database-gateway)](https://github.com/centralmind/gateway): Database integration with security and compliance. Supports: PostgreSQL, MySQL, ClickHouse, Snowflake, MSSQL, BigQuery, Oracle Database, SQLite, ElasticSearch and DuckDB.  (go) 

- [❌ dblp](https://github.com/szeider/mcp-dblp): Integrates with the DBLP computer science bibliography database to enable searching publications, processing citations, generating BibTeX entries, and analyzing research trends.  (python) 

- [❌ @awesome-ai/elasticsearch-mcp](https://github.com/awesimon/elasticsearch-mcp): Enables natural language interaction with Elasticsearch databases for search functionality and index management without requiring complex query syntax or API knowledge.  (node) 

- [❌ oracle-mcp-server](https://github.com/zhengwanbo/oracle-mcp-server): Connects to Oracle databases with intelligent caching and lazy loading to provide schema exploration, query execution with explain plans, and cross-schema operations for efficient database management without loading entire schemas upfront.  (python) 

- [❌ mcp-timeplus](https://github.com/jovezhong/mcp-timeplus): Integrates with Timeplus to enable SQL query execution and database information retrieval for real-time analytics and data exploration.  (python) 

- [❌ hologres-mcp-server](https://github.com/aliyun/alibabacloud-hologres-mcp-server): Connects AI systems to Alibaba Cloud's Hologres databases for SQL execution, metadata retrieval, and statistics collection, enabling seamless data analysis workflows.  (python) 

- [❌ lancedb](https://github.com/ryanlisse/lancedb_mcp): Integrates with LanceDB vector database to enable efficient storage, retrieval, and similarity search of vector embeddings with associated metadata for semantic search and recommendation systems.  (python) 

- [❌ polardbx-mcp](https://github.com/aliyun/alibabacloud-polardbx-mcp-server): Integrates with Alibaba Cloud's PolarDB-X distributed database system to provide SQL query execution, database status monitoring, and schema exploration capabilities for database administration and development workflows.  (node) 

- [❌ toolbox-for-databases](https://github.com/googleapis/genai-toolbox): Provides a secure, configurable interface for executing pre-defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server, Neo4j, Dgraph, and Spanner through a YAML-based configuration system.  (go) 

- [❌ toolfront](https://github.com/kruskal-labs/toolfront): Provides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools for schema inspection, data sampling, read-only querying, and intelligent pattern matching across tables.  (python) 

- [❌ supabase-mcp](https://github.com/cappahccino/sb-mcp): Enables Claude and other LLMs to interact with Supabase databases and Edge Functions through a secure API for performing CRUD operations and invoking custom payloads without requiring integration code.  (node) 

- [❌ mysqldb-mcp-server](https://github.com/burakdirin/mysqldb-mcp-server): Enables direct SQL query execution and database connections to MySQL databases through a simple interface that returns results in JSON format.  (python) 

- [❌ airtable](https://github.com/rashidazarang/airtable-mcp): Integrates with Airtable to enable database operations like listing bases, browsing tables, and performing CRUD operations on records directly within code editors.  (python) 

- [✅ dynamo-readonly-mcp](https://github.com/jjikky/dynamo-readonly-mcp): Provides read-only access to AWS DynamoDB databases, enabling natural language interactions for listing tables, scanning data, querying with conditions, and retrieving table schemas without requiring direct database credentials.  (7 tools) (node) 

- [❌ nebulagraph-mcp-server](https://github.com/nebula-contrib/nebulagraph-mcp-server): Provides a lightweight server for seamless access to NebulaGraph 3.x graph databases, enabling graph schema exploration, query execution, and advanced graph-based operations like path finding and neighbor discovery.  (python) 

- [❌ sql-alchemy](https://github.com/runekaagaard/mcp-alchemy): Integrates Claude Desktop with SQL databases using SQLAlchemy to enable direct querying, analysis, and exploration of data across many database engines.  (python) 





## Data Platforms



Tools for integrating, transforming, and managing data pipelines.



- [❌ cloudera-ai-agent-studio](https://github.com/jasonmeverett/cloudera-ai-agent-studio-mcp): Provides a bridge between Cloudera AI Agent Studio and external tools, enabling automated creation and management of multi-agent workflows with hierarchical structures through the Agent Studio API.  (python) 

- [❌ apache-gravitino](https://github.com/datastrato/mcp-server-gravitino): Integrates with Apache Gravitino to provide direct access to metadata services for exploring, tagging, and managing catalogs, schemas, tables, and user roles across data assets without switching workflows.  (python) 

- [❌ palantir-foundry](https://github.com/qwert666/mcp-server-foundry): Bridges to Palantir Foundry platform, enabling ontology data interaction and SQL query execution against datasets with tools for listing types, querying objects, executing SQL, and running ontology functions.  (python) 

- [❌ agentmode](https://github.com/agentmode/server): All-in-one server that connects your coding AI to dozens of databases, data warehouses, data pipelines, cloud services, and more.  (python) 

- [❌ datafocus](https://github.com/focussearch/focus_mcp_data): Interface with Datafocus data tables via natural language.  (java) 

- [❌ smartsheet-for-healthcare](https://github.com/terilios/smartsheet-server): Integrates Smartsheet for healthcare analytics, enabling efficient data management and analysis in clinical research and hospital operations.  (python) 

- [❌ bitable-mcp](https://github.com/lloydzhou/bitable-mcp): Connects to Lark Bitable for SQL-like querying of structured data, enabling table listing, schema inspection, and read operations using Lark API credentials.  (python) 

- [❌ bigquery](https://github.com/monochromegane/mcp-bigquery-server): Integrates with BigQuery to enable querying and retrieving table schemas from specified datasets for data analysis and reporting  (go) 

- [✅ mcp-server-axiom](https://github.com/thetabird/mcp-server-axiom-js): Integrates with Axiom for executing APL queries and listing datasets, enabling log analysis, anomaly detection, and data-driven decision making.  (3 tools) (node) 

- [❌ unity-catalog](https://github.com/ognis1205/mcp-server-unitycatalog): Integrates with Unity Catalog to enable seamless execution of database functions, with tools for listing, retrieving, creating, and deleting functions within specified catalog environments.  (python) 

- [❌ datahub](https://github.com/acryldata/mcp-server-datahub): Integrates with DataHub's API to enable metadata management, discovery, and governance across diverse data assets in complex ecosystems.  (python) 

- [❌ the-graph](https://github.com/kukapay/thegraph-mcp): Enables access to indexed blockchain data through The Graph's decentralized network for analyzing token trading volumes, monitoring liquidity pools, and identifying unusual transaction patterns  (python) 

- [❌ mcp-tinybird](https://github.com/tinybirdco/mcp-tinybird): Query and analyze large datasets using Tinybird analytics.  (python) 

- [❌ bloom-growth](https://github.com/franccesco/bloomy-mcp): Integrates with Bloom Growth's GraphQL API to enable interaction with growth management and analytics tools for AI-assisted workflows.  (python) 

- [❌ csv-and-excel-processor](https://github.com/shadowk1337/mcp-csv-server): Integrates with Spring Boot to process CSV and Excel files, enabling data extraction and manipulation for analysis, reporting, or system integration tasks.  (java) 

- [❌ airflow-mcp-server](https://github.com/abhishekbhakat/airflow-mcp-server): Bridges Claude with Apache Airflow, enabling direct interaction with workflow orchestration through read-only or full-access modes for listing, checking, triggering, and managing Airflow resources via natural language.  (python) 

- [❌ mcp-server-opendal](https://github.com/xuanwo/mcp-server-opendal): Integrates with OpenDAL to provide unified access to diverse storage backends, enabling LLMs to read from and write to various storage systems for data management tasks.  (python) 

- [❌ airbyte-status-checker](https://github.com/quintonwall/mcp-airbyte-list-sources): Integrates with Airbyte API to monitor data pipeline health, check connection statuses, and manage streams for real-time ETL process oversight.  (python) 

- [❌ google-spreadsheet](https://github.com/kazz187/mcp-google-spreadsheet): Integrates with Google Drive and Sheets to enable document management, file operations, and spreadsheet manipulation without switching contexts.  (go) 

- [❌ apache-iceberg](https://github.com/ahodroj/mcp-iceberg-service): Provides a SQL interface for querying and managing Apache Iceberg tables through connections to Iceberg REST catalogs and S3-compatible storage, enabling data analysts to interact with data lakes without switching contexts.  (python) 

- [❌ graphql-explorer](https://github.com/larshvidsten/mcp_af_graph): Integrates with GraphQL APIs to enable secure data retrieval, query execution, and schema exploration for AI applications  (python) 

- [❌ streamnative-(apache-pulsar/kafka)](https://github.com/streamnative/streamnative-mcp-server): Bridges AI systems with Apache Pulsar/Kafka messaging infrastructure, enabling natural language management of topics, subscriptions, schemas, and resources for monitoring and troubleshooting distributed messaging systems.  (go) 

- [❌ eunomia](https://github.com/whataboutyou-ai/eunomia-mcp-server): Integrates with the Eunomia framework for a simple way to orchestrate data governance policies like PII detection or user access control  (python) 

- [❌ kestra](https://github.com/kestra-io/mcp-server-python): Integrates with Kestra workflow orchestration platform to enable natural language control of data pipelines, execution management, namespace operations, and enterprise features like user management through conversational interfaces.  (python) 

- [❌ keboola-explorer](https://github.com/keboola/mcp-server): Integrates with Keboola Connection to enable data exploration, project management, and automated reporting tasks using simplified Storage API interactions.  (python) 

- [❌ databricks](https://github.com/rafaelcartenet/mcp-databricks-server): Integrates with Databricks to execute SQL queries, list schemas, and describe table structures using the Statement Execution API for data exploration and analysis tasks  (python) 

- [❌ kusto-(azure-data-explorer)](https://github.com/zzzhdw/mcp-server-kusto): Integrates with Azure Data Explorer to enable read-only querying, table listing, and schema retrieval for large-scale telemetry data analysis.  (python) 

- [❌ world-bank-data](https://github.com/anshumax/world_bank_mcp_server): Connects to World Bank open data API for exploring and analyzing global socioeconomic indicators and development trends.  (python) 

- [❌ databutton-app-mcp](https://github.com/databutton/databutton-app-mcp): Enables using Databutton app API endpoints as tools by establishing secure websocket connections and handling authentication for seamless integration  (python) 

- [❌ mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow): Provides a bridge to Apache Airflow for managing and monitoring workflows through natural language, enabling DAG management, task execution, and resource administration without leaving your assistant interface.  (python) 

- [❌ explorium-mcp-server](https://github.com/explorium-ai/mcp-explorium): Integrates with Explorium's data services API, enabling access to data capabilities for AI workflows through a Python-based server that requires API key authentication.  (python) 

- [❌ odmcp](https://github.com/opendatamcp/opendatamcp): Connect to open data from millions of open government, NGO, and company datasets.  (python) 

- [❌ microsoft-fabric](https://github.com/aci-labs/ms-fabric-mcp): Integrates with Microsoft Fabric APIs to explore and document data assets including workspaces, lakehouses, warehouses, tables, and semantic models with Azure authentication and markdown formatting.  (python) 

- [❌ mcp-server-alteryx](https://github.com/jupiterbak/ayx-mcp-wrapper): Integrates with Alteryx Server's REST API to enable workflow execution, collection management, user administration, schedule automation, job monitoring, and credential management for data analytics operations.  (python) 

- [❌ atlan-data-catalog](https://github.com/atlanhq/agent-toolkit/tree/HEAD/modelcontextprotocol): Provides a bridge between AI agents and Atlan data catalog services for searching, retrieving, traversing lineage, and updating asset metadata through the pyatlan SDK  (python) 

- [✅ @powerdrillai/powerdrill-mcp](https://github.com/powerdrillai/powerdrill-mcp): Provides tools to interact with Powerdrill datasets to perform data work.  (9 tools) (node) 

- [❌ azure-data-explorer](https://github.com/pab1it0/adx-mcp-server): Integrates with Azure Data Explorer to enable executing KQL queries, discovering database resources, exploring table schemas, and sampling data for data analysis and insights generation.  (python) 

- [❌ dune-analytics](https://github.com/kukapay/dune-analytics-mcp): Integrates with Dune Analytics API to provide direct access to blockchain data through tools for retrieving existing query results and executing on-demand queries in CSV format.  (python) 

- [❌ choose-(google-bigquery)](https://github.com/keurcien/choose-mcp-server): Integrates with Google BigQuery and BigQuery Storage to enable efficient execution of SQL queries, schema retrieval, and large-scale data analytics on cloud datasets.  (python) 

- [❌ metabase](https://github.com/sazboxai/mcp_metabase): Provides a bridge between databases and external tools, enabling metadata retrieval, schema exploration, and secure action execution across Metabase database systems through an encrypted configuration interface.  (python) 

- [❌ data.gov.my](https://github.com/faridyusof727/datagovmy-mcp): Integrates with Malaysia's open government data API to provide access to population statistics, birth records, fuel prices, household income, and vehicle registration information with dataset-specific filtering capabilities.  (go) 

- [❌ mcp-google-sheets](https://github.com/xing5/mcp-google-sheets): Integrates with Google Drive and Google Sheets to create, read, update, and manage spreadsheets with support for both OAuth and service account authentication methods.  (python) 

- [❌ mcp-server-openmetadata](https://github.com/yangkyeongmo/mcp-server-openmetadata): Integrates with OpenMetadata to enable querying and manipulating metadata across data assets for governance, cataloging, and lineage tracking.  (python) 

- [❌ alibabacloud-dataworks-mcp-server](https://github.com/aliyun/alibabacloud-dataworks-mcp-server): Exports Alibaba Cloud DataWorks Open API tools for dynamic project management and data workflow interactions using TypeScript and Zod for robust schema validation.  (node) 

- [❌ apache-seatunnel](https://github.com/ocean-zhc/seatunnel-mcp): Interact with SeaTunnel through LLM interfaces like Claude.  (python) 

- [❌ dbt-mcp](https://github.com/dbt-labs/dbt-mcp): Provides a bridge between dbt (data build tool) resources and natural language interfaces, enabling execution of CLI commands, discovery of model metadata, and querying of the Semantic Layer for data transformation management.  (python) 

- [❌ google-sheets](https://github.com/akchro/google-sheets-mcp): Integrates with Google Sheets to enable spreadsheet creation, editing, and formatting capabilities through specialized Python tools built with FastMCP framework, requiring Google Cloud OAuth authentication.  (python) 

- [✅ opengov-mcp-server](https://github.com/srobbin/opengov-mcp-server): Enables access to public government datasets from Socrata-powered portals through a unified tool for searching, querying, and analyzing data like budgets, crime statistics, and transportation information without requiring an API key.  (1 tools) (node) 

- [❌ kafka-streaming](https://github.com/pavanjava/kafka_mcp_server): Enables seamless Kafka message streaming for AI models by providing publish and consume functionalities through a configurable Python server with stdio and SSE transport support.  (python) 

- [❌ mcp_cube_server](https://github.com/isaacwasserman/mcp_cube_server): Interfaces with Cube.dev's REST API to enable querying and describing data from Cube deployments, simplifying access to complex data structures for automated analysis and natural language exploration of business metrics.  (python) 

- [❌ earthdata_mcp_server](https://github.com/datalayer/earthdata-mcp-server): Provides a bridge to NASA's Earthdata platform for searching and retrieving Earth science datasets and data granules based on keywords, temporal ranges, and geographic boundaries.  (python) 

- [❌ iceberg-mcp](https://github.com/ryft-io/iceberg-mcp): Provides direct access to Apache Iceberg tables stored in AWS, enabling exploration of catalogs, schemas, properties, and partition information without complex queries or code.  (python) 

- [❌ @tigrisdata/tigris-mcp-server](https://github.com/tigrisdata/tigris-mcp-server): Provides S3-compatible object storage capabilities for managing buckets, uploading/downloading objects, and generating signed URLs through Tigris Storage  (node) 

- [❌ google-analytics-mcp](https://github.com/surendranb/google-analytics-mcp): Integrates with Google Analytics 4 to retrieve metrics, dimensions, and customized reports with flexible date ranges for analyzing website performance and user behavior patterns.  (python) 

- [❌ mcp-pinot-server](https://github.com/startreedata/mcp-pinot): Integrates with Apache Pinot to enable real-time analytics queries through SQL execution, table schema inspection, segment analysis, and cluster metadata access for operational monitoring and business intelligence workflows.  (python) 

- [❌ qdrant-with-openai-embeddings](https://github.com/amansingh0311/mcp-qdrant-openai): Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base querying.  (python) 

- [❌ prefect-mcp-server](https://github.com/fortunto2/prefect-mcp-server): Enables interaction with Prefect workflow orchestration platform for retrieving flow information, managing flow runs, searching deployments, and executing workflows directly from conversational interfaces.  (python) 

- [❌ source-relation](https://github.com/owayo/mcp-source-relation): Integrates source relation functionality to simplify connecting and organizing diverse data inputs, enabling efficient retrieval and processing.  (python) 

- [❌ azure-data-explorer-(kusto)](https://github.com/abhirockzz/mcp_kusto): Integrates with Azure Data Explorer to enable listing databases, retrieving table schemas, and executing KQL queries for data analysis and exploration.  (go) 

- [❌ splunk](https://github.com/splunk/splunk-mcp-server2): Integrates with Splunk Enterprise and Cloud instances to execute SPL queries, retrieve index metadata, and run saved searches with comprehensive output formats while providing safety guardrails against destructive operations.  (python) 





## Developer Tools



Enhance your development workflow with tools for coding and environment management.



- [❌ play-sound](https://github.com/davidteren/play-sound-mcp-server): Provides audio notification capabilities for coding tasks, enabling sound alerts when work is completed with cross-platform audio backend support, volume control, and device switching for developers who want audible feedback without constant screen monitoring.  (python) 

- [❌ laravel-helper-tools](https://github.com/jsonallen/laravel-mcp): Integrates with Laravel projects to provide log analysis, error tracking, and Artisan command execution for streamlined development workflows.  (python) 

- [❌ go-documentation](https://github.com/yikakia/godoc-mcp-server): Enables Go developers to search for and retrieve detailed documentation from pkg.go.dev, including package information, constants, types, functions, and variables.  (go) 

- [❌ mcpandroidbuild](https://github.com/shenghaiwang/androidbuild): Streamlines Android project development by providing automated tools for building, testing, and running instrumented tests through Visual Studio Code extensions, enabling seamless interaction and error reporting.  (python) 

- [❌ rhino3d](https://github.com/a01110946/rhinomcp): Connects Rhino3D to Claude through a WebSocket bridge, enabling AI-assisted 3D modeling capabilities for creating and manipulating geometry, running Python scripts, and interacting with the modeling environment.  (python) 

- [❌ notion-todo](https://github.com/danhilse/notion_mcp): MCP server that enables AI assistants to manage a minimalist Notion todo list through a simple API interface.  (python) 

- [❌ kai-(kubernetes)](https://github.com/basebandit/kai): Enables natural language interaction with Kubernetes clusters for managing pods, retrieving logs, and manipulating container environments without complex kubectl commands.  (go) 

- [❌ opslevel](https://github.com/opslevel/opslevel-mcp): Provides direct access to OpsLevel's developer portal data, enabling intelligent interactions with service catalogs, component metrics, and operational workflows for DevOps teams managing service infrastructure.  (go) 

- [❌ agile-flow](https://github.com/smian0/mcp-agile-flow): Provides project management and workflow enhancement tools for generating structured documents, breaking down complex problems, and supporting natural language commands in agile development environments.  (python) 

- [❌ dev.to](https://github.com/heetvekariya/devto-agent): Integrates with Dev.to blogging platform for fetching articles by tags, managing user profiles and reading lists, publishing markdown content, and accessing comments to enable content management workflows and automated blog publishing.  (python) 

- [❌ task-master-ai](https://github.com/eyaltoledano/claude-task-master): Provides task management capabilities for development workflows with PRD parsing, task CRUD operations with dependency management, complexity analysis, and context-based organization across project phases.  (node) 

- [❌ code2prompt](https://github.com/odancona/code2prompt-mcp): Transforms complex codebases into structured summaries optimized for language models, enabling better code understanding for analysis, documentation, and technical assistance workflows.  (python) 

- [✅ @mcp-get-community/server-macos](https://github.com/mcp-get/community-servers/blob/main/src/server-macos): MCP server for macOS system operations  (2 tools) (node) 

- [❌ kubernetes-natural-language-commander](https://github.com/jess321995/kube-core-mcp): Converts natural language requests into valid kubectl commands for Kubernetes cluster management, enabling administrators to interact with their clusters without memorizing complex syntax  (python) 

- [❌ aapanel](https://github.com/aapanel/mcp-server): Bridges AI with aaPanel web hosting control panel for managing websites, databases, Docker containers, and system resources through Go-based API integration.  (go) 

- [❌ espresso-testing-framework](https://github.com/vs4vijay/espresso-mcp): Integrates with Espresso testing framework to enable automated Android application testing through test execution, result analysis, and mobile UI interaction capabilities.  (python) 

- [❌ sonarqube-metrics](https://github.com/archai-labs/fastmcp-sonarqube-metrics): Integrates with SonarQube to provide code quality metrics like bugs, vulnerabilities, code smells, coverage, and duplication density at project and component levels for development teams.  (python) 

- [✅ xcodebuildmcp](https://github.com/cameroncooke/xcodebuildmcp): Enables building, running, and debugging iOS and macOS applications through Xcode with tools for project discovery, simulator management, app deployment, and UI automation testing.  (80 tools) (node) 

- [❌ hanzo-mcp](https://github.com/hanzoai/mcp): Enables secure interaction with codebases through tools for file operations, command execution, project analysis, and Jupyter notebook management with path validation and operation allowlisting  (python) 

- [❌ docker-compose](https://github.com/ckreiling/mcp-server-docker): Manage Docker containers, bridged by the Docker SDK for Python.  (python) 

- [❌ development-tooling](https://github.com/dillip285/mcp-dev-server): Integrates with Docker, Git, and development tools to enable software project management, code analysis, and automated workflows across languages and frameworks.  (python) 

- [❌ office-word-mcp-server](https://github.com/gongrzhe/office-word-mcp-server): Provides a bridge to Microsoft Word for creating and modifying documents with features like text formatting, table manipulation, image scaling, and style management  (python) 

- [❌ mcp-server-llmling](https://github.com/phil65/mcp-server-llmling): Provides a YAML-based configuration system for LLM applications, enabling declarative setup of custom environments with resource management, tool execution, and prompt handling capabilities.  (python) 

- [❌ binary-ninja](https://github.com/opensensor/bn_cline_mcp): Integrates with Binary Ninja for reverse engineering tasks by providing tools to retrieve binary metadata, list functions, disassemble code, and decompile functions to C.  (python) 

- [✅ @mcp-get-community/server-llm-txt](https://github.com/mcp-get/community-servers/blob/main/src/server-llm-txt): MCP server that extracts and serves context from llm.txt files, enabling AI models to understand file structure, dependencies, and code relationships in development environments  (3 tools) (node) 

- [❌ higress-api-gateway](https://github.com/higress-group/higress-ops-mcp-server): Enables DevOps teams to manage Higress API gateway configurations through natural language commands with human-in-the-loop validation for sensitive operations  (python) 

- [❌ aerith-admin-(rbac-dashboard)](https://github.com/albeorla/mcp): Implements a structured 5-step development workflow for building RBAC dashboard applications using FastAPI, Git integration, and browser automation capabilities  (python) 

- [❌ go-debugger-(delve)](https://github.com/sunfmin/mcp-go-debugger): Provides a bridge to the Delve debugger for Go applications, enabling runtime debugging capabilities including breakpoints, stepping through code, variable inspection, and stack trace examination.  (go) 

- [❌ jadx-(java-decompiler)](https://github.com/zinja-coder/jadx-mcp-server): Integrates with JADX-GUI to enable reverse engineering of Java and Android applications through decompiled code analysis, method searching, and access to both Java and Smali representations.  (python) 

- [❌ flutter-documentation](https://github.com/adamsmaka/flutter-mcp): Provides real-time access to Flutter, Dart, and pub.dev documentation through on-demand web scraping with SQLite caching, enabling current API reference retrieval and package information lookup for Flutter development workflows.  (python) 

- [✅ @nextdrive/github-action-trigger-mcp](https://github.com/nextdriveioe/github-action-trigger-mcp): Enables GitHub Actions integration for triggering workflows, fetching action details, and retrieving repository releases through authenticated API interactions  (4 tools) (node) 

- [❌ sinstaller](https://github.com/semcp/mcp-sinstaller): Automates installation and containerization of MCP servers from GitHub repositories by analyzing codebases, generating Docker configurations, and building ready-to-run container images with automatic transport detection and client configuration generation.  (python) 

- [❌ arthas-jvm-diagnostics](https://github.com/xzq-xu/jvm-mcp-server): Enables direct interaction with running Java applications through Arthas diagnostic tools via SSH connections, allowing for remote command execution, performance monitoring, and debugging of JVM processes.  (python) 

- [✅ @growthbook/mcp](https://github.com/growthbook/growthbook-mcp): Enables AI to manage feature flags, experiments, environments, and SDK connections in GrowthBook, providing tools for searching documentation, creating targeting rules, and generating implementation code for various programming languages.  (14 tools) (node) 

- [❌ ast-grep](https://github.com/ast-grep/ast-grep-mcp): Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis and refactoring tasks.  (python) 

- [❌ paelladoc](https://github.com/jlcases/paelladoc): Generates structured documentation for software projects through code analysis, template management, and specialized commands for consistent documentation practices across diverse project types.  (python) 

- [❌ log-analyzer-mcp](https://github.com/djm81/log_analyzer_mcp): Analyzes Python application logs with time-based and pattern filtering, pytest output parsing, and code coverage report generation for debugging and quality monitoring workflows.  (python) 

- [❌ mcp-openapi-schema-explorer](https://github.com/kadykov/mcp-openapi-schema-explorer): MCP server providing token-efficient access to OpenAPI/Swagger specs via MCP Resources for client-side exploration.  (node) 

- [❌ d2-diagramming](https://github.com/i2y/d2mcp): Integrates with Terrastruct's D2 diagramming language to generate technical diagrams, flowcharts, and architectural visualizations in SVG, PNG, and PDF formats through natural language requests.  (go) 

- [❌ docker-mcp](https://github.com/quantgeekdev/docker-mcp): Manage containers and compose stacks through natural language.  (python) 

- [❌ bazel](https://github.com/aaomidi/mcp-bazel): Integrates with Bazel build systems to enable target building, test running, dependency analysis, and source file identification without requiring command-line syntax knowledge.  (go) 

- [❌ kubectl-mcp-tool](https://github.com/rohitg00/kubectl-mcp-server): Enables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of complex kubectl commands.  (python) 

- [❌ documentation-markdown-converter](https://github.com/teddylee777/mcpdoc): Provides AI assistants with access to documentation through a configurable server that converts HTML to Markdown and enables auditing of tool calls and returned context.  (python) 

- [❌ uml-diagramming](https://github.com/swayingleaves/uml-mcp-server): Integrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from code or text descriptions within conversational interfaces.  (python) 

- [❌ vscode](https://github.com/microsoft/semanticworkbench/tree/HEAD/mcp-servers/mcp-server-vscode): VSCode tools and resources as a Model Context Protocol (MCP) server in a VSCode extension  (python) 

- [❌ mcp-server-restart](https://github.com/non-dirty/mcp-server-restart): Enables automated restarts of Claude Desktop on macOS by leveraging psutil to safely terminate and relaunch the application process.  (python) 

- [❌ hoverfly](https://github.com/kapishmalik/hoverfly-mcp-server): Integrates with Hoverfly service virtualization tool to enable HTTP/HTTPS mock creation, simulation management, and server lifecycle control for development and testing workflows.  (java) 

- [❌ ansible-tower](https://github.com/a37ai/ansible-tower-mcp): Bridges AI systems with Ansible Tower/AWX instances for infrastructure automation, enabling inventory, host, job template, and credential management through a secure API interface for DevOps workflows.  (python) 

- [❌ code2flow](https://github.com/kursk-ye/code2flow-mcp-server): Generates visual code flow diagrams from source code to help understand program structure, execution paths, and architectural relationships without manual diagramming.  (python) 

- [❌ zen](https://github.com/beehiveinnovations/zen-mcp-server): Give your development workflow access to all state of the art AI models for enhanced code analysis, problem-solving, and collaborative development.  (python) 

- [❌ azure-devops](https://github.com/theapemachine/mcp-server-multi-tools): Integrates with Azure DevOps to manage work items, wikis, and project tasks, enabling AI-driven project management and cross-service automation.  (go) 

- [❌ project-orchestrator](https://github.com/sparesparrow/mcp-project-orchestrator): Streamlines software project creation by analyzing user input to select appropriate structures, generate documentation with Mermaid diagrams, and provide tools for setup and management.  (python) 

- [❌ python-toolbox](https://github.com/gianlucamazza/mcp_python_toolbox): Integrates Python development tools for file operations, code analysis, project management, and safe code execution, enabling advanced programming workflows and automated testing.  (python) 

- [❌ tasks-organizer](https://github.com/huntsyea/mcp-tasks-organizer): Converts Cursor agent plans into markdown task lists for organizing and structuring project plans into readable, actionable formats.  (python) 

- [❌ mcp-nixos](https://github.com/utensils/mcp-nixos): Provides a server for accessing NixOS packages, system options, Home Manager, and nix-darwin configurations with multi-level caching and advanced search capabilities  (python) 

- [❌ officemcp](https://github.com/officemcp/officemcp): Enables AI to automate Microsoft Office applications (Word, Excel, PowerPoint, and more) through COM interfaces in Windows, providing tools for launching programs, manipulating documents, capturing screenshots, and managing files.  (python) 

- [❌ helm](https://github.com/zekker6/mcp-helm): Provides tools for interacting with Helm repositories and charts  (go) 

- [❌ evolvemcp](https://github.com/kordless/gnosis-evolve): Extends Claude Desktop with custom tools for mathematical calculations, system monitoring, and enhanced functionality through an automated installation framework.  (python) 

- [❌ cutter-(reverse-engineering)](https://github.com/ap425q/cuttermcp): Bridges Cutter reverse engineering platform with binary analysis capabilities including function listing, decompilation, segment analysis, and symbol management for enhanced reverse engineering workflows.  (python) 

- [❌ jnews-mcp-server](https://github.com/juhemcp/jnews-mcp-server): Lightweight Python FastAPI server implementation for streamlined server-side interactions, using modern tooling like uv for dependency management and GitHub Actions for automated testing and deployment.  (python) 

- [❌ cube-(blender)](https://github.com/themapleseed/cube): Enables remote control of Blender 3D software through a socket connection for creating and manipulating 3D objects, materials, and scenes with support for code execution and viewport streaming.  (python) 

- [❌ devdocs](https://github.com/llmian-space/devdocs-mcp): Integrates with software documentation sources to process, index, and retrieve technical content for enhanced code assistance and API exploration.  (python) 

- [❌ dap-mcp](https://github.com/kashuncheng/dap_mcp): Bridges debugging tools with AI systems through the Debug Adapter Protocol, enabling debugger control, breakpoint management, and program state inspection with XML-formatted output for enhanced debugging workflows.  (python) 

- [❌ xcodebuild](https://github.com/shenghaiwang/xcodebuild): Integrates with Xcode to enable iOS project building, testing, and error handling for efficient development workflows in AI-assisted coding environments.  (python) 

- [❌ xcode-diagnostics](https://github.com/leftspin/mcp-xcode-diagnostics): Extracts and parses Xcode build errors and warnings from DerivedData logs, providing structured diagnostic information with file paths, line numbers, error messages, and fix-it suggestions for Swift projects.  (python) 

- [❌ lldb](https://github.com/stass/lldb-mcp): Enable disassembly, debugging and analysis of native apps via LLDB on macOS and Linux.  (python) 

- [❌ terry-form-(terraform)](https://github.com/aj-geddes/terry-form-mcp): Provides secure Terraform operations through Docker-containerized environments that isolate infrastructure planning and validation tasks, supporting init, validate, fmt, and plan operations with variable injection while restricting dangerous actions like apply or destroy for safe infrastructure code review and automated planning workflows.  (python) 

- [❌ jotai-mcp-server](https://github.com/jotaijs/jotai-mcp-server): Provides direct access to Jotai documentation resources, including the main README and curated tips, for developers working with this state management library  (node) 

- [❌ grasshopper-3d](https://github.com/veoery/gh_mcp_server): Integrates with Rhino/Grasshopper 3D modeling software to enable parametric design and geometric analysis through natural language commands for architects, designers, and engineers.  (python) 

- [❌ mcp-azure-devops](https://github.com/vortiago/mcp-azure-devops): Integrates with Azure DevOps services to enable natural language interactions for querying work items, retrieving project information, and managing team resources without navigating the complex interface directly.  (python) 

- [❌ emacs-lisp-generator](https://github.com/vivekhaldar/emacs-mcp-server): Enables AI to interact with Emacs by generating and executing Elisp code for buffer manipulation, text editing, and configuration changes without requiring users to write Elisp themselves.  (python) 

- [❌ 1panel](https://github.com/1panel-dev/mcp-1panel): Enables server administrators to manage websites, databases, SSL certificates, and applications through 1Panel's server management capabilities without switching contexts.  (go) 

- [❌ daemonize](https://github.com/mackee/mcp-daemonize): Enables AI agents to manage long-running development servers by providing tools to start, monitor, stop, and debug processes like Vite or Next.js without manual terminal handling.  (go) 

- [❌ jetbrains-ide](https://github.com/leobuskin/mcp_jetbrains_proxy): Bridges Large Language Models with JetBrains IDEs to enable intelligent code completion, automated refactoring, and context-aware documentation generation.  (python) 

- [❌ docker](https://github.com/coolbit-in/docker-mcp): Bridges Docker infrastructure management by providing a JSON API for container, image, and command operations through a unified protocol implementation.  (go) 

- [❌ source-tree-generator](https://github.com/owayo/mcp-src-tree): Generates source code directory trees using Python and pathspec for flexible path matching, enabling code analysis and project structure visualization.  (python) 

- [❌ weekly-reports](https://github.com/kaneyxx/weekly-report-mcp): Lightweight server for processing weekly reports via Google Sheets, providing development mode and automated validation for team tracking workflows.  (python) 

- [❌ kdebug-(kubernetes)](https://github.com/soub4i/kdebug-mcp): Enables natural language interaction with Kubernetes resources, allowing developers to manage clusters through conversational interfaces instead of complex kubectl commands.  (go) 

- [✅ gistpad-mcp](https://github.com/lostintangent/gistpad-mcp): Transforms GitHub Gists into a personal knowledge management system with specialized handling for daily notes, reusable prompts with frontmatter support, and comprehensive gist operations including creation, updating, archiving, and commenting for version-controlled knowledge storage.  (28 tools) (node) 

- [❌ agentcraft_mcp](https://github.com/seyhunak/agentcraft-mcp): Provides a flexible agent framework with pre-configured agents for tasks like marketing, code review, scheduling, and regulatory compliance, using data-driven YAML configuration to enable dynamic agent creation across domains like finance, product development, and customer support.  (python) 

- [❌ terraform-registry](https://github.com/hashicorp/terraform-mcp-server): Integrates with HashiCorp's Terraform Registry APIs to enable provider documentation retrieval, module search, and infrastructure configuration discovery for Terraform workflows.  (go) 

- [❌ pydantic-ai-docs](https://github.com/omniwaifu/pydantic-ai-docs-server): Provides direct access to Pydantic-AI documentation with tools for retrieving specific documents, listing topics, and accessing changelog information without leaving your development environment.  (python) 

- [❌ mathcad-prime](https://github.com/puran-water/mathcad-mcp): Integrates with PTC MathCAD Prime through the MathcadPy library, enabling worksheet management, input/output manipulation, and calculation control for engineering and scientific workflows.  (python) 

- [❌ neurolorap-code-collector](https://github.com/aindreyway/mcp-server-neurolora-p): Streamlines code collection and documentation by gathering files into a single markdown document with features like syntax highlighting and table of contents generation.  (python) 

- [❌ n8n-workflow-summarizer](https://github.com/gblack686/n8n-workflow-summarizer-mcp): Transforms complex n8n workflow JSON files into clear markdown summaries, extracting nodes, connections, and functionality while generating conceptual Python code that replicates the workflow's logic.  (python) 

- [❌ kubernetes-claude](https://github.com/blankcut/kubernetes-mcp-server): Integrates Claude with Kubernetes, ArgoCD, and GitLab to analyze and troubleshoot GitOps workflows by collecting resource information, correlating cross-system data, and providing actionable recommendations through a RESTful API.  (go) 

- [❌ protobuf-formatter](https://github.com/emicklei/protofmt-mcp): Formats Protocol Buffer (.proto) files with consistent indentation and standardized conventions for cleaner, more maintainable code  (go) 

- [❌ maya](https://github.com/patrickpalmer/mayamcp): Provides a bridge between natural language commands and Autodesk Maya, enabling scene management, object creation, attribute manipulation, and viewport control through a dynamically extensible Python-based server.  (python) 

- [❌ mcpdoc](https://github.com/langchain-ai/mcpdoc): Provides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless documentation lookup during coding sessions.  (python) 

- [✅ @ahdev/dokploy-mcp](https://github.com/andradehenrique/dokploy-mcp): Integrates with Dokploy platform API for creating, updating, duplicating, and removing deployment projects, enabling teams to automate deployment workflows through AI interactions.  (43 tools) (node) 

- [❌ office-powerpoint-mcp-server](https://github.com/gongrzhe/office-powerpoint-mcp-server): Enables creation and manipulation of PowerPoint presentations with tools for adding and formatting slides, text, images, tables, charts and shapes through python-pptx  (python) 

- [❌ gdb-debugger](https://github.com/yywz1999/gdb-mcp-server): Integrates GDB with AI capabilities to provide interactive debugging assistance for C/C++ applications, enabling breakpoint management, memory examination, and execution flow analysis during debugging sessions.  (python) 

- [❌ video-editor-(ffmpeg)](https://github.com/kush36agrawal/video_editor_mcp): Integrates FFmpeg for video editing operations, enabling tasks like trimming, merging, and format conversion through natural language commands.  (python) 

- [❌ bitrise](https://github.com/bitrise-io/bitrise-mcp): Provides a bridge to the Bitrise CI/CD platform API, enabling mobile app development workflow management including builds, artifacts, and releases for iOS and Android platforms.  (python) 

- [❌ local-dev](https://github.com/txbm/mcp-local-dev): Creates sandboxed local dev environments directly from GitHub; run tests, report coverage and more.  (python) 

- [❌ nuke](https://github.com/aourpallynikhil/nuke-mcp-2): Provides a bridge to Nuke compositing software for automating common tasks like node creation, configuration, and render operations through a Python interface  (python) 

- [❌ phalcon](https://github.com/xindong888999/phalcon-mcp): Integrates with Phalcon PHP framework to enable project management, code scaffolding, and Cursor IDE data analysis through FastMCP and SQLite database capabilities  (python) 

- [❌ gopls-(go-language-server)](https://github.com/yantrio/mcp-gopls): Wraps gopls (Go language server) to provide Go development tools including go-to-definition, find references, hover information, diagnostics, and workspace symbol search for code navigation and analysis.  (go) 

- [❌ spring-io](https://github.com/martinlippert/spring-io-api-mcp): Integrates with Spring's API to provide release information and support timelines for Spring projects, enabling dependency management and upgrade planning.  (java) 

- [❌ tekton-ci/cd](https://github.com/openshift-pipelines/mcp-tekton): Enables DevOps teams to start and monitor Tekton CI/CD pipelines in Kubernetes environments through natural language commands without requiring direct cluster access.  (go) 

- [❌ devenvinfoserver](https://github.com/carterlasalle/system_information_mcp): Gathers detailed development environment data to enhance context-aware assistance in code editors, enabling tailored coding suggestions and environment-specific troubleshooting.  (python) 

- [❌ key-server](https://github.com/suchetaslalom-sf/mcp-key-server): Provides secure API key storage and NPM package management with role-based access control, enabling developers to centrally store service credentials while maintaining dependencies.  (python) 

- [❌ prompt-tester](https://github.com/rt96-hub/prompt-tester): Enables AI assistants to test and compare LLM prompts across different providers with side-by-side comparisons, token tracking, and cost calculation for evaluating prompt effectiveness.  (python) 

- [❌ abaqus/cae-gui-automation](https://github.com/jianzhichun/abaqus-mcp-server): Enables AI to control Abaqus/CAE finite element analysis software through GUI automation, executing Python scripts and retrieving message logs without modifying the core application.  (python) 

- [❌ powerpoint-automation](https://github.com/socamalo/ppt_mcp_server): Enables direct control of Microsoft PowerPoint through natural language commands, leveraging the PowerPoint COM API to create, edit, and manage presentations without switching applications.  (python) 

- [✅ @llmindset/mcp-hfspace](https://github.com/evalstate/mcp-hfspace/): MCP Server for using HuggingFace Spaces. Seamlessly use the latest Open Source Image, Audio and Text Models from within Claude Deskop.  (3 tools) (node) 

- [❌ gin-mcp](https://github.com/ckanthony/gin-mcp): Automatically exposes existing Gin API endpoints as tools with zero configuration, requiring just a single line of code to bridge your Go application with AI assistants.  (go) 

- [❌ spring-boot-bridge](https://github.com/brunosantoslab/spring-mcp-bridge): Automatically converts Spring Boot REST applications into MCP servers, enabling AI tools to interact with existing Spring APIs without rewriting backend services.  (python) 

- [❌ mcp-server-make](https://github.com/wrale/mcp-server-make): Integrates with make to enable execution of Makefile targets, automating build processes and development tasks for software projects.  (python) 

- [✅ qasphere-mcp](https://github.com/hypersequent/qasphere-mcp): Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs.  (6 tools) (node) 

- [❌ mcp-sys-bridge](https://github.com/leynier/mcp-sys-bridge): Provides native OS functionality for opening URLs in the default browser, copying text to the clipboard, and retrieving detailed current date/time information including timestamps, day/month names, leap year status, and quarter calculations.  (python) 

- [❌ container-use](https://github.com/dagger/container-use): Provides containerized development environments that persist state across interactions through git-based storage and Dagger's container runtime, enabling isolated environments with custom toolchains, background services, and the ability to checkpoint environments as publishable container images.  (go) 

- [❌ llm-context](https://github.com/cyberchitta/llm-context.py): Streamlines code context sharing with LLMs by implementing smart file selection, code outlining, and multi-language support for efficient code reviews and documentation generation.  (python) 

- [❌ openai-agents-sdk](https://github.com/yaxin9luo/openai_agent_library_mcp): Provides access to OpenAI Agents SDK documentation and GitHub repository through search tools, content retrieval, and code examples with performance-optimized caching for developers referencing functionality without context switching.  (python) 

- [❌ tku-academic-systems-(tronclass-&-tku-ilife)](https://github.com/cantpr09ram/tku-mcp): Connects Blender to TKU's learning management and student information systems, enabling automated interactions with university platforms through authenticated access to TronClass and TKU-ilife.  (python) 

- [❌ flux-schnell](https://github.com/m-mcp/flux-schnell-server): Lightweight Python server using httpx for fast HTTP requests, providing a minimal configuration framework for developers seeking a quick and efficient server implementation.  (python) 

- [❌ hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp): Integrates with HackMD API to enable document creation, reading, updating, and deletion within collaborative markdown environments through authentication-secured personal and team workflows.  (node) 

- [❌ @wangmhaha/apifox-mcp-server](https://github.com/wangmhaha/apifox-mcp-server): Bridges Claude with Apifox API testing platform, enabling direct interaction with API documentation and testing capabilities through environment variable authentication and TypeScript/Express implementation.  (node) 

- [✅ @jsonresume/mcp](https://github.com/jsonresume/mcp): Enhances JSON Resumes with GitHub project information by analyzing codebases, fetching existing resumes, and intelligently updating profiles with relevant project details using OpenAI's API.  (3 tools) (node) 

- [❌ nextflow-developer-tools](https://github.com/adamrtalbot/mcp-nextflow): Streamlines Nextflow development by providing tools for building, testing, and executing pipelines directly from local repositories.  (python) 

- [✅ mcp-developer-name](https://github.com/seriawei/mcp-developer-name): Provides customizable developer information through a lightweight Node.js server that can be run via npx command or deployed as a Docker container.  (1 tools) (node) 

- [✅ deepsource-mcp-server](https://github.com/sapientpants/deepsource-mcp-server): Integrates with DeepSource's code quality platform to provide access to project metrics, issues, and analysis results for monitoring and troubleshooting code quality directly in conversations.  (10 tools) (node) 

- [❌ azure-devops-project-creator](https://github.com/imghosty17/mcp-server-sandbox): Integrates with Azure DevOps to automate project creation and infrastructure setup through FastAPI, eliminating the need for manual portal interaction.  (python) 

- [✅ @stakpak/mcp](https://github.com/stakpak/mcp): Integrates with Stakpak API to generate infrastructure code for projects, enabling developers to quickly create configurations through a dedicated tool that works with various IDEs.  (1 tools) (node) 

- [❌ prompt-template-server-(go)](https://github.com/smallnest/mcp-prompt-server-go): Lightweight Go server that loads and serves YAML-formatted prompt templates from a file system for easy organization and management of standardized prompts to AI models.  (go) 

- [❌ language-server](https://github.com/isaacphi/mcp-language-server): Provides intelligent code analysis and manipulation across multiple programming languages through language server protocols, enabling developers to explore, understand, and refactor complex codebases.  (go) 

- [❌ mcp-toolbox](https://github.com/ai-zerolab/mcp-toolbox): Integrates with external APIs and services to provide command execution, Figma file interaction, and file operations, enhancing LLM capabilities for UI/UX design, file management, and service interactions.  (python) 

- [❌ development-automation-server](https://github.com/alexsmirnov/mcp-server-continue): Provides a development automation server with modular architecture for fetching web content, accessing documentation, analyzing project structure, and performing web searches through internet and Perplexity APIs.  (python) 

- [❌ crewai-workflow](https://github.com/adam-paterson/mcp-crew-ai): Lightweight Python server for dynamically loading CrewAI multi-agent workflows from YAML configurations, enabling flexible task orchestration with minimal custom code and seamless tool integration.  (python) 

- [❌ mcp-server-aidd](https://github.com/skydeckai/skydeckai-code): Integrates file system, code analysis, Git, and execution capabilities to enable AI-driven development workflows across multiple programming languages.  (python) 

- [❌ argocd](https://github.com/severity1/argocd-mcp): Integrates with ArgoCD to enable natural language control of Kubernetes application deployments through a Python-based bridge that supports GitOps workflows.  (python) 

- [❌ mcp-server-tree-sitter](https://github.com/wrale/mcp-server-tree-sitter): Provides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation of source code across multiple programming languages for tasks like code review, refactoring, and documentation generation.  (python) 

- [❌ easy-autocad](https://github.com/zh19980811/easy-mcp-autocad): Enables programmatic interaction with AutoCAD by providing a Python-based server that supports database management and task automation through libraries like pyautocad and comtypes.  (python) 

- [❌ coding-standards](https://github.com/ggerve/coding-standards-mcp): Provides coding style guidelines and best practices for Java, Python, and React in Markdown format to enhance development workflows and maintain consistent code quality.  (python) 

- [❌ hostbridge](https://github.com/elblanco2/hostbridge-mcp): Simplifies web application deployment across multiple hosting providers like Netlify and Vercel through a unified interface that handles authentication, building, and deployment operations with simple commands.  (python) 

- [❌ multilspylsp](https://github.com/asimihsan/mcp-multilspy): Provides Language Server Protocol (LSP) capabilities through multilspy, enabling code intelligence features like finding definitions, references, completions, and documentation across multiple programming languages without requiring language-specific tooling.  (python) 

- [❌ spring-ai](https://github.com/cpage-pivotal/loot-mcp): Integrates Spring AI components with AI models to enable natural language processing, machine learning, and data analysis within Spring-based applications.  (java) 

- [❌ kubernetes-listpods](https://github.com/dineshkumarramaraj/mcp-kubernetes/tree/HEAD/kubernetes-listpods): Enables interaction with Kubernetes clusters to list pods in specified namespaces using the user's kubeconfig file for DevOps workflows, monitoring, and troubleshooting deployments.  (go) 

- [❌ awslabs.nova-canvas-mcp-server](https://github.com/awslabs/mcp/tree/main/src/nova-canvas-mcp-server): A Model Context Protocol server that lets you interact with a Nova Canvas from any MCP client.  (python) 

- [❌ buildkite](https://github.com/buildkite/buildkite-mcp-server): Integrates with Buildkite's CI/CD platform, enabling access to pipeline details, build information, job logs, artifacts, and user data for monitoring workflows and troubleshooting builds.  (go) 

- [✅ xcodemcp](https://github.com/lapfelix/xcodemcp): Automates Xcode build processes and project management through JavaScript for Automation scripts, enabling project opening, building with specific schemes and destinations, test execution, debugging, and intelligent build log analysis with error reporting.  (18 tools) (node) 

- [✅ @coderide/mcp](https://github.com/pixdataorg/coderide-mcp): Integrates with CodeRide's task management platform to provide project retrieval, task operations, prompt extraction, and project initialization with knowledge graphs and Mermaid diagrams for development workflows.  (6 tools) (node) 

- [✅ @currents/mcp](https://github.com/currents-dev/currents-mcp): Provides a bridge to Currents test results platform, enabling AI to analyze failing tests, optimize test suites, and troubleshoot CI/CD pipeline issues through direct access to test execution data.  (3 tools) (node) 

- [❌ ansible-automation-platform](https://github.com/rlopez133/mcp): Integrates with Ansible Automation Platform, OpenShift, and Event-Driven Ansible to enable advanced automation workflows, inventory management, and job template execution for DevOps teams.  (python) 

- [❌ backstage](https://github.com/iocanel/backstage-mcp): Enables AI systems to interact with Backstage developer portal for listing templates and instantiating new projects through Quarkus-based API communication.  (java) 

- [❌ tokenscope](https://github.com/cdgaete/token-scope-mcp): Scans codebases to intelligently extract and prioritize files for LLMs while respecting token limits and .gitignore patterns  (python) 

- [❌ repository-to-llm-context](https://github.com/crisschan/mcp-repo2llm): Transform code repositories into LLM-friendly formats.  (python) 

- [❌ freecad-mcp](https://github.com/neka-nat/freecad-mcp): Enables AI-driven CAD modeling by providing a remote procedure call (RPC) server that allows programmatic control of FreeCAD, supporting operations like creating documents, inserting parts, editing objects, and executing Python code for generative design workflows.  (python) 

- [❌ devhub-cms-mcp](https://github.com/devhub/devhub-cms-mcp): Manage and utilize content within DevHub CMS (blog posts, hours of operation and other content).  (python) 

- [❌ mockloop](https://github.com/mockloop/mockloop-mcp): Generates fully functional FastAPI mock servers from OpenAPI specifications with Docker support, authentication middleware, request logging, and admin interfaces for API testing and development workflows.  (python) 





## Data Science Tools



Simplify data analysis and exploration with tools for data science workflows.



- [❌ or-tools](https://github.com/jacck/mcp-ortools): Integrates Google's OR-Tools to solve constraint satisfaction and optimization problems for decision-making in logistics and operations research.  (python) 

- [❌ mcp-server-duckdb](https://github.com/ktanaka101/mcp-server-duckdb): Execute SQL queries and analyze data in DuckDB databases.  (python) 

- [❌ dbt-cli](https://github.com/mammothgrowth/dbt-cli-mcp): Bridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within conversation interfaces.  (python) 

- [❌ power-bi](https://github.com/sulaiman013/powerbi-mcp): Integrates with Power BI datasets through XMLA endpoints to enable natural language data analysis by automatically translating questions into executable DAX queries and interpreting results for business intelligence workflows.  (python) 

- [❌ pytorch-hud](https://github.com/izaitsevfb/claude-pytorch-treehugger): Provides a PyTorch CI/CD analytics API for investigating build failures, analyzing test flakiness, and monitoring performance trends across the PyTorch infrastructure.  (python) 

- [❌ kodit](https://github.com/helixml/kodit): Indexes local codebases and Git repositories using tree-sitter parsing and semantic embeddings to enable hybrid search combining vector similarity with keyword matching for contextual code retrieval.  (python) 

- [❌ openpyxl-excel](https://github.com/jonemo/openpyxl-mcp-server): Enables Excel file interaction with capabilities for retrieving cell values, searching ranges, examining formatting and formulas, and listing worksheet information for data analysis workflows.  (python) 

- [❌ statsource-analytics](https://github.com/jamie7893/statsource-mcp): Integrates with statistical and machine learning tools to perform data analysis, calculations, and time-series forecasting on user data from various sources including CSV files and databases.  (python) 

- [❌ superset](https://github.com/aptro/superset-mcp): Integrates with Apache Superset to enable data visualization, SQL query execution, dashboard management, and analytics workflows through authenticated API calls without leaving your conversational interface.  (python) 

- [❌ mcp-wolfram-alpha](https://github.com/secretiveshell/mcp-wolfram-alpha): Integrates with WolframAlpha to enable computational knowledge queries, scientific calculations, and data analysis across diverse disciplines.  (python) 

- [❌ materials-project](https://github.com/fair2wise/materials_project_mcp): Integrates with the Materials Project database to search materials by elements or formula and retrieve detailed properties including formation energies, band gaps, crystal systems, and stability data for computational materials science research.  (python) 

- [❌ biomart](https://github.com/jzinno/biomart-mcp): Integrates with Biomart to enable advanced biological data queries, including gene information retrieval, ID translation, and dataset exploration using the pybiomart package.  (python) 

- [❌ mlcbakery](https://github.com/jettyio/mlcbakery): Provides a bridge between AI assistants and machine learning datasets, enabling search, validation, and retrieval of ML Croissant metadata from the MLCBakery system without switching contexts.  (python) 

- [❌ scmcp](https://github.com/huang-sh/scmcp): Provides natural language access to single-cell RNA sequencing analysis through Scanpy, enabling bioinformatics workflows like clustering, dimensionality reduction, and cell type annotation without writing code.  (python) 

- [❌ sympy](https://github.com/sdiehl/sympy-mcp): Provides a stateful symbolic mathematics engine for precise algebraic operations, calculus, vector analysis, tensor calculations, and differential equation solving without hallucinations.  (python) 

- [❌ chronulus-mcp](https://github.com/chronulusai/chronulus-mcp): Integrates with Chronulus AI's forecasting API to enable time series analysis, prediction generation, and visualization of forecasting data through natural language commands.  (python) 

- [❌ data-explorer](https://github.com/tofunori/claude-mcp-data-explorer): Enables data analysis and visualization by integrating with pandas, scikit-learn, matplotlib, and seaborn libraries for dataset exploration, statistical analysis, and chart generation  (python) 

- [❌ multi-document-rag](https://github.com/anuragb7/mcp-rag): Enables document processing with OCR, vector embeddings, and semantic search capabilities for efficient retrieval-augmented generation across multiple file formats including PDF, DOCX, PPTX, Excel, CSV, and images.  (python) 

- [❌ wolfram-alpha](https://github.com/akalaric/mcp-wolframalpha): Connects language models to Wolfram Alpha for performing mathematical calculations, scientific queries, and data analysis with structured results in text or image formats  (python) 

- [❌ jupyter_earth_mcp_server](https://github.com/datalayer/jupyter-earth-mcp-server): Bridges Jupyter notebooks with Earth science data analysis by enabling direct NASA Earth Data granule downloads with temporal and geographic filtering capabilities.  (python) 

- [❌ zenml](https://github.com/zenml-io/mcp-zenml): Integrates with ZenML to enable querying pipeline metadata, triggering new runs, and analyzing ML workflow history through Python-based tools for machine learning pipeline management  (python) 

- [❌ docling](https://github.com/zanetworker/mcp-docling): Integrates with the Docling library to provide document processing capabilities, including conversion to markdown, table extraction, and image handling with OCR support, enabling efficient analysis of structured and unstructured data from various document formats.  (python) 

- [❌ tecton](https://github.com/tecton-ai/tecton-mcp): Integrates with Tecton clusters to enable feature store management, workspace listing, and configuration retrieval for data scientists and engineers.  (python) 

- [❌ excel-reader](https://github.com/softgridinc-pte-ltd/mcp-excel-reader-server): Integrates with Excel files to extract and process data from sheets, enabling automated analysis and reporting tasks  (python) 

- [❌ mindsdb](https://github.com/mindsdb/mindsdb): MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications.  (python) 

- [❌ focus-sql](https://github.com/focussearch/focus_mcp_sql): Converts natural language queries into SQL by registering database schema information and handling text-to-SQL transformations through a Spring Boot implementation.  (java) 

- [❌ data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration): Explore and visualize CSV datasets with the power of pandas and matplotlib.  (python) 

- [❌ hana-cloud-ml-bridge](https://github.com/hatrigt/hana-mcp-server): Bridges SAP HANA Cloud databases with machine learning operations through a three-layer architecture that enables model management, execution contexts, and standardized communication for both inference and training workflows.  (python) 

- [❌ optuna-mcp](https://github.com/optuna/optuna-mcp): Provides automated hyperparameter optimization and analysis using Optuna framework with support for multiple samplers, multi-objective optimization, parameter importance analysis, and interactive visualizations including optimization history and Pareto fronts.  (python) 

- [❌ expr-lang](https://github.com/ivan-saorin/mcp-expr-lang): Provides a powerful expression evaluation engine for complex data manipulations, enabling mathematical operations, array transformations, string processing, and conditional logic directly within conversations.  (go) 

- [❌ vizro-mcp](https://github.com/mckinsey/vizro/tree/HEAD/vizro-mcp): Enables creation and validation of data visualization dashboards through natural language by generating chart code, validating configurations, and producing interactive Vizro visualizations with PyCafe preview links.  (python) 

- [❌ bayesian-monte-carlo-tree-search](https://github.com/angrysky56/mcts-mcp-server): Provides a Bayesian Monte Carlo Tree Search engine for systematic exploration of different angles and interpretations, balancing exploration versus exploitation through probabilistic approaches that evolve through multiple iterations.  (python) 

- [❌ storm](https://github.com/sionic-ai/serverless-rag-mcp-server): Serverless RAG implementation using FastAPI that provides flexible file upload, processing, and tool integration capabilities with a modular server architecture for dynamic resource management.  (python) 

- [❌ adaptive-graph-of-thoughts](https://github.com/saptadey/adaptive-graph-of-thoughts-mcp-server): Processes complex scientific queries through an 8-stage Graph-of-Thoughts pipeline that decomposes questions into hypotheses, gathers evidence, builds knowledge graphs in Neo4j, and provides confidence-scored conclusions with bias detection and falsifiability assessment for systematic research analysis.  (python) 

- [❌ kaggle-mcp](https://github.com/54yyyu/kaggle-mcp): Integrates with Kaggle's API to enable competition participation, dataset management, kernel operations, and model submissions for data scientists and machine learning practitioners.  (python) 

- [❌ r-econometrics](https://github.com/finite-sample/rmcp): Enables advanced econometric analysis by providing R-based statistical modeling capabilities for researchers and data scientists, supporting complex regression techniques, panel data modeling, and diagnostic testing across diverse research domains.  (python) 

- [❌ mcp-solver](https://github.com/szeider/mcp-solver): MCP server for Constraint Solving and Optimization  (python) 

- [❌ excel-bridge](https://github.com/bigcoder84/mcp-excel-server): Bridges AI with Excel files, enabling reading from and writing to spreadsheets through standardized operations for data analysis, reporting, and document generation workflows.  (java) 

- [❌ universal-solver-(z3,-cvxpy,-or-tools)](https://github.com/sdiehl/usolver): Integrates Z3, CVXPY, and Google OR-Tools to solve constraint satisfaction, convex optimization, and scheduling problems with support for solver chaining where results from one solver feed into another for complex multi-stage optimization workflows.  (python) 

- [❌ log-analysis-sqlite](https://github.com/direkt/mcp-test): Transforms compressed log files into a queryable SQLite database with tables for logs, stack traces, and errors, enabling efficient analysis and troubleshooting of application issues by timestamp, log level, and module.  (python) 

- [❌ mcp-excel-server](https://github.com/yzfly/mcp-excel-server): Enables Excel file operations and data analysis with tools for statistical analysis, data filtering, pivot table creation, and visualization through charts and plots.  (python) 

- [❌ graphrag](https://github.com/rileylemm/graphrag_mcp): Combines Neo4j graph database and Qdrant vector database for powerful document search with semantic relevance and structural context expansion through relationship following  (python) 

- [❌ spark-optimizer](https://github.com/vgiri2015/ai-spark-mcp-server): Optimizes Apache Spark code by analyzing PySpark queries and applying performance enhancements for resource management, execution tuning, and query optimization, resulting in significantly faster job execution.  (python) 

- [❌ data-wrangler-(polars)](https://github.com/shibuiwilliam/mcp-server-data-wrangler): Provides data preprocessing, transformation, and analysis capabilities using Polars dataframes for statistical operations on multiple file formats with structured JSON responses.  (python) 

- [❌ files-db](https://github.com/randomm/files-db-mcp): Provides a local vector database system for semantic code search with zero-configuration setup, real-time file monitoring, and incremental indexing to help developers navigate large codebases efficiently.  (python) 

- [❌ numpy](https://github.com/colesmcintosh/numpy-mcp): Provides NumPy-based mathematical operations and statistical analysis tools for advanced numerical computations, data analysis, and linear algebra operations in Python environments.  (python) 

- [❌ dataset-viewer](https://github.com/privetin/dataset-viewer): Integrates with the Hugging Face Dataset Viewer API to enable exploration, analysis, and content retrieval of datasets hosted on the Hugging Face Hub.  (python) 

- [❌ excel-master](https://github.com/lipdog/excel-master-mcp): Integrates with Excel using XLwings to enable automated data manipulation, analysis, and reporting for business workflows.  (python) 

- [❌ paperswithcode](https://github.com/hbg/mcp-paperswithcode): Integrates with PapersWithCode API to search and retrieve research papers, authors, conferences, and code implementations in machine learning, with tools for exploring papers by author, extracting PDF content, and accessing associated repositories, datasets, and results.  (python) 

- [❌ stata](https://github.com/sepinetam/stata-mcp): Perform regression anlayses with Stata.  (python) 

- [✅ @antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart): Enables AI to generate data visualizations using AntV's charting capabilities, supporting various chart types from structured data without requiring direct knowledge of visualization libraries.  (25 tools) (node) 

- [❌ vega-lite-data-visualization](https://github.com/markomitranic/mcp-vegalite-server): Enables data visualization capabilities using Vega-Lite specification language to create custom charts and graphs from tabular data, with output as either text specifications or rendered PNG images.  (python) 

- [❌ mcp-vcd](https://github.com/seanmcloughlin/mcp-vcd): Enables querying and analysis of digital signal data from Value Change Dump (VCD) waveforms for applications in digital design, hardware verification, and signal analysis.  (python) 

- [❌ opengenes-mcp](https://github.com/longevity-genie/opengenes-mcp): Provides access to the OpenGenes database containing aging and longevity research data including experimental lifespan results from genetic interventions, aging-related gene classifications, hallmarks of aging associations, and population genetics longevity studies for researchers analyzing gene-longevity relationships and experimental outcomes.  (python) 

- [❌ hex](https://github.com/franccesco/hex-mcp): Integrates with the Hex API to enable retrieval of project details, management of project runs, and execution of Hex workflows for automated data analysis and report generation.  (python) 

- [❌ mlflow](https://github.com/irahulpandey/mlflowmcpserver): Provides a natural language interface to MLflow tracking servers for querying and managing machine learning experiments and models through standardized tools for listing models, exploring experiments, and retrieving detailed information.  (python) 

- [❌ pbixray](https://github.com/jonaolden/pbixray-mcp-server): Provides a bridge to analyze Power BI (.pbix) files through a Python-based interface, enabling data model exploration, language querying, and structure analysis with pagination and filtering capabilities.  (python) 

- [❌ graphistry](https://github.com/graphistry/graphistry-mcp): GPU-accelerated graph visualization and analytics for LLMs.  (python) 

- [❌ reexpress-sdm-verification](https://github.com/reexpressai/reexpress_mcp_server): Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows.  (python) 

- [❌ linear-regression](https://github.com/heetvekariya/linear-regression-mcp): Train linear regression models.  (python) 

- [❌ duckdb-mcp-server](https://github.com/mustafahasankhan/duckdb-mcp-server): Enables AI to query and analyze data through DuckDB, an in-process analytical database optimized for OLAP workloads with direct support for CSV, Parquet, and JSON files including remote sources like S3.  (python) 

- [❌ code-indexer](https://github.com/zxfgds/mcp-code-indexer): Indexes and retrieves code snippets using embedding models and vector databases, enabling efficient code search and analysis for software development tasks.  (python) 

- [❌ axiom-query](https://github.com/axiomhq/mcp-server-axiom): Axiom's MCP server enables AI agents to query and analyze large datasets in real-time using Axiom Processing Language.  (go) 





## Embedded System



Access resources and shortcuts for working with embedded devices.



- [✅ mcp-3d-printer-server](https://github.com/dmontgomery40/mcp-3d-printer-server): Integrates with multiple 3D printer management systems to enable remote control, file handling, and advanced STL manipulation for automated print job management and custom model modifications.  (15 tools) (node) 

- [❌ gnu-radio](https://github.com/yoelbassin/gr-mcp): Enables direct access to GNU Radio's signal processing capabilities for creating, manipulating, and validating radio flowgraphs without leaving your conversation context.  (python) 

- [❌ ros-robot-control](https://github.com/lpigeon/ros-mcp-server): Provides a bridge between natural language commands and Robot Operating System (ROS) for controlling robot movement through WebSocket communication with velocity commands.  (python) 

- [❌ opc-ua](https://github.com/kukapay/opcua-mcp): Integrates with OPC UA industrial automation systems to enable reading and writing node values for monitoring and controlling connected devices  (python) 

- [❌ unitree-go2](https://github.com/lpigeon/unitree-go2-mcp-server): Enables control of the Unitree Go2 quadruped robot through natural language commands, translating conversational instructions into precise ROS2 actions for walking, dancing, sitting, and performing gestures.  (python) 

- [❌ universal-robots-control-interface](https://github.com/nonead/nonead-universal-robots-mcp): Provides a bridge to Universal Robots industrial robots through TCP/IP interfaces, enabling control and monitoring of robot operations including force mode, remote servoj, and kinematic transformations for automation and research applications.  (python) 

- [❌ memmcp-(cheat-engine)](https://github.com/un4ckn0wl3z/memmcp): Memory scanning and modification tool that enables Cheat Engine-like functionality for manipulating application memory in Python  (python) 

- [❌ thingsboard](https://github.com/anycontext-ai/thingsboard-mcp-server): Connects AI to ThingsBoard IoT platforms for retrieving device telemetry data and attributes, enabling monitoring and analysis of IoT device information.  (python) 

- [❌ mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant): Interact with Home Assistant for querying and controlling smart home devices.  (python) 

- [❌ fledge-iot](https://github.com/krupalp525/fledge-mcp): Bridges the Fledge IoT platform with natural language interfaces for sensor data access, system management, and real-time visualization through WebSocket streaming and containerized deployment.  (python) 

- [❌ goose-fm-radio](https://github.com/mccartykim/goose_fm): Integrates with RTL-SDR hardware to enable FM radio tuning, playback control, and audio analysis for smart home and voice-controlled applications.  (python) 

- [❌ kicad-pcb-designer](https://github.com/mixelpixx/kicad-mcp-server): Enables LLMs to directly interact with KiCAD for printed circuit board design.  (python) 

- [❌ coreflux-mqtt](https://github.com/corefluxcommunity/coreflux-mqtt-mcp-server): Integrates with Coreflux IoT platform through MQTT broker connections to enable dynamic discovery and execution of IoT actions, real-time device management, and automated rule generation for industrial control systems.  (python) 

- [❌ unreal-engine-editor](https://github.com/cc8887/ue-editor-mcpserver): Transforms Unreal Engine Editor into an MCP-compatible server using Python's asyncio framework, enabling direct control of editor functionality for automated workflows and content creation.  (python) 

- [❌ mcp2serial](https://github.com/mcp2everything/mcp2serial): Bridges with physical hardware devices (e.g. Raspberry Pi) via serial communication, enabling real-world control and interaction for IoT and robotics applications.  (python) 

- [❌ iot-home-automation](https://github.com/jordy33/iot_mcp_server): Enables smart home automation with IoT device control and persistent memory for maintaining context across interactions through MQTT protocol  (python) 

- [❌ mcp2tcp](https://github.com/mcp2everything/mcp2tcp): Bridges LLMs with physical hardware through serial communication, enabling real-world interaction via configurable commands for IoT projects and hardware control applications.  (python) 

- [❌ ida-pro](https://github.com/taida957789/ida-mcp-server-plugin): Enables direct interaction with IDA Pro for binary analysis tasks including disassembly, decompilation, and function querying for malware analysis and vulnerability research.  (python) 

- [❌ ghidra](https://github.com/lauriewired/ghidramcp): Decompile and analyze binaries in Ghidra.  (java) 

- [❌ device-peripherals](https://github.com/akshitsinha/mcp-device-server): Provides peripheral device interaction capabilities for computer hardware including cameras, printers, audio devices, and displays, enabling image and video capture, print job management, audio recording and playback, and screen recording with cross-platform support and automatic device detection.  (python) 

- [❌ epics-process-variable-bridge](https://github.com/jacky1-jiang/epics-mcp-server): Provides a bridge between AI and EPICS process variables, enabling real-time monitoring and control of industrial systems through tools for getting, setting, and retrieving detailed information about hardware systems.  (python) 

- [❌ raspberry-pi-notes](https://github.com/daikw/mcp-server-on-raspi): Provides a lightweight note storage system for creating, reading, and summarizing notes with custom styling options, designed to run efficiently on Raspberry Pi devices.  (python) 

- [❌ bracketbot-multi-robot-control](https://github.com/bracketbotcapstone/bracketbot-mcp): Enables simultaneous control of multiple robots through a unified interface for movement, sound playback, camera access, and status monitoring with precise velocity control and comprehensive error handling.  (python) 

- [❌ mcp-server-ida](https://github.com/mxiris-reverse-engineering/ida-mcp-server): Enables programmatic reading and searching of IDA Pro databases via large language models, providing tools for reverse engineering and binary analysis automation.  (python) 

- [❌ esp-idf](https://github.com/horw/esp-mcp): Streamlines ESP-IDF project building with automatic environment setup and error handling for ESP32 microcontroller development.  (python) 

- [❌ hue-lights](https://github.com/thomasrohde/hue-mcp): Enables AI assistants to dynamically control and manipulate Philips Hue smart lighting systems through natural language commands, supporting color changes, brightness adjustments, scene applications, and personalized lighting experiences.  (python) 

- [❌ gospy](https://github.com/monsterxx03/gospy): Inspects and analyzes running Go processes by directly reading memory on Linux and macOS systems, providing deep visibility into goroutine states, memory statistics, and runtime behavior without modifying target applications.  (go) 

- [❌ frida-mcp](https://github.com/dnakov/frida-mcp): Enables dynamic instrumentation of mobile and desktop applications through Frida toolkit, providing capabilities for process management, device enumeration, and script injection for application analysis and debugging workflows.  (python) 

- [❌ android-debug-bridge](https://github.com/minhalvp/android-mcp-server): Integrates with Android Debug Bridge (ADB) to enable remote control, testing, and analysis of Android devices, offering capabilities like package management, UI inspection, and screenshot capture.  (python) 

- [❌ nina-advanced-api](https://github.com/padev1/nina_advanced_api_mcp): Provides a bridge between natural language commands and N.I.N.A. astronomical software, enabling control of cameras, mounts, focusers, filter wheels, and domes for automated imaging sessions.  (python) 

- [❌ droidmind](https://github.com/hyperb1iss/droidmind): Enables control and interaction with Android devices through secure tools for device management, app installation, UI automation, file operations, and system diagnostics.  (python) 

- [❌ vnc-remote-control-for-macos](https://github.com/baryhuang/mcp-remote-macos-use): Provides secure remote control of macOS machines through VNC protocol, enabling screenshot capture and desktop interaction with mouse and keyboard inputs for remote administration or automated testing.  (python) 

- [❌ ros-2-robot-control](https://github.com/kakimochi/ros2-mcp-server): Integrates ROS 2 with natural language processing to enable robot control through commands like 'move forward at 0.2 m/s for 5 seconds' via the /cmd_vel topic.  (python) 

- [❌ litmus-edge](https://github.com/litmusautomation/litmus-mcp-server): Integrates with Litmus Edge for industrial IoT device configuration, monitoring, and management, enabling real-time tag value retrieval, Docker container management, DeviceHub device creation across various protocols, NATS topic subscription for data streaming, and system property configuration for industrial automation workflows.  (python) 





## File Systems



Manage files and directories with tools for reading, writing, and organizing files.



- [❌ ffmpeg-mcp](https://github.com/video-creator/ffmpeg-mcp): Enables video manipulation through natural language commands, providing functionality for searching, retrieving metadata, cutting clips, and concatenating videos without direct interaction with FFmpeg command line tools.  (python) 

- [❌ mcp_pdf_forms](https://github.com/wildebeest/mcp_pdf_forms): Provides tools for finding PDF files, extracting form field information, and visualizing form fields in PDF documents using PyMuPDF.  (python) 

- [❌ text-saver](https://github.com/technavii/mcp_sample): Securely saves text content to local files with user-specified or timestamp-generated filenames through a simple interface with robust validation and error handling.  (python) 

- [❌ putio-mcp-server](https://github.com/putdotio/putio-mcp-server): Enables AI to manage put.io file transfers by listing, adding, canceling, and retrieving browser links for downloads through a simple authentication-based interface.  (python) 

- [❌ file-search-service](https://github.com/rami-0/python_mcp): Provides a robust file search service, enabling efficient querying of local directories with detailed results including file metadata and content matching.  (python) 

- [❌ apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp): Access and search local Apple Notes databases.  (python) 

- [❌ ledger](https://github.com/mprokopov/ledger-mcp-server): Access and managing ledger files.  (python) 

- [❌ file-system-utilities](https://github.com/da-snap/mcp-server-developer-tool): Provides a set of file system utilities for executing shell commands, displaying file contents, searching with regex, and writing to files through a Go-based server that communicates via stdio transport.  (go) 

- [❌ filesystem](https://github.com/safurrier/mcp-filesystem): Provides secure, token-efficient access to local filesystems with advanced capabilities including line-targeted reading/editing, powerful search through ripgrep, and intelligent context management for large files and codebases.  (python) 

- [❌ local-file-organizer](https://github.com/diganto-deb/local_file_organizer): Automatically organizes files by categorizing them based on extensions while preserving project structures for efficient directory management and backup preparation.  (python) 

- [❌ todo-manager](https://github.com/mutker/mcp-todo-server): Manages TODO.md and CHANGELOG.md files with precise, line-based editing, multiple character encodings, and atomic operations for structured task and release management.  (go) 

- [❌ spire.xls](https://github.com/eiceblue/spire-xls-mcp-server): Provides Excel file manipulation through the Spire.XLS library, enabling creation, reading, modification, and conversion of Excel workbooks with support for formulas, charts, pivot tables, conditional formatting, and export to multiple formats including PDF, HTML, CSV, and images.  (python) 

- [❌ notes](https://github.com/truaxki/mcp-notes): Provides a simple interface for reading and writing notes, enabling quick information capture and basic note management tasks.  (python) 

- [❌ claude-conversations-to-markdown](https://github.com/29decibel/record-to-markdown): Integrates with markdown files and Apple Notes to automatically save and format Claude conversation content for easy reference and sharing.  (python) 

- [❌ secure-filesystem](https://github.com/cheny-alf/filesystem-server): Provides secure file system access through a Go-based server that enables reading, writing, listing, and manipulating files within specified allowed directories while preventing directory traversal attacks.  (go) 

- [❌ text-editor](https://github.com/danielpodrazka/editor-mcp): Provides a secure Python-based text editing interface with two-step verification and syntax validation for collaborative code file manipulation  (python) 

- [❌ file-finder](https://github.com/stepancooleague/file-finder-mcp): Enables quick file location through natural language queries by searching filesystems based on path fragments and returning detailed metadata including name, path, size, and creation date.  (python) 

- [❌ @modelcontextprotocol/server-filesystem](https://github.com/modelcontextprotocol/servers): MCP server for filesystem access  (node) 

- [❌ @modelcontextprotocol/server-gdrive](https://github.com/modelcontextprotocol/servers/blob/main/src/gdrive): MCP server for interacting with Google Drive  (node) 

- [❌ mcp-tree-explorer](https://github.com/carterlasalle/directory_structure_mcp): Lightweight directory tree visualization tool for Cursor that automatically installs the 'tree' command, provides smart filtering of large directories, and supports customizable ignore/keep patterns across Windows, macOS, and Linux.  (python) 

- [❌ excel-mcp-server](https://github.com/haris-musa/excel-mcp-server): Enables Excel file manipulation without Microsoft Excel installation using openpyxl, providing workbook operations, data validation detection, formatting, formulas, charts, pivot tables, and native Excel table support for automating spreadsheet workflows and report generation.  (python) 

- [❌ mcp-text-editor](https://github.com/tumf/mcp-text-editor): Perform efficient line-oriented operations on text files.  (python) 

- [❌ word-document-formatter](https://github.com/cuongpham2107/word-mcp-server): Enables Microsoft Word document manipulation with text formatting and color control capabilities through python-docx and langchain-mcp-adapters.  (python) 

- [❌ filesys](https://github.com/yothisistroy/filesys): Provides secure, controlled access to local files through a configurable directory interface with robust protection against directory traversal attacks.  (python) 

- [❌ excel](https://github.com/fish0710/excel-mcp): Enables Excel file manipulation capabilities including workbook creation, data manipulation, formatting, charts, and pivot tables without requiring Microsoft Excel installation.  (python) 

- [❌ alfresco-content-services](https://github.com/stevereiner/python-alfresco-mcp-server): Integrates with Alfresco Content Services to provide document search, upload, download, metadata management, and repository operations for enterprise content management workflows.  (python) 

- [❌ google-drive](https://github.com/hxie-pallas/gdrive-mcp-server): Provides a bridge to Google Drive for searching files and retrieving document content without manual browsing, enabling document analysis and reference material access.  (python) 

- [✅ @isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive): Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation.  (4 tools) (node) 

- [❌ sticky-notes](https://github.com/anish-1101-lab/mcp-notes-making): Enables creation, reading, and management of personal notes directly within conversations through a lightweight text-based storage system  (python) 

- [❌ supernotes-to-obsidian](https://github.com/al-how/supernotes-to-obsidian): Automates importing Supernotes exports into Obsidian daily notes, formatting content and adding wikilinks for seamless note migration.  (python) 

- [❌ filesystem-(quarkus)](https://github.com/quarkiverse/quarkus-mcp-servers/tree/HEAD/filesystem): Provides a Quarkus-based filesystem interface interactions with local file systems, enabling automated file management and data processing tasks.  (java) 

- [❌ filesystem-access](https://github.com/parthshr370/mcp-servers): Provides direct access to local filesystem operations for reading file contents and listing directory entries through a FastMCP-powered server that supports both stdio and SSE transport modes.  (python) 

- [❌ document-operations-(word,-excel,-pdf)](https://github.com/alejandroballesterosc/document-edit-mcp): Enables document operations on Microsoft Word, Excel, and PDF files through FastMCP and Python tools for creating, editing, converting, and manipulating files without switching applications  (python) 

- [❌ pdf-manipulation](https://github.com/hanweg/mcp-pdf-tools): Integrates PDF manipulation capabilities using Python libraries to enable merging, extraction, and content-based document retrieval tasks.  (python) 

- [❌ mcp-obsidian](https://github.com/markuspfundstein/mcp-obsidian): Access and modify notes in Obsidian vaults via REST API.  (python) 

- [❌ json-canvas](https://github.com/cam10001110101/mcp-server-obsidian-jsoncanvas): Provides tools for creating, modifying, and validating infinite canvas data structures, supporting all node types and edge connections, with a RESTful API for canvas operations and export capabilities.  (python) 

- [❌ truenas-core](https://github.com/vespo92/truenascoremcp): Integrates with TrueNAS Core storage systems to enable natural language control of user management, pool monitoring, dataset creation, ZFS properties, permissions, and Kubernetes storage provisioning with automated snapshot policies and NFS/iSCSI target configuration.  (python) 

- [❌ file-system-tools](https://github.com/linglai27/mcp-tools): Provides file system management tools for directory analysis, file operations, and document management through a FastMCP server implementation.  (python) 

- [✅ @zhiweixu/excel-mcp-server](https://github.com/zhiwei5576/excel-mcp-server): Enables direct interaction with Excel files for reading sheet names, extracting data, and managing workbook caching to improve performance with large spreadsheets.  (8 tools) (node) 

- [❌ docxprocessor](https://github.com/meterlong/mcp-doc): Enables creation, editing, and manipulation of Microsoft Word documents with features for text formatting, table management, content search/replace, and document styling using Python and python-docx.  (python) 

- [✅ @aindreyway/mcp-neurolora](https://github.com/aindreyway/mcp-neurolora): Extract and document code from your local filesystem, enabling automated documentation and codebase analysis.  (4 tools) (node) 

- [❌ pdf-reader](https://github.com/trafflux/pdf-reader-mcp): Integrates with PyPDF2 to enable efficient text extraction and information retrieval from PDF documents for various applications.  (python) 

- [❌ android-source-code-browser](https://github.com/sdilogin/filesystem-android): Enables secure access to Android project files for browsing and analyzing source code, with validation for authentic projects and filtering to prevent access to sensitive directories.  (python) 

- [❌ document-reader](https://github.com/jbchouinard/mcp-document-reader): Enables interaction with PDF and EPUB documents for reading, analyzing content, and extracting information from document files.  (python) 

- [❌ clipboard-image](https://github.com/oxplot/clipboard-mcp): Enables access to macOS clipboard images for quick visual analysis without manual file uploads  (go) 

- [❌ google-drive-classifier](https://github.com/jtrogers/goose-gdrive-classifier-processor): Integrates with Google Drive to automatically classify documents using customizable rubrics, extracting content from various file types and updating document properties with classification metadata for organized document management.  (python) 

- [❌ file-converter](https://github.com/wowyuarm/file-converter-mcp): Provides file conversion capabilities for transforming documents and images between formats like DOCX, PDF, Excel, CSV, and HTML without external tools  (python) 

- [❌ chat-logger](https://github.com/alexifeng/mcp_chat_logger): Saves chat conversations as formatted Markdown files with timestamps and role information for record-keeping and analysis.  (python) 

- [✅ mcp-ipfs](https://github.com/alexbakers/mcp-ipfs): Enables AI access to the IPFS Storacha Network for decentralized file storage, content addressing, and persistent data management through the w3cli interface.  (35 tools) (node) 

- [❌ pinata-mcp](https://github.com/pinatacloud/pinata-mcp): Integrates with Pinata's IPFS storage services for uploading, searching, organizing, and retrieving files on both public and private decentralized networks using secure API authentication.  (node) 

- [❌ file-system-observer](https://github.com/hesreallyhim/mcp-observer-server): Monitors file system changes and sends real-time notifications when watched files or directories are modified, enabling live document editing and configuration monitoring workflows.  (python) 





## Finance & Fintech



Work with financial data, market info, and trading platforms using AI tools.



- [❌ volume-wall-detector-mcp](https://github.com/cognitive-stack/volume-wall-detector-mcp): Analyzes stock trading data to identify volume walls and key price levels where significant trading activity occurs, providing traders with insights into market structure and potential reversal points.  (node) 

- [❌ ynab](https://github.com/klauern/mcp-ynab): Integrates with YNAB API to enable personal finance management, including viewing account balances, creating transactions, and accessing budget data for financial planning and analysis.  (python) 

- [❌ setu_mcp_kyc](https://github.com/setuhq/setu-mcps/tree/HEAD/kyc): Integrates Setu's Digital Gateway APIs to provide KYC verification tools for PAN, GST, and name matching, enabling automated identity checks and regulatory compliance.  (python) 

- [❌ paypal-account-updater](https://github.com/rishabh17081/paypal-au-subscription-connector): Integrates with PayPal's Account Updater service to automatically maintain current payment card information for merchants across multiple environments through subscription management and webhook processing.  (python) 

- [❌ a-share-financial-data-(baostock)](https://github.com/24mlight/a-share-mcp-is-just-i-need): Provides financial data tools for Chinese stock market analysis through the Baostock API, enabling retrieval of historical prices, financial reports, industry classifications, index constituents, and macroeconomic indicators.  (python) 

- [❌ tradovate](https://github.com/0xjmp/mcp-tradovate): Provides a robust trading API integration for Tradovate, enabling algorithmic traders to access market data, manage orders, and control account operations through a JSON-RPC interface.  (go) 

- [❌ wealthy-trading-platform](https://github.com/wealthy/wealthy-mcp): Integrates with the Wealthy trading platform to enable real-time financial operations including price queries, order placement, portfolio management, and trade idea retrieval for traders analyzing their investments  (go) 

- [❌ norman-finance](https://github.com/norman-finance/norman-mcp-server): Enables interaction with the Norman Finance API, offering access to accounting, invoices, companies, clients, taxes, and more.  (python) 

- [❌ ramp](https://github.com/ramp-public/ramp_mcp): Provides a bridge to Ramp's Developer API, enabling financial data analysis through an ephemeral SQLite database that loads corporate transactions, vendors, users, and spend programs for SQL-based business intelligence tasks.  (python) 

- [✅ @iqai/mcp-bamm](https://github.com/iqaicom/mcp-bamm): Enables DeFi operations on Fraxtal blockchain by providing tools for managing BAMM positions, lending Fraxswap LP tokens, and borrowing against collateral  (7 tools) (node) 

- [❌ akshare_mcp](https://github.com/wukan1986/akshare_mcp): Provides direct access to AKShare's financial data capabilities for retrieving and analyzing market data, economic indicators, and financial statistics from Chinese and global markets without switching contexts.  (python) 

- [❌ dhan-trading](https://github.com/mayankthole/dhan-mcp-trades): Control your Dhan trading account through Claude using simple conversation. Check your account balance, view current holdings and positions, get live market prices, and place various orders (market, limit, stop-loss, bracket) - all by simply asking your LLM  (python) 

- [❌ polymarket](https://github.com/berlinbra/polymarket-mcp): Integrates with PolyMarket's API to fetch and analyze prediction market data for financial insights and decision support.  (python) 

- [❌ crypto-pro-apis-(defillama,-coingecko,-arkham)](https://github.com/0xreisearch/crypto-mcp-beta): Integrates with professional cryptocurrency data APIs from DefiLlama Pro, CoinGecko Pro, and Arkham Intelligence to provide real-time token prices, market data, blockchain analytics, and on-chain intelligence for crypto researchers and traders.  (python) 

- [❌ razorpay](https://github.com/razorpay/razorpay-mcp-server): Provides a bridge between natural language commands and Razorpay's payment processing APIs, enabling seamless integration for payment operations, payment links, and order management.  (go) 

- [❌ alpha-vantage](https://github.com/berlinbra/alpha-vantage-mcp): Integrates with Alpha Vantage API to provide real-time financial market data for stock quotes, company information, cryptocurrency rates, and historical prices.  (python) 

- [❌ solana](https://github.com/tywenk/mcp-sol): Integrates Solana blockchain with natural language commands to enable querying balances, handling transactions, and retrieving blockchain data.  (python) 

- [❌ ntropy](https://github.com/ntropy-network/ntropy-mcp): Integrates with Ntropy's API to enrich banking data, enabling detailed financial transaction analysis and categorization for AI applications.  (python) 

- [❌ square](https://github.com/block/square-mcp): Integrates with Square's API to enable payment processing, business management, and e-commerce operations for AI applications.  (python) 

- [❌ @paypal/mcp](https://github.com/paypal/agent-toolkit/tree/HEAD/modelcontextprotocol): AI agent integration with PayPal services.  (node) 

- [❌ stockscreen-(yahoo-finance)](https://github.com/twolven/mcp-stockscreen): Integrates with Yahoo Finance to provide advanced stock screening and analysis capabilities for technical, fundamental, and options-based trading strategies.  (python) 

- [❌ akshare-one-mcp](https://github.com/zwldarren/akshare-one-mcp): Provides access to Chinese stock market data including historical prices, real-time information, financial statements, and news from sources like Eastmoney, Sina, and Xueqiu.  (python) 

- [❌ pancakeswap-poolspy](https://github.com/kukapay/pancakeswap-poolspy-mcp): Tracks newly created PancakeSwap liquidity pools in real-time, providing detailed metrics like token pairs, transaction counts, volume, and TVL for DeFi traders and analysts on BNB Smart Chain.  (python) 

- [✅ moneybird-mcp-server](https://github.com/vanderheijden86/moneybird-mcp-server): Bridges Moneybird accounting software with natural language interaction, enabling users to manage contacts, invoices, financial accounts, products, projects, and time entries through conversational prompts.  (10 tools) (node) 

- [❌ quickbooks-time](https://github.com/aallsbury/qb-time-mcp-server): Integrates with QuickBooks Time API to provide unified access for managing timesheets, users, projects, and generating reports.  (python) 

- [❌ tigerbeetle](https://github.com/jantoniucci/mcp-tiggerbeetle): Integrates with TigerBeetle to enable creating and configuring high-performance accounting database accounts through a Spring Boot server with stdio-based connections.  (java) 

- [❌ coinmarketcap](https://github.com/longmans/coin_api_mcp): Integrates with CoinMarketCap's API to fetch and analyze cryptocurrency market data, supporting customizable queries for real-time information.  (python) 

- [❌ beanquery-(beancount-ledger)](https://github.com/vanto/beanquery-mcp): Enables querying and analyzing Beancount ledger files using Beancount Query Language (BQL) for personal finance tracking, expense analysis, and financial report generation.  (python) 

- [❌ mbbank-mcp](https://github.com/thedtvn/mbbank-mcp): Provides read-only access to MBBank accounts for retrieving balances, transaction histories, savings account details, and current date information to support financial monitoring and expense tracking workflows.  (python) 

- [✅ fred-mcp-server](https://github.com/stefanoamorelli/fred-mcp-server): Provides a bridge to the Federal Reserve Economic Data API for retrieving economic time series data like Overnight Reverse Repurchase Agreements and Consumer Price Index with customizable parameters for date ranges and sorting options.  (1 tools) (node) 

- [❌ ssi-stock-(vietnamese-market-data)](https://github.com/archiephan78/ssi-stock-mcp-server): Provides a bridge to the SSI Financial Connector Data API for accessing Vietnamese stock market data, including securities listings, stock information, index components, OHLC data, price movements, and foreign trading activities.  (python) 

- [❌ solana-blockchain](https://github.com/omaidf/solana-mcp): Provides a bridge to the Solana blockchain for token analysis, liquidity tracking, and risk assessment with a focus on meme tokens through Python and FastAPI endpoints.  (python) 

- [❌ yfmcp](https://github.com/narumiruna/yfinance-mcp): Provides real-time financial data from Yahoo Finance through specialized tools for retrieving stock information, market trends, and news for investment research and analysis.  (python) 

- [❌ crypto-sentiment-(santiment)](https://github.com/kukapay/crypto-sentiment-mcp): Delivers cryptocurrency sentiment analysis by leveraging Santiment's social media and news data, enabling traders to retrieve sentiment metrics, monitor mentions, detect volume shifts, identify trending topics, and measure asset dominance in real-time.  (python) 

- [❌ tracxn](https://github.com/vatsal191201/tracxn-mcp/tree/HEAD/tracxn-mcp): Integrates with Tracxn's startup and investment data platform, enabling search and analysis of companies, investors, transactions, acquisitions, and business models for startup ecosystem research and competitive intelligence.  (python) 

- [❌ quantconnect-mcp](https://github.com/taylorwilsdon/quantconnect-mcp): Integrates with QuantConnect's quantitative finance platform to provide historical data retrieval, statistical analysis, portfolio optimization, universe selection, alternative data access, backtest execution, and project management for algorithmic trading research and financial analytics workflows.  (python) 

- [❌ futu-api](https://github.com/yikaj/futu): Integrates with Futu API for financial market data and trading capabilities, enabling algorithmic trading strategies and market analysis through tools for retrieving market snapshots, historical data, and managing trading operations.  (python) 

- [✅ tesouro-direto-mcp](https://github.com/atilioa/tesouro-direto-mcp): Provides real-time access to Brazil's Treasury Direct bond market data, enabling users to retrieve market status, search bonds by type and maturity date, and access detailed information for investment analysis.  (3 tools) (node) 

- [❌ cb-insights](https://github.com/cbinsights/cbi-mcp-server): Integrates with CB Insights' ChatCBI platform to provide direct access to market intelligence, company research, funding data, acquisitions, partnerships, and competitive analysis through conversational queries.  (python) 

- [❌ luno](https://github.com/luno/luno-mcp): Bridges AI systems with the Luno cryptocurrency exchange API for trading operations, market data retrieval, and account management with automatic currency code normalization  (go) 

- [❌ mcp-server-twelve-data](https://github.com/twelvedata/mcp): Integrates with Twelve Data API to provide real-time quotes, historical OHLCV price data, and instrument metadata for stocks, forex pairs, and cryptocurrencies across global markets.  (python) 

- [❌ zerodha](https://github.com/sukeesh/zerodha-mcp-go): Provides a bridge to the Zerodha trading platform API, enabling real-time market data access, portfolio monitoring, and trading information retrieval through over 20 specialized tools for stock holdings, positions, order margins, and mutual fund details.  (go) 

- [✅ octagon-mcp](https://github.com/octagonai/octagon-mcp-server): Provides specialized investment research tools for analyzing SEC filings, earnings calls, financial data, stock market information, private company details, funding rounds, M&A transactions, and web scraping capabilities.  (15 tools) (node) 

- [❌ etf-flow-mcp](https://github.com/kukapay/etf-flow-mcp): Retrieves crypto ETF flow data from CoinGlass API, providing historical Bitcoin and Ethereum fund flow analysis in structured markdown tables with pivot formatting and total calculations for cryptocurrency market analysis and investment decision-making.  (python) 

- [❌ freqtrade](https://github.com/kukapay/freqtrade-mcp): Provides a bridge to Freqtrade's REST API for monitoring market data, managing trades, configuring bot behavior, and analyzing performance metrics in cryptocurrency trading  (python) 

- [❌ coingecko](https://github.com/bestjane/mcp-coingecko-server): Provides real-time and historical cryptocurrency market data through CoinGecko API integration, enabling access to current prices, market trends, and performance metrics for financial analysis and investment research.  (python) 

- [❌ alpaca-trading](https://github.com/tedlikeskix/alpaca-mcp-server): Integrates with the Alpaca trading API to provide algorithmic trading and portfolio management tools for account information, market data, order placement, and position tracking.  (python) 

- [❌ cryptocurrency-technical-analysis](https://github.com/lumif-ai/mcp-ta-tool): Provides real-time cryptocurrency technical analysis through FastMCP, calculating 12 and 26-period EMAs for Binance trading pairs using MongoDB-stored OHLCV data and Server-Sent Events.  (python) 

- [❌ africa's-talking-airtime](https://github.com/nasoma/africastalking-airtime-mcp): Integrates with Africa’s Talking Airtime API, enabling clients to send airtime top-ups to one or more mobile numbers.  (python) 

- [✅ @akki91/ankr-mcp](https://github.com/akki91/ankr-mcp): Provides blockchain data access through the Ankr API, enabling wallet balance queries across multiple networks with detailed token metadata and dollar values for portfolio tracking and financial analysis.  (1 tools) (node) 

- [❌ crypto-trading](https://github.com/vkdnjznd/crypto-trading-mcp): Provides a bridge to multiple cryptocurrency exchanges (Upbit, Gate.io, and Binance) for spot trading operations, market data retrieval, and portfolio management across different platforms.  (python) 

- [✅ base-network-mcp-server](https://github.com/fakepixels/base-mcp-server): Provides a bridge to the Base blockchain network for wallet management, balance checking, and transaction execution through natural language commands, eliminating the need to manage technical blockchain details.  (4 tools) (node) 

- [❌ openbudget](https://github.com/openbudget/budgetkey-mcp): Provides access to Israel's OpenBudget API for querying and searching government financial data including budgets, contracts, and support payments  (python) 

- [❌ alphavantage-trader](https://github.com/akramsheriff5/mcp-server): Integrates with AlphaVantage API to fetch intraday stock data, calculate technical indicators, and generate trade recommendations based on market analysis.  (python) 

- [❌ stock-market-data](https://github.com/sungongtai/stock-mcp): Provides real-time stock market data and company information for financial analysis, investment research, and market monitoring applications  (java) 

- [❌ coingecko-crypto-trader](https://github.com/saintdoresh/crypto-trader-mcp-claudedesktop): Provides real-time cryptocurrency market data through CoinGecko API for accessing prices, market information, historical charts, search functionality, trending coins, and global statistics.  (python) 

- [❌ @getalby/lightning-tools-mcp-server](https://github.com/getalby/lightning-tools-mcp-server): Integrates with the Bitcoin Lightning Network to enable cryptocurrency payment capabilities and lightning address interactions for conversational workflows.  (node) 

- [❌ base-mcp](https://github.com/base/base-mcp): Enables Claude to interact with the Base blockchain and Coinbase API for cryptocurrency operations including wallet management, fund transfers, and smart contract deployments.  (node) 

- [❌ @paddle/paddle-mcp](https://github.com/paddlehq/paddle-mcp-server): Enables developers to manage billing operations using natural language commands, streamlining financial API interactions for SaaS businesses.  (node) 

- [❌ deriv](https://github.com/raju-deriv/mcp-deriv-api-server): Integrates with Deriv API to enable trading operations like retrieving symbols and balances for automated trading systems and market analysis tools.  (python) 

- [✅ search-stock-news-mcp](https://github.com/cognitive-stack/search-stock-news-mcp): Provides a specialized tool for retrieving stock-related news using the Tavily API, enabling financial searches by stock symbol and company name with configurable parameters for Vietnamese financial sources like CafeF and Nguoi Quan Sat.  (2 tools) (node) 

- [❌ stockflow-(yahoo-finance)](https://github.com/twolven/mcp-stockflow): Integrates with the Yahoo Finance API to provide real-time stock market data and analysis tools for financial research and trading strategies.  (python) 

- [✅ @coinstats/coinstats-mcp](https://github.com/coinstatshq/coinstats-mcp): Provides real-time cryptocurrency market data, portfolio tracking, and news through direct access to the CoinStats API for retrieving coin information, market trends, wallet balances, and exchange integrations.  (30 tools) (node) 

- [❌ blockchain.com-data-and-query](https://github.com/pavel-bc/mcp-blockchain-query): Integrates with Blockchain.com's Data and Query APIs to enable Bitcoin blockchain data retrieval, analysis, and market monitoring for cryptocurrency applications.  (python) 

- [✅ findata-mcp-server](https://github.com/xbluecode/findata-mcp-server): Integrates with Alpha Vantage API to provide stock quotes and historical data for financial analysis and market research tasks.  (2 tools) (node) 

- [❌ gatherings-(expense-sharing)](https://github.com/abutbul/gatherings-mcp-python): Provides a robust expense-sharing solution for social gatherings, enabling creation of events, member management, expense tracking, and automated reimbursement calculations.  (python) 

- [❌ imf-data](https://github.com/c-cf/imf-data-mcp): Provides structured access to International Monetary Fund datasets, enabling retrieval of economic indicators and financial statistics for research and analysis workflows.  (python) 

- [❌ crypto-fear-&-greed-index](https://github.com/kukapay/crypto-feargreed-mcp): Provides real-time and historical cryptocurrency market sentiment data through the Fear & Greed Index API for analyzing market psychology and potential price movements.  (python) 

- [✅ @bujaayjaay/mcp-coincap-jj](https://github.com/wazzan/mcp-coincap-jj): Integrates with CoinCap's API v3 to provide real-time cryptocurrency price tracking, market analysis, and historical trend data for informed investment decisions.  (3 tools) (node) 

- [❌ binance](https://github.com/tienan92it/binance-mcp): Integrates with Binance cryptocurrency exchange to provide real-time market data including prices, order books, and historical information without requiring API keys  (python) 

- [❌ zerodha-kite](https://github.com/zerodha/kite-mcp-server): Integrates with Zerodha Kite trading platform to enable algorithmic trading and portfolio management for Indian stock markets.  (go) 

- [❌ investor-agent](https://github.com/ferdousbhai/investor-agent): Provides real-time financial analysis tools leveraging market data from yfinance and CNN's Fear & Greed Index for investment research, portfolio analysis, and market sentiment evaluation.  (python) 

- [❌ ledger-cli](https://github.com/minhyeoky/mcp-server-ledger): Integrates with Ledger CLI to enable natural language queries for financial data analysis, report generation, and budget tracking through nine structured tools that map directly to Ledger commands.  (python) 

- [❌ openregister](https://github.com/syndicats/openregister-mcp): Integrates with the German company register through the OpenRegister API to search for companies by name or register number, retrieve detailed company information including historical data and financials, and access shareholder information for business research and due diligence.  (python) 

- [❌ china-stock-market-data](https://github.com/peikuo/china-stock-mcp-server): Provides real-time Chinese stock market data through AKShare, offering tools for market overviews, individual stock information, sector analysis, fund flows, and financial indicators across Chinese, Hong Kong, and US exchanges.  (python) 

- [❌ beeminder](https://github.com/strickvl/mcp-beeminder): Integrates with the Beeminder API to enable retrieval and analysis of personal productivity goals and progress data.  (python) 

- [❌ artemis-mcp](https://github.com/artemis-xyz/artemis-mcp): Integrates with Artemis API to create and manage cryptocurrency data analysis formulas for accessing price data, fees, revenue, and other time-series metrics without switching contexts.  (python) 

- [❌ bonk-mcp](https://github.com/bjoernbonk/letsbonk_mcp_server): Enables token creation and management on the Solana blockchain through the LetsBonk launchpad, handling IPFS metadata, image uploads, and Raydium integration for seamless meme token launches.  (python) 

- [❌ a-stock](https://github.com/elsejj/mcp-cn-a-stock): Provides specialized stock market data retrieval for Chinese markets, enabling detailed stock information access across brief, medium, and full depth levels through a custom data feed system.  (python) 

- [❌ stock-analyzer-(tingo)](https://github.com/wshobson/mcp-trader): Integrates with Tiingo API to perform technical analysis on stocks, providing key indicators for trading decisions.  (python) 

- [❌ coinmarket](https://github.com/anjor/coinmarket-mcp-server): Access real-time cryptocurrency data from CoinMarketCap.  (python) 

- [❌ fred-macroeconomic-data](https://github.com/hungson175/wm_mcp): Connects to the FRED API to retrieve real-time economic data series including GDP, employment statistics, inflation metrics, and monetary policy indicators for data-driven analyses and visualizations.  (python) 

- [❌ binance-smart-chain](https://github.com/stopwarbywar/beeper-mcp-server): Enables blockchain operations on Binance Smart Chain including token deployment, trading, and asset management through Web3.py integration with PancakeSwap V3 for cryptocurrency workflows.  (python) 

- [❌ trade-companion-(substack)](https://github.com/pl728/substack-fetcher-mcp): Integrates with Trade Companion by Adam Mancini on Substack, enabling authenticated article retrieval and content extraction for seamless access within workflows.  (python) 

- [❌ kospi-kosdaq-stock-server](https://github.com/dragon1086/kospi-kosdaq-stock-server): Integrates with pykrx to provide real-time access to KOSPI and KOSDAQ stock market data, offering tools for retrieving ticker symbols, OHLCV data, market capitalization, fundamental metrics, and trading volumes.  (python) 

- [❌ paypal-java](https://github.com/kumartheashwani/paypal-java-mcp-server): Integrates with PayPal's Java API to provide payment processing analysis tools, including authorization rate analysis and a basic calculator, supporting both REST and JSON-RPC interfaces for versatile deployment.  (java) 

- [❌ fred-(federal-reserve-economic-data)](https://github.com/jaldekoa/mcp-fredapi): Integrates with the Federal Reserve Economic Data (FRED) API to retrieve economic time series data with customizable parameters for date ranges, frequency aggregation, and data transformations.  (python) 

- [❌ ton-mcp-server](https://github.com/devonmojito/ton-blockchain-mcp): Integrates with the TON blockchain to analyze wallet addresses, track transactions, detect trading patterns, and identify market trends for cryptocurrency traders and analysts.  (python) 

- [❌ gp](https://github.com/wayneqs/mcp_server_spike): Provides access to insurance policy and claims data with tools for monitoring policy changes, premium payments, member enrollments, and claims processing  (python) 

- [✅ xero-mcp](https://github.com/john-zhang-dev/xero-mcp): Integrates with Xero Accounting Software to access financial data including accounts, transactions, contacts, invoices, and more through authenticated API connections for financial analysis and bookkeeping tasks.  (12 tools) (node) 

- [❌ yahoo-finance](https://github.com/shak2000/stockmcp): Integrates with Yahoo Finance API to provide real-time stock prices, company information, historical data, and market news through LLaMA 3.2 3B while preserving all regular model capabilities.  (python) 

- [❌ bybit-exchange-api](https://github.com/dlwjdtn535/mcp-bybit-server): Provides a bridge to the Bybit cryptocurrency exchange API for market data retrieval, account management, and order execution across spot and futures markets  (python) 

- [❌ m-pesa-(safaricom-daraja-api)](https://github.com/jameskanyiri/darajamcp): Enables AI systems to initiate and process M-Pesa mobile payment transactions through the Safaricom Daraja API, allowing users to authorize payments directly from conversations.  (python) 

- [❌ financial-datasets](https://github.com/financial-datasets/mcp-server): Provides direct access to stock market data including income statements, balance sheets, cash flow statements, historical prices, and market news through a locally-run server that integrates with the Financial Datasets API.  (python) 

- [❌ kroger](https://github.com/ericlott/kroger-mcp): Integrates with Kroger's grocery API to search products, find store locations, retrieve pricing and availability information, and manage shopping carts through OAuth2 authentication.  (python) 

- [✅ mercadolibre-mcp](https://github.com/lumile/mercadolibre-mcp): Integrates with MercadoLibre's e-commerce platform to simplify product and seller data retrieval, enabling functions like price monitoring, inventory management, and market analysis.  (3 tools) (node) 

- [❌ stock-market-analysis-tools](https://github.com/parsedark/mcp_stock): Provides specialized tools for stock market analysis including sector analysis, financial indicators, F10 information, market emotion tracking, and limit-up stock monitoring with Tavily search integration.  (python) 

- [❌ adfin-financial-management](https://github.com/adfin-engineering/mcp-server-adfin): Integrates with Adfin's financial management platform to enable credit control checks, invoice creation, and document uploads through dynamically generated API tools and specialized file system capabilities.  (python) 

- [❌ alphavantage](https://github.com/lifejwang11/alphavantage-mcp): Bridges AlphaVantage's financial data ecosystem by providing real-time access to stock market, forex, cryptocurrency, and fundamental financial metrics for data-driven investment research and analysis.  (python) 

- [❌ akshare-(chinese-financial-data)](https://github.com/ttjslbz001/akshare_mcp_server): Integrates with AKShare to provide real-time financial data and analysis tools for Chinese and global markets, enabling stock, fund, bond, futures, forex, and macroeconomic data queries for investment decision support.  (python) 

- [❌ up-bank](https://github.com/edkranz/up-mcp): Bridges to the Up Bank API for analyzing personal banking data, including accounts, transactions, categories, and tags for financial insights and spending pattern analysis.  (python) 

- [✅ lunchmoney-mcp](https://github.com/leafeye/lunchmoney-mcp-server): Integrates with the Lunchmoney personal finance API to enable transaction retrieval, spending analysis, and budget summaries for enhanced financial management.  (4 tools) (node) 

- [❌ setu_mcp_upi_deeplinks](https://github.com/setuhq/setu-mcps/tree/HEAD/upi-deeplinks): Integrates Setu's UPI payment infrastructure to enable seamless generation and management of payment links for applications.  (python) 

- [❌ @toolsdk.ai/mcp-mercury](https://github.com/dragonkhoi/mercury-mcp/tree/main/src): Simple MCP server that interfaces with the Mercury API, allowing you to talk to your Mercury banking data from any MCP client like Cursor or Claude Desktop.  (node) 

- [❌ paradex](https://github.com/sv/mcp-paradex-py): Integrates with the Paradex perpetual futures trading platform, enabling market data retrieval, account management, order placement, and position monitoring for cryptocurrency trading workflows.  (python) 

- [❌ uniswap-poolspy](https://github.com/kukapay/uniswap-poolspy-mcp): Tracks newly created Uniswap V3 liquidity pools across nine blockchain networks, providing detailed metrics like transaction count, volume, and TVL for cryptocurrency traders and researchers.  (python) 

- [❌ schwab](https://github.com/jkoelker/schwab-mcp): Bridges Claude with Schwab API for accessing financial account information, stock quotes, and transaction history through OAuth authentication and nine specialized tools for retrieving financial data.  (python) 

- [❌ ccxt-cryptocurrency-exchange](https://github.com/nayshins/mcp-server-ccxt): Integrates with major cryptocurrency exchanges via CCXT to provide real-time and historical market data for analysis, trading, and portfolio tracking.  (python) 

- [❌ li.fi](https://github.com/lifinance/lifi-mcp): Enables cross-chain token transfers and swaps through the LI.FI API, providing tools for token information, quotes, transaction status, and wallet management for DeFi operations without leaving the conversation interface.  (go) 

- [✅ manifold-mcp-server](https://github.com/bmorphism/manifold-mcp-server): Integrates with Manifold Markets prediction markets, enabling market search, analysis, betting, and portfolio management with precise limit orders and advanced filtering.  (9 tools) (node) 

- [❌ indian-stocks](https://github.com/torukmaktoalpha/indian-stocks-mcp): Integrates with the Indian stock market API to provide financial data including trending stocks, IPO information, financial statements, historical statistics, mutual funds, and corporate actions for financial analysis and research.  (python) 

- [❌ armor-wallet](https://github.com/armorwallet/armor-crypto-mcp): Enables direct blockchain operations, crypto trading, and wallet management through the Armor Wallet API with JWT authentication and detailed logging for portfolio monitoring and trading strategy execution.  (python) 

- [❌ yfinance-trader](https://github.com/saintdoresh/yfinance-trader-mcp-claudedesktop): Provides real-time stock market data and trading capabilities through yfinance, offering tools for retrieving quotes, company overviews, historical prices, symbol searches, analyst recommendations, and insider transactions.  (python) 

- [❌ investment-portfolio-manager](https://github.com/ikhyunan/mcp_investmentportfolio): Reads in JSON-formatted Investment portfolio and performs web searches and stock price searches to provide meaningful evaluations and recommendations.  (python) 

- [❌ sec-edgar](https://github.com/stefanoamorelli/sec-edgar-mcp): Provides access to SEC EDGAR financial data through tools for retrieving company submissions, financial concepts, standardized facts, and XBRL frames for investment research and regulatory compliance.  (python) 

- [❌ consumer-financial-protection-bureau-complaints](https://github.com/ingeniousidiocy/consumer-complaint-database-mcp): Provides access to the Consumer Financial Protection Bureau's complaint database for searching and retrieving banking and financial service complaints by company, product type, and result size.  (python) 

- [❌ tradingview-chart](https://github.com/ertugrul59/tradingview-chart-mcp): Captures and shares TradingView chart images with customizable tickers and timeframes through a Selenium-based scraper that converts screenshots to direct image URLs.  (python) 

- [✅ @xeroapi/xero-mcp-server](https://github.com/xeroapi/xero-mcp-server): Provides a bridge to the Xero accounting API, enabling financial data interactions and accounting operations through OAuth2 custom connections for automated workflow management.  (51 tools) (node) 

- [❌ whale-tracker](https://github.com/kukapay/whale-tracker-mcp): Monitors real-time cryptocurrency whale transactions across blockchains, providing detailed transaction information and configurable filtering for traders and analysts tracking significant market movements.  (python) 

- [❌ extend_ai_toolkit](https://github.com/paywithextend/extend-ai-toolkit): Enabling agentic spend and expense management workflows using Extend's AIs  (python) 

- [❌ bitcoin-(coingecko)](https://github.com/onestar99/mcp-spring-test): Provides a bridge to the CoinGecko API for fetching real-time and historical Bitcoin price data in various currencies, enabling financial analysis and cryptocurrency tracking  (java) 

- [❌ bicscan](https://github.com/ahnlabio/bicscan-mcp): Provides a bridge to the BICScan API for assessing blockchain risk and analyzing digital assets through risk scoring and detailed holdings information  (python) 

- [❌ finnhub](https://github.com/catherinedparnell/mcp-finnhub): Integrates with Finnhub's financial API to provide streamlined access to market news, stock quotes, financials, and recommendation trends.  (python) 

- [✅ hubble-mcp-tool](https://github.com/hubblevision/hubble-ai-mcp): Provides a bridge to Solana blockchain data through natural language queries, enabling analytics searches, chart generation, and image downloads for visualizing transaction patterns, price movements, and token distributions.  (2 tools) (node) 

- [❌ finance-tools-mcp](https://github.com/voxlink-org/finance-tools-mcp): Integrates with financial data sources like yfinance, CNN Fear & Greed Index, FRED, and ta-lib to provide real-time market data, technical indicators, and economic insights for investment research and portfolio analysis.  (python) 

- [❌ transaction-categorizer](https://github.com/francesliang/custom_mcp_servers): Processes and categorizes financial transaction data into predefined expense and income categories, outputting organized CSV files for personal finance management and expense tracking.  (python) 

- [❌ crypto-exchange](https://github.com/sydowma/crypto_exchange_mcp/tree/HEAD/crypto_exchange_mcp_python): Provides real-time cryptocurrency market data from major exchanges (Bybit, OKX, Binance) including prices, order books, funding rates, and open interest for spot and linear markets.  (python) 

- [❌ stripe](https://github.com/atharvagupta2003/mcp-stripe): Integrates with Stripe's payment processing API to enable transaction processing, customer management, and subscription handling for financial applications.  (python) 

- [✅ dodopayments-mcp](https://github.com/dodopayments/dodopayments-node/tree/HEAD/packages/mcp-server): Provides a lightweight, serverless-compatible interface for AI-driven payment operations like billing, subscriptions, and customer management using the Dodo Payments API.  (57 tools) (node) 

- [❌ octagon-vc-agents](https://github.com/octagonai/octagon-vc-agents): Simulate top venture capitalists for realistic deal diligence, negotiation advice, and API-driven insights. The roster includes Reid Hoffman, Josh Kopelman, Alfred Lin, Keith Rabois, Bill Gurley, Peter Thiel, Marc Andreessen, Fred Wilson.  (python) 

- [❌ optionsflow-(yahoo-finance)](https://github.com/twolven/mcp-optionsflow): Integrates with Yahoo Finance to provide options analysis and strategy evaluation tools for risk assessment and portfolio management.  (python) 

- [❌ stock-info-(akshare)](https://github.com/tddt/stock_info_mcp): Provides real-time financial market data from Chinese and global markets through AKShare API integration for traders and financial analysts  (python) 

- [✅ square-mcp-server](https://github.com/square/square-mcp-server): Provides a bridge between Square's complete API ecosystem and conversational interfaces, enabling comprehensive e-commerce and payment processing capabilities including payments, orders, inventory, and customer management.  (3 tools) (node) 

- [✅ bitrefill-mcp-server](https://github.com/bitrefill/bitrefill-mcp-server): Integrates with Bitrefill's platform to search and retrieve information about gift cards, mobile refills, eSIMs, and digital services available for cryptocurrency purchases.  (12 tools) (node) 

- [✅ @zbddev/payments-sdk-mcp](https://github.com/zbdpay/zbd-payments-typescript-sdk): Integrates with ZBD Payments API to enable Bitcoin and Lightning Network transactions including sending/receiving payments, wallet operations, voucher management, and OAuth2 authentication flows  (33 tools) (node) 

- [❌ @getalby/nwc-mcp-server](https://github.com/getalby/nwc-mcp-server): Enables AI interaction with Bitcoin Lightning wallets through Nostr Wallet Connect for checking balances, creating invoices, and managing payments without complex Lightning Network implementation.  (node) 

- [❌ rootdata](https://github.com/jincai/rootdata-mcp-server): Provides a bridge to the RootData API for searching and retrieving detailed information about blockchain projects, venture capital organizations, and industry professionals for crypto research and investment analysis.  (python) 

- [❌ fewsats-mcp](https://github.com/fewsats/fewsats-mcp): Integrates with the Fewsats payment platform to enable secure financial transactions through L402 protocol, allowing wallet balance checks, payment method retrieval, and autonomous purchasing capabilities.  (python) 

- [❌ awslabs.cost-analysis-mcp-server](https://github.com/awslabs/mcp/tree/HEAD/src/cost-analysis-mcp-server): Analyze AWS service costs and generate cost reports.  (python) 

- [❌ xueqiu-(chinese-stock-market)](https://github.com/liqiongyu/xueqiu_mcp): Integrates with Xueqiu (雪球) financial platform to provide real-time Chinese stock market data, company financials, and investor sentiment analysis for comprehensive equity research and market trend tracking.  (python) 

- [❌ wave-accounting](https://github.com/vinnividivicci/wave_mcp): Integrates with Wave Accounting's GraphQL API to automatically create expense and income transactions from receipt and payment data using intelligent account matching and vendor lookup with fallback creation guidance.  (python) 

- [❌ heurist-mesh-(web3-tools)](https://github.com/heurist-network/heurist-mesh-mcp-server): Connects Claude to specialized Web3 and blockchain tools including CoinGecko, DexScreener, GoPlus, Exa, and Firecrawl for cryptocurrency research, token security verification, and Web3 data analysis.  (python) 

- [❌ odoo-accounting](https://github.com/yourtechtribe/model-context-protocol-mcp-odoo): Connects Odoo ERP systems with accounting data, enabling financial analysts to query vendor bills, customer invoices, payments, and reconciliations through natural language interactions.  (python) 

- [❌ xrp-ledger](https://github.com/tedlikeskix/xrpl-mcp-service): Integrates with the XRP Ledger blockchain to enable account management, transaction submission, and ledger data retrieval for XRP-related operations.  (python) 

- [❌ solana-vault](https://github.com/olaxbt/solana-vault-mcp): Enables secure Solana blockchain operations including balance checking, SOL transfers, transaction history retrieval, and token queries without exposing private keys to client applications  (python) 

- [❌ cryptopanic](https://github.com/kukapay/cryptopanic-mcp-server): Integrates with CryptoPanic to provide real-time cryptocurrency news, analysis, and video content with configurable pagination for financial analysis and investment decision support.  (python) 

- [❌ polygon.io](https://github.com/polygon-io/mcp_polygon): Provides complete access to Polygon.io's financial market data API with 35+ tools covering stocks, options, forex, and crypto including real-time trades, quotes, aggregates, market snapshots, ticker details, news, dividends, splits, and financial fundamentals for trading research and market analysis.  (python) 

- [❌ xtquant-ai](https://github.com/dfkai/xtquantai): Lightweight Python server for quantitative trading using XTQuant API, enabling real-time stock market interactions and AI-driven financial analysis strategies.  (python) 

- [✅ mcp-crypto-price](https://github.com/truss44/mcp-crypto-price): Integrates with CoinCap's API to provide real-time cryptocurrency data, enabling price tracking, market analysis, and historical trend examination for financial applications.  (3 tools) (node) 





## Gaming



Connect with gaming data, engines, and related services.



- [❌ mtg-deck-manager](https://github.com/artillect/mtg-mcp-servers): Integrates with Magic: The Gathering resources to enable deck management, card drawing, hand manipulation, and Scryfall API searches for comprehensive card information retrieval and game simulation.  (python) 

- [❌ mcp-chess](https://github.com/jiayao/mcp-chess): Enables playing chess against language models through a visual interface with tools for board visualization, move execution, game initialization, and position analysis from PGN notation.  (python) 

- [❌ moling-minecraft](https://github.com/gojue/moling-minecraft): Bridges AI assistants with Minecraft servers, enabling command execution for block manipulation, entity management, and game state control through a Go implementation that automatically configures popular clients.  (go) 

- [❌ poker-win-calculator](https://github.com/watsonchua/poker_win_calculator): Calculates poker hand win probabilities through Monte Carlo simulations, providing strategic action recommendations based on statistical analysis of possible outcomes.  (python) 

- [❌ unity-ollama](https://github.com/zundamonnovrchatkaisetu/unity-mcp-ollama): Integrates Unity Editor with local LLMs through Ollama, enabling natural language control of game objects, scripts, materials, and scenes for streamlined development workflows.  (python) 

- [❌ unreal-engine-binary-reader](https://github.com/berlinbra/binary-reader-mcp): Analyzes Unreal Engine asset files and generic binary structures, enabling metadata extraction and file format inspection for game development and digital forensics.  (python) 

- [❌ steam-web-api](https://github.com/dsp/mcp-server-steam): Integrates with the Steam Web API. Allows for querying various stats, such as games in your library and their respective playtime.  (java) 

- [❌ chess](https://github.com/alexandreroman/mcp-chess): Integrates with Spring AI and chess libraries to enable interactive gameplay and automated analysis for AI-assisted chess applications.  (java) 

- [❌ opendota](https://github.com/asusevski/opendota-mcp-server): Integrates with the OpenDota API to provide real-time Dota 2 statistics, match data, and player information for game analysis, performance tracking, and esports research.  (python) 

- [❌ minecraft-rcon](https://github.com/rgbkrk/rcon-mcp): Integrates with Minecraft servers via RCON to enable administration, world manipulation, and player management.  (python) 

- [❌ steam](https://github.com/exi/mcp-steam): Integrates with the Steam Web API to access user data, game information, and Steam-related functionalities for analyzing gaming habits, providing recommendations, or incorporating Steam profiles into applications.  (java) 

- [❌ cs2-rcon](https://github.com/v9rt3x/cs2-rcon-mcp): Enables Counter-Strike 2 server administration through RCON commands, allowing execution of administrative tasks, server status queries, and player management on game servers.  (python) 





## Knowledge & Memory



Store and query structured information for AI models to use across sessions.



- [❌ mcp-server-rememberizer](https://github.com/skydeckai/mcp-server-rememberizer): Leverage Rememberizer's document API for AI-powered semantic search and retrieval of enterprise knowledge.  (python) 

- [❌ code-embeddings](https://github.com/davidvc/code-knowledge-mcptool): A knowledge management tool for code repositories using vector embeddings.  (python) 

- [❌ mcp-memory-libsql](https://github.com/spences10/mcp-memory-libsql): Provides a LibSQL-based persistent memory database for storing and retrieving knowledge graph entities and relations across conversations.  (node) 

- [❌ arcknowledge-(custom-rag)](https://github.com/dragonjump/mcp-arcknowledge): Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable authentication and processing capabilities.  (python) 

- [❌ chat-analysis](https://github.com/rebots-online/mcp-chat-analysis-server): Integrates vector embeddings and knowledge graphs to enable advanced chat analysis tasks like topic modeling, sentiment analysis, and user behavior tracking.  (python) 

- [❌ awslabs.bedrock-kb-retrieval-mcp-server](https://github.com/awslabs/mcp/tree/HEAD/src/bedrock-kb-retrieval-mcp-server): Bridge to access Amazon Bedrock Knowledge Bases.  (python) 

- [✅ @itseasy21/mcp-knowledge-graph](https://github.com/itseasy21/mcp-knowledge-graph): Provides persistent memory for Claude through a local knowledge graph that stores entities with observations and relations, enabling structured information retrieval and complex context retention across conversations.  (11 tools) (node) 

- [❌ txtai](https://github.com/rmtech1/txtai-assistant-mcp): Configurable server environment for efficient memory-based operations with customizable settings and flexible limits for scalable applications.  (python) 

- [❌ think-tool](https://github.com/iamwavecut/mcp-think): Go-based server that provides LLMs with tools to record, retrieve, and analyze their reasoning processes during complex problem-solving tasks, enabling structured thinking and improved context management.  (go) 

- [❌ logseq](https://github.com/ergut/mcp-logseq-server): Integrates with LogSeq API to enable automated note-taking, content searching, and knowledge management tasks.  (python) 

- [❌ bear-notes](https://github.com/netologist/mcp-bear-notes): Provides direct access to Bear App's SQLite database on macOS, enabling search and retrieval of personal notes by content, title, or tags, plus extraction of code blocks and technical documentation for knowledge discovery workflows.  (python) 

- [✅ systemprompt-mcp-notion](https://github.com/ejb503/systemprompt-mcp-notion): Bridges to Notion's knowledge management system, enabling creation and manipulation of pages, databases, and content.  (8 tools) (node) 

- [❌ mem0](https://github.com/mem0ai/mem0-mcp): Integrates with mem0.ai to store, retrieve, and semantically search coding preferences, snippets, and programming knowledge through a persistent FastMCP server using SSE connections.  (python) 

- [❌ notion-(via-dify)](https://github.com/rickydata-indexer/notion_mcp_server): Bridges Cline and Notion knowledge bases via Dify API, enabling direct querying of Notion databases for seamless documentation access during coding.  (python) 

- [❌ mem0.ai-memory-manager](https://github.com/ryaker/mcp-mem0-general): Integrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations through a cognitive-inspired architecture that organizes information into short-term and long-term memory types.  (python) 

- [✅ onyx-mcp-server](https://github.com/lupuletic/onyx-mcp-server): Bridges Onyx knowledge bases with semantic search and chat capabilities, enabling teams to access organizational knowledge through RAG-powered document retrieval with configurable context windows.  (2 tools) (node) 

- [❌ zotero-mcp](https://github.com/kujenga/zotero-mcp): Integrates with Zotero to enable searching libraries, retrieving metadata, and accessing full-text content for scholarly research workflows.  (python) 

- [✅ esa-mcp-server](https://github.com/d-kimuson/esa-mcp-server): Integrates with esa.io API for searching and retrieving team knowledge, enabling efficient information access and collaboration.  (3 tools) (node) 

- [❌ pdf-knowledge-base](https://github.com/hyson666/pdf-rag-mcp-server): Enables semantic search across PDF documents through automatic processing, chunking, and vectorization for intelligent querying and knowledge extraction  (python) 

- [❌ rdf-explorer](https://github.com/emekaokoye/mcp-rdf-explorer): Enables conversational exploration and analysis of RDF Knowledge Graphs through SPARQL queries, full-text search, and visualization tools in both local file and endpoint modes.  (python) 

- [❌ obsidian-mcp-server](https://github.com/cyanheads/obsidian-mcp-server): Enables interaction with Obsidian vaults for file operations, content search, and metadata management, facilitating note-taking and knowledge base organization.  (node) 

- [❌ knowledge-base](https://github.com/geeksfino/kb-mcp-server): Integrates with knowledge bases to enable searching, retrieving, and potentially updating information from structured repositories for enhanced information access workflows.  (python) 

- [❌ memory-journal-mcp-server](https://github.com/siddhant-k-code/memory-journal-mcp-server): Integrates with local iCloud Photos libraries on macOS to enable efficient searching and retrieval of photo metadata based on various criteria like dates, locations, people, and labels.  (python) 

- [❌ groundx-rag](https://github.com/prixyy/rag_based_mcp): Integrates with GroundX to provide document search and ingestion capabilities, enabling domain-specific knowledge retrieval without requiring direct access to underlying document storage.  (python) 

- [❌ obsidian-api-mcp-server](https://github.com/pmmvr/obsidian-api-mcp-server): Integrates with Obsidian vaults through the Local REST API plugin to enable advanced search with flexible filters, complete note content retrieval, and vault structure browsing for knowledge discovery and analysis workflows.  (python) 

- [❌ mcp-outline](https://github.com/vortiago/mcp-outline): Enables AI systems to search, read, edit, and manage documents within Outline's knowledge management platform through direct API integration with both cloud and self-hosted instances.  (python) 

- [❌ chroma-mcp-server](https://github.com/djm81/chroma_mcp_server): Provides a persistent, searchable, automatically updated 'second brain' for development by integrating ChromaDB with automated codebase indexing, chat logging, and sequential thinking tools that maintain context across sessions.  (python) 

- [❌ mcp-server-obsidian-omnisearch](https://github.com/anpigon/mcp-server-obsidian-omnisearch): Integrates Obsidian vaults to enable searching and retrieving notes, leveraging personal knowledge for various applications.  (python) 

- [❌ dify-dataset-retriever](https://github.com/wangle201210/dify-retriever-mcp): Integrates with Dify's dataset retrieval capabilities, exposing knowledge base querying as a discoverable tool for retrieving information from Dify datasets  (go) 

- [❌ mcpunk](https://github.com/jurasofish/mcpunk): MCPunk provides tools for performing Roaming RAG  (python) 

- [✅ @professional-wiki/mediawiki-mcp-server](https://github.com/professionalwiki/mediawiki-mcp-server): Integrates with MediaWiki instances through REST API to enable searching pages, retrieving content in multiple formats, accessing file information, viewing revision history, and performing authenticated operations like creating and updating pages with automatic wiki discovery and dynamic configuration management.  (7 tools) (node) 

- [❌ obsidian-index](https://github.com/tcsavage/mcp-obsidian-index): Integrates Obsidian vaults with semantic search capabilities, enabling context-aware retrieval of personal knowledge.  (python) 

- [❌ context-portal-mcp](https://github.com/greatscottymac/context-portal): Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with vector embeddings for semantic search and comprehensive import/export functionality.  (python) 

- [❌ @delorenj/mcp-qdrant-memory](https://github.com/delorenj/mcp-qdrant-memory): Integrates a knowledge graph with semantic search capabilities, enabling efficient storage, retrieval, and querying of structured information for context-aware applications.  (node) 

- [❌ sparql](https://github.com/kludge-works/mcp-server-rdf): Integrates with SPARQL servers to enable querying and manipulation of RDF data sources, facilitating semantic web integration for knowledge graph exploration and linked data analysis.  (java) 

- [❌ mem0-for-project-management](https://github.com/kunihiros/mem0-mcp-for-pm): Bridge to the mem0 cloud service, providing memory capabilities.  (python) 

- [❌ rowik-(personal-mediawiki)](https://github.com/roshan/rowik-mcp): Integrates with a personal MediaWiki instance to enable searching, retrieving, and manipulating wiki content for enhanced knowledge management and research workflows.  (python) 

- [❌ sqlite-literature-manager](https://github.com/zongmin-yu/sqlite-literature-management-fastmcp-mcp-server): Integrates literature management operations with knowledge graphs to enable flexible paper tracking, structured note-taking, and research trend analysis.  (python) 

- [❌ mindmap-mcp-server](https://github.com/yuchenssr/mindmap-mcp-server): Transforms Markdown content into interactive HTML-based mind maps using markmap-cli, enabling visual organization of structured information and knowledge representation.  (python) 

- [❌ mcp-pinecone](https://github.com/sirmews/mcp-pinecone): Leverage Pinecone vector databases for semantic search and RAG.  (python) 

- [❌ optimized-memory](https://github.com/agentwong/optimized-memory-mcp-server): Integrates with SQLite to provide a persistent knowledge graph for efficient memory management and relationship modeling across conversations.  (python) 

- [❌ bear](https://github.com/jkawamoto/mcp-bear): Integrates with Bear note-taking software to enable note creation, search, and organization operations for enhanced knowledge management.  (python) 

- [❌ memory-plus](https://github.com/yuchen20/memory-plus): Lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions.  (python) 

- [❌ mcp-server-qdrant](https://github.com/qdrant/mcp-server-qdrant): Store and retrieve vector-based memories for AI systems.  (python) 

- [✅ @modelcontextprotocol/server-aws-kb-retrieval](https://github.com/modelcontextprotocol/servers/blob/main/src/aws-kb-retrieval-server): MCP server for AWS Knowledge Base retrieval using Bedrock Agent Runtime  (1 tools) (node) 

- [❌ logseq-mcp](https://github.com/apw124/logseq-mcp): Enables AI interaction with Logseq knowledge graphs for capturing notes, organizing information, and retrieving knowledge from personal databases  (python) 

- [❌ memory-mcp-server](https://github.com/evangstav/python-memory-mcp-server): Provides a knowledge graph management system for storing, retrieving, and querying information to build and maintain long-term memory across conversations.  (python) 

- [❌ tribal-(error-knowledge-base)](https://github.com/agentience/tribal_mcp_server): Stores and retrieves programming error knowledge through vector similarity search, enabling development teams to build a shared database of errors and solutions.  (python) 

- [❌ volcengine-knowledge-base](https://github.com/suqidan/volcengine_knowledgebase_mcp): Connects to Volcengine's knowledge base API for searching and retrieving organizational information with customizable search parameters and authentication via Volcengine credentials.  (python) 

- [❌ @iachilles/memento](https://github.com/iachilles/memento): Provides persistent memory capabilities through a SQLite-based knowledge graph that stores entities, observations, and relationships with full-text and semantic search using BGE-M3 embeddings for intelligent context retrieval across conversations.  (node) 

- [❌ @myjungle/docu-mcp-server](https://github.com/yannicktm/docu-mcp/tree/HEAD/mcp): RAG-enabled documentation server that integrates with vector databases to provide semantic search capabilities for code, documentation, and diagrams without data leaving your environment.  (node) 

- [❌ research-notion](https://github.com/h-yanagawa/research-mcp-server): Integrates with Notion to enable AI-powered survey creation, data retrieval, and analysis for research projects.  (python) 

- [❌ readwise](https://github.com/kiseki-technologies/kiseki-labs-readwise-mcp): Integrates with Readwise to access and manipulate reading data, enabling document search, highlight retrieval, and filtering by categories, tags, or date ranges for research and knowledge management workflows.  (python) 

- [❌ mcp-rememberizer-vectordb](https://github.com/skydeckai/mcp-rememberizer-vectordb): A Model Context Protocol server for LLMs to interact with Rememberizer Vector Store.  (python) 

- [❌ mcp-confluence](https://github.com/mouhamadalmounayar/mcp-confluence): Integrates Atlassian Confluence content for retrieving page and blog post data, enabling knowledge base querying and content analysis.  (node) 

- [❌ confluence-chat](https://github.com/kinsha-dev/confluence-chat-mcp-service): Lightweight Confluence content expansion server that generates enhanced page content through a JSON-RPC interface, simplifying documentation workflows with minimal configuration.  (python) 

- [❌ mcp-server-vikingdb](https://github.com/kashiwabyte/vikingdb-mcp-server): Store and search data using VikingDB vector database.  (python) 

- [❌ memos-mcp-server](https://github.com/leslieleung/mcp-server-memos): Connects Claude to the Memos note-taking application, enabling search of existing notes and creation of new ones with automatic tagging.  (python) 

- [❌ joplin](https://github.com/dweigend/joplin-mcp-server): Provides a bridge to Joplin note-taking application for searching, retrieving, creating, updating, and deleting notes directly within conversations.  (python) 

- [✅ notion-mcp-server](https://github.com/awkoy/notion-mcp-server): Enables AI systems to create, update, and manage Notion pages and blocks through a Node.js bridge to the Notion API, supporting efficient batch operations for documentation and knowledge base maintenance.  (5 tools) (node) 

- [✅ tana-mcp](https://github.com/tim-mcdonnell/tana-mcp): Integrates with Tana's Input API, enabling creation and manipulation of structured data in Tana workspaces for enhanced note-taking and automated data input tasks.  (11 tools) (node) 

- [❌ @kazuph/mcp-obsidian](https://github.com/kazuph/mcp-obsidian): Integrates with Obsidian vaults, enabling natural language queries and updates to notes through secure read/write access.  (node) 

- [❌ mem0-(long-term-memory)](https://github.com/coleam00/mcp-mem0): Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers and PostgreSQL vector storage.  (python) 

- [❌ contentstack-brandkit](https://github.com/viveksingh-ctrl/mcp-contentstack): Provides a bridge to Contentstack's BrandKit product for managing knowledge vault content through CRUD operations for adding, updating, deleting, and searching content.  (python) 

- [✅ @kj455/mcp-kibela](https://github.com/kj455/mcp-kibela): Integrates with Kibela knowledge bases to enable searching, reading, creating, and updating notes directly within conversation interfaces, providing seamless access to organizational documentation.  (6 tools) (node) 

- [❌ memory-service](https://github.com/doobidoo/mcp-memory-service): Integrates with ChromaDB using sentence transformers for efficient text embedding, enabling semantic search and content recommendation via websocket connections.  (python) 

- [❌ graphiti](https://github.com/getzep/graphiti/tree/HEAD/mcp_server): Provides a temporal knowledge graph system for storing, retrieving, and reasoning about relationships between entities with persistent memory across conversations  (python) 

- [✅ flomo-mcp](https://github.com/chatmcp/flomo-mcp): Enables direct note-taking in Flomo by capturing Markdown content from conversations and posting it to your knowledge base via webhook integration  (1 tools) (node) 

- [❌ mcp-codebase-insight](https://github.com/tosin2013/mcp-codebase-insight): Provides deep code analysis capabilities for software repositories, enabling pattern detection, architecture understanding, and knowledge management through a FastAPI server with Qdrant vector database integration.  (python) 

- [❌ roam-research](https://github.com/philosolares/roam-mcp): Integrates with Roam Research to enable searching, creating, and managing knowledge base content with features like block search, page creation, and YouTube transcript retrieval  (python) 

- [❌ fegis-(schema-driven-memory)](https://github.com/p-funk/fegis): Compile YAML into semantic LLM tools with structured memory and an emergent knowledge graph.  (python) 

- [❌ confluence-cloud](https://github.com/bootcamptoprod/spring-boot-ai-confluence-mcp-server): Integrates with Confluence Cloud to enable listing, creating, and analyzing organizational knowledge stored in spaces and documents using secure API token authentication.  (java) 

- [❌ memory-plugin-(sqlite)](https://github.com/mekanixms/mcp_memory_plugin): Provides SQLite-based persistent memory storage for maintaining context across conversations, enabling long-term recall and knowledge management.  (python) 

- [❌ wikidata](https://github.com/zzaebok/mcp-wikidata): Integrates with Wikidata to enable entity searches, property retrieval, and SPARQL queries for accessing structured knowledge about people, places, and concepts  (python) 

- [❌ sourcesage](https://github.com/sarathsp06/sourcesage): Maintains a persistent knowledge graph of code entities, relationships, patterns, and style conventions with hierarchical compression for efficient code memory management across sessions.  (python) 

- [❌ journal-rag](https://github.com/estevaom/md-rag-mcp): Enables semantic search through personal markdown journal entries using vector database technology for effortless retrieval of past experiences, thoughts, and activities.  (python) 

- [❌ watson-discovery](https://github.com/matlock08/watson_discovery_mcp): Integrates with IBM Watson Discovery to search and retrieve information from enterprise knowledge bases and documentation repositories through natural language queries.  (python) 

- [✅ @modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers/tree/HEAD/src/memory): Build and query persistent semantic networks for data management.  (9 tools) (node) 

- [❌ basic-memory](https://github.com/basicmachines-co/basic-memory): Knowledge management system that builds a persistent semantic graph in markdown, locally.  (python) 

- [❌ @aindreyway/mcp-codex-keeper](https://github.com/aindreyway/mcp-codex-keeper): Integrates with external resources to provide curated development knowledge for code generation, bug fixing, and context-aware programming advice.  (node) 

- [❌ notion](https://github.com/pbohannon/notion-api-mcp): Integrates with Notion's API to enable document management, knowledge base interactions, and project tracking tasks.  (python) 

- [❌ mcp-server-logseq](https://github.com/dailydaniel/logseq-mcp): Integrates with LogSeq API to enable automated note-taking, knowledge graph analysis, and workflow automation for developers and knowledge workers.  (python) 

- [✅ @readwise/readwise-mcp](https://github.com/readwiseio/readwise-mcp): Integrates with Readwise to search and retrieve highlights from a user's library, enabling researchers and knowledge workers to reference saved notes during conversations without switching contexts.  (1 tools) (node) 

- [❌ cognee](https://github.com/topoteretes/cognee/tree/HEAD/cognee-mcp): AI-friendly database and knowledge-management capabilities via various database schemes.  (python) 

- [✅ sourcesyncai-mcp](https://github.com/scmdr/sourcesyncai-mcp): Integrates with SourceSync.ai's knowledge management platform to enable semantic search, document management, and content ingestion from diverse sources for AI-driven knowledge retrieval and document analysis.  (25 tools) (node) 

- [❌ memory-bank](https://github.com/ipospelov/mcp-memory-bank): Provides a structured documentation system for preserving context in complex projects through templates, project summaries, and consistent knowledge management across sessions.  (python) 

- [✅ @suekou/mcp-notion-server](https://github.com/nanahiryu/notion-mcp-server): Integrates with Notion's API to enable document management, knowledge base maintenance, and collaborative workflows through comprehensive tools for managing blocks, pages, databases, users, and comments.  (18 tools) (node) 

- [❌ literature-memory](https://github.com/zongmin-yu/literature-memory-server-fastmcp-mcp): Integrates academic literature management with knowledge graphs to enable efficient source analysis, note-taking, and entity linking across diverse academic materials.  (python) 

- [❌ inkeep-rag](https://github.com/inkeep/mcp-server-python): Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and knowledge-based interactions.  (python) 

- [❌ memory_mcp](https://github.com/whenmoon-afk/claude-memory-mcp): Provides persistent memory capabilities through sentence transformers and vector similarity search, enabling storage and retrieval of conversations, facts, documents, and code snippets across sessions  (python) 

- [❌ markdown-library](https://github.com/lethain/library-mcp): Indexes and serves Markdown knowledge bases with specialized tools for tag-based navigation, text search, and content retrieval across large document collections.  (python) 

- [✅ @gleanwork/mcp-server](https://github.com/gleanwork/mcp-server): Integrates with Glean's enterprise knowledge platform to provide company search, people profile lookup, and AI assistant capabilities directly within your workflow.  (3 tools) (node) 

- [❌ memory-manager](https://github.com/zongmin-yu/memory-mcp-manager): Manages and switches between memory paths for clients, enabling organized context management across multiple AI projects.  (python) 





## Location Services



Work with maps, weather, and location-based data for analytics and insights.



- [❌ world-time](https://github.com/kukapay/whattimeisit-mcp): Provides location-based current time in ISO 8601 format using the World Time API through a lightweight Python FastMCP server.  (python) 

- [❌ jweather-mcp-server](https://github.com/juhemcp/jweather-mcp-server): Integrates with weather data services to provide real-time conditions and forecasts through an asyncio-powered Python server with automated CI/CD workflows.  (python) 

- [❌ aemet_mcp](https://github.com/ancode666/aemet-mcp): Provides direct access to Spain's State Meteorological Agency (AEMET) data for querying historical climate data, monthly summaries, and beach conditions across Spanish weather stations.  (python) 

- [✅ @swonixs/weatherapi-mcp](https://github.com/swonixs/weatherapi-mcp): Provides current weather and air quality data for any city through WeatherAPI.com, requiring only an API key for temperature, humidity, wind speed, and optional air quality metrics.  (1 tools) (node) 

- [❌ japan-weather](https://github.com/acxelerator/mcp-tenki): Integrates with an external weather API to provide current conditions and forecasts for locations in Japan.  (python) 

- [❌ weather-alerts-&-forecasts](https://github.com/kevinlin/mcp-server-weather): Integrates with OpenWeather to retrieve and provide weather data.  (python) 

- [❌ time-zone](https://github.com/samay58/time-mcp): Provides real-time timezone-aware date and time information for any IANA timezone through a Python-based server that converts and returns responses in ISO format.  (python) 

- [❌ amap-navigator](https://github.com/rickeylaiii/xiaoai_mapmcp): Integrates with Amap API to provide location-based services including geocoding, weather information, driving routes, and location suggestions for applications requiring real-time geographic data in the Chinese market.  (python) 

- [✅ @cablate/mcp-google-map](https://github.com/cablate/mcp-google-map): Integrates with Google Maps API to enable location-based operations like place searching, geocoding, and geographical information retrieval within conversations.  (7 tools) (node) 

- [❌ geo](https://github.com/webcoderz/mcp-geo): Integrates multiple geocoding services to provide flexible location-based operations including forward/reverse geocoding and address information retrieval.  (python) 

- [❌ geoserver](https://github.com/mahdin75/geoserver-mcp): Provides a bridge to GeoServer's REST API for managing geospatial data, enabling workspace management, layer operations, feature querying, and map generation through WMS/WFS services.  (python) 

- [❌ mcp_weather_server](https://github.com/isdaniel/mcp_weather_server): Provides real-time weather information for any city through the Open-Meteo API without requiring API keys or complex setup.  (python) 

- [❌ dnf-gold-price-&-weather](https://github.com/kirikoko1213/kr-mcp-server): Integrates with DNF gold price and weather information APIs through a Go-based server that leverages the mark3labs/mcp-go library and kiririx/krutils package for real-time market data and meteorological information retrieval.  (go) 

- [❌ knmi-weather-mcp](https://github.com/wolkwork/knmi-mcp): Provides real-time weather data from the Royal Netherlands Meteorological Institute (KNMI) by automatically finding the nearest weather station to any location in the Netherlands, delivering current measurements including temperature, humidity, wind speed, and more.  (python) 

- [❌ whereami-(ip-geolocation)](https://github.com/kukapay/whereami-mcp): Provides geolocation data based on user IP addresses through the ipapi.co API, returning location details like country, city, and coordinates in a formatted Markdown table.  (python) 

- [❌ gis-mcp](https://github.com/mahdin75/gis-mcp): Integrates with geospatial libraries to perform geometric transformations, coordinate system conversions, and spatial analyses using WKT geometry strings for map creation and location-based services.  (python) 

- [✅ @modelcontextprotocol/server-google-maps](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/google-maps): Access location data, geocoding, and place details through Maps API.  (7 tools) (node) 

- [❌ xiaozhi-location](https://github.com/ailearncoder/xiaozhi-location-mcp): Integrates with the xiaozhi-app Android device framework to retrieve real-time location data including GPS coordinates, altitude, and accuracy measurements from mobile devices using multiple location providers for navigation, geofencing, and location-based services.  (python) 

- [❌ kakao-local](https://github.com/yunkee-lee/mcp-kakao-local): Integrates with Kakao's mapping APIs to provide location information within South Korea, enabling address geocoding, place searching, and detailed location data retrieval including reviews and photos.  (python) 

- [❌ nearby-places](https://github.com/kukapay/nearby-search-mcp): Integrates with Google Places API to provide location-based place discovery using IP-based detection, enabling users to find nearby businesses, restaurants, or services without manually entering coordinates.  (python) 

- [❌ openweathermap-(weekly-weather)](https://github.com/rossshannon/weekly-weather-mcp): Integrates with OpenWeatherMap API to provide global weather forecasts and current conditions for location-specific planning and alerts.  (python) 

- [❌ openstreetmap](https://github.com/wiseman/osm-mcp): Provides direct access to OpenStreetMap geospatial data through SQL queries, enabling location-based analysis and extraction of structured information about geographic features from the complete OSM dataset.  (python) 

- [❌ korean-weather](https://github.com/jikime/py-mcp-ko-weather): Provides access to Korean weather data through asynchronous HTTP requests with coordinate conversion and API authentication capabilities.  (python) 

- [❌ ip-geolocation](https://github.com/briandconnelly/mcp-server-ipinfo): Integrates with ipinfo.io API to provide IP geolocation services, enabling location-based insights and network analysis.  (python) 

- [❌ location](https://github.com/alexandreroman/mcp-location): Integrates with geolocation APIs to provide location-based functionality, enabling personalized recommendations and localized content delivery based on user IP addresses.  (java) 

- [❌ ordnance-survey-national-geographic-database](https://github.com/chriscarlon/os-mcp): Provides a bridge to the Ordnance Survey National Geographic Database, enabling queries of UK geographic data for applications like urban planning, transportation analysis, and location-based services.  (python) 

- [❌ weather](https://github.com/saintdoresh/weather-mcp-claudedesktop): Integrates with OpenWeatherMap API to provide real-time weather conditions, forecasts, air quality information, historical data, location search, and weather alerts for seamless access to accurate weather information during conversations.  (python) 

- [❌ street-view](https://github.com/vlad-ds/street-view-mcp): Provides a bridge to Google Street View API for fetching and displaying street imagery by address, coordinates, or panorama ID with customizable parameters for virtual exploration and location visualization.  (python) 

- [❌ national-weather-service](https://github.com/jackkuo666/weather-mcp-server): Integrates with the National Weather Service API to provide real-time weather alerts and detailed forecasts for US locations using latitude and longitude coordinates.  (python) 

- [❌ naver-maps](https://github.com/yunkee-lee/mcp-naver-maps): Integrates with Naver Maps and Search APIs to provide accurate geocoding and local information retrieval services specifically optimized for Korean locations  (python) 

- [❌ mcp-myip](https://github.com/nikolaypavlov/mcp-myip): Integrates with ifconfig.me to fetch and provide public IP address information for network diagnostics and geolocation services.  (python) 

- [❌ cep-(brazilian-postal-code)](https://github.com/wendellbigato/mcp-cep): Provides a simple interface for querying Brazilian postal codes (CEPs) via the ViaCEP API, enabling address validation and expansion without leaving conversation context.  (python) 

- [❌ weather-api](https://github.com/wanggang316/zongzi-mcp/tree/HEAD/weather): Integrates with weather data APIs to provide real-time conditions and forecasts for location-based decision making, travel planning, and outdoor activity scheduling.  (python) 

- [❌ ip-address-lookup](https://github.com/huangxinping/ip-mcp-server): Provides a simple API endpoint for retrieving the current machine's public IP address through ipify.org.  (python) 

- [❌ mcp-openweathermap](https://github.com/robertn702/mcp-openweathermap): Integrates with OpenWeatherMap API to provide current conditions, forecasts, air quality monitoring, weather alerts, and location services through 11 specialized tools for weather-dependent applications and travel planning.  (node) 

- [❌ geoapify-map-generator](https://github.com/burningion/geoapify-mcp): Generates map images from geographic coordinates using Python libraries for geocoding and visualization tasks.  (python) 

- [✅ @baidumap/mcp-server-baidu-map](https://github.com/baidu-maps/mcp): Integrates with Baidu Maps API for location-based operations including geocoding, route planning, and location search within the Baidu Maps ecosystem.  (10 tools) (node) 

- [❌ japanese-postal-code-lookup](https://github.com/rooking-oss/zipcode-search-mcp): Converts Japanese postal codes into complete addresses by combining prefecture, city, and district information from the zipcloud.ibsnet.co.jp API service.  (python) 





## Marketing



Create and edit marketing content, manage metadata, and refine product positioning.



- [❌ mailchimp](https://github.com/bryangsmith/mailchimpmcp): Integrates with Mailchimp's marketing platform API to enable email campaign management, creation, sending, and automation workflow control through the FastMCP framework.  (python) 

- [✅ @toolsdk.ai/mcp-server-google-analytics](https://github.com/smithery-ai/mcp-server-google-analytics): An MCP server implementation for accessing Google Analytics 4 (GA4) data, built using the Model Context Protocol TypeScript SDK.  (2 tools) (node) 

- [❌ linkedin](https://github.com/filipptrigub/linkedin-mcp): Integrates with LinkedIn to enable direct posting of text and media content with customizable visibility settings through OAuth2 authentication and secure token management.  (python) 

- [✅ @ashdev/discourse-mcp-server](https://github.com/ashdevfr/discourse-mcp-server): Enables searching and retrieving content from Discourse forums through a single tool that queries posts using the discourse2 npm package.  (1 tools) (node) 

- [❌ google-ads](https://github.com/cohnen/mcp-google-ads): Integrates with Google Ads API to enable direct access and management of advertising campaigns, performance analysis, and optimization within conversations.  (python) 

- [✅ @feedmob/jampp-reporting](https://github.com/feed-mob/fm-mcp-servers/tree/HEAD/src/jampp-reporting): Integrates with Jampp Reporting API to retrieve advertising campaign performance metrics including spend, impressions, clicks, and installs across specified date ranges with automated authentication handling.  (2 tools) (node) 

- [✅ instagram-engagement-mcp](https://github.com/bob-lance/instagram-engagement-mcp): Enables detailed Instagram interaction analysis by processing comments, user profiles, and post metrics to extract demographic insights and identify potential marketing leads through a private API integration.  (5 tools) (node) 

- [✅ @feedmob/singular-reporting](https://github.com/feed-mob/fm-mcp-servers/tree/HEAD/src/singular-reporting): Enables marketers to create, monitor, and download customized Singular marketing analytics reports with campaign performance metrics across different apps and sources  (2 tools) (node) 

- [❌ @marketplaceadpros/amazon-ads-mcp-server](https://github.com/marketplaceadpros/amazon-ads-mcp-server): Integrates with MarketplaceAdPros' Amazon Advertising platform to access Sponsored Products, Sponsored Brands, and Sponsored Display campaign data, ad groups, keywords, and targeting information for advertising performance analysis and recommendations.  (node) 

- [❌ typefully](https://github.com/pepuscz/typefully-mcp-server): Integrates with Typefully's social media scheduling platform to automate content creation, scheduling, and publishing workflows across multiple social media platforms.  (python) 

- [✅ @feedmob/kayzen-reporting](https://github.com/feed-mob/fm-mcp-servers/tree/HEAD/src/kayzen-reporting): Enables marketers and analysts to retrieve and analyze Kayzen advertising campaign data through API access with optional date filtering  (2 tools) (node) 

- [❌ meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp): Provides a bridge to Facebook's Marketing API for analyzing ad campaigns, reviewing creatives, and monitoring metrics through secure OAuth authentication  (python) 

- [❌ blog-publisher](https://github.com/carrie-l/blog_publisher_mcp_server): Enables AI assistants to publish blog content to external platforms through a Python-based server with standard and local execution modes for automated content publishing workflows.  (python) 

- [❌ mcp-metricool](https://github.com/metricool/mcp-metricool): Integrates with Metricool's social media analytics platform to retrieve performance metrics and schedule content across multiple networks including Instagram, Facebook, Twitter, LinkedIn, TikTok, and YouTube.  (python) 

- [❌ facebook-ads](https://github.com/gomarble-ai/facebook-ads-mcp-server): Integrates with Facebook's advertising platform to retrieve and analyze ad account data, campaign metrics, ad sets, creatives, and performance insights using the Facebook Graph API.  (python) 

- [❌ @felores/placid-mcp-server](https://github.com/felores/placid-mcp-server): Integrates with Placid's API to generate dynamic images from templates for tasks like social media posts and marketing materials.  (node) 

- [❌ osp-marketing-tools](https://github.com/open-strategy-partners/osp_marketing_tools): Content and product marketing tools, including a standardized editing code system, writing guidelines, web metadata generator, and product communication framework.  (python) 

- [❌ facebook-ads-library](https://github.com/trypeggy/facebook-ads-library-mcp): Integrates with Meta's advertising platform through the Scrape Creators API to search for brand platform IDs and retrieve currently running Facebook ads with structured data including media URLs, ad copy, and campaign timing for competitive analysis and marketing intelligence.  (python) 





## Monitoring



Analyze app performance and error reports with monitoring tools.



- [❌ agentic-(system-monitoring-&-rag)](https://github.com/oalles/agentic): Spring Boot-based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate documentation stored in Redis.  (java) 

- [❌ grafana](https://github.com/grafana/mcp-grafana): Integrates with Grafana to enable searching dashboards, fetching datasource information, querying Prometheus metrics, and managing incidents through both stdio and SSE transport modes.  (go) 

- [❌ kubernetes-monitoring](https://github.com/vlttnv/k8s-mcp): Provides a read-only interface for querying Kubernetes clusters, enabling detailed retrieval of information about namespaces, pods, nodes, deployments, services, and events for monitoring and troubleshooting.  (python) 

- [❌ victorialogs](https://github.com/victoriametrics-community/mcp-victorialogs): Provides a bridge between VictoriaLogs and language models for querying and analyzing log data, enabling DevOps teams to troubleshoot issues and extract insights without writing complex query syntax.  (go) 

- [❌ mcp-server-aliyun-observability](https://github.com/aliyun/alibabacloud-observability-mcp-server): Integrates with Alibaba Cloud's monitoring and logging services, enabling log structure queries, log searches, application monitoring, and trace data analysis for troubleshooting cloud applications  (python) 

- [❌ new-relic-logs](https://github.com/ivlad003/mcp_newrelic): Bridges New Relic's log querying capabilities with a Python-based server, enabling execution of NRQL queries for performance monitoring and log analysis.  (python) 

- [❌ last9-observability](https://github.com/last9/last9-mcp-server): Integrates with Last9's observability platform to enable exception retrieval and service dependency analysis for efficient troubleshooting within monitoring environments.  (go) 

- [❌ jmx-management](https://github.com/itz4blitz/jmx-mcp): Bridges Java Management Extensions (JMX) with natural language monitoring and management of Java applications through their exposed MBeans, supporting both local JVM connections via the Attach API and remote JMX connections with authentication for multi-application management, MBean discovery, and operational control.  (java) 

- [✅ @hiyorineko/mcp-rollbar-server](https://github.com/hiyorineko/mcp-rollbar-server): Provides a bridge to Rollbar error tracking platform for monitoring and analyzing application errors, retrieving detailed information, managing projects, and tracking deployments.  (13 tools) (node) 

- [❌ metoro-kubernetes-observability](https://github.com/metoro-io/metoro-mcp-server): MCP server enabling AI assistants to query and analyze Kubernetes telemetry data collected via eBPF instrumentation for observability and optimization.  (go) 

- [❌ prometheus](https://github.com/pab1it0/prometheus-mcp-server): Connects AI systems to Prometheus monitoring infrastructure for executing PromQL queries, discovering metrics, and retrieving target metadata to enable real-time operational analytics and performance monitoring.  (python) 

- [❌ ayd](https://github.com/macrat/mcp-ayd-server): Integrates with Ayd to enable service monitoring, status checks, and log retrieval for enhanced operational visibility and incident response.  (go) 

- [❌ gigapipe](https://github.com/gigapipehq/gigapipe-mcp): Integrates with Gigapipe's observability platform to query Prometheus metrics with PromQL, search Loki logs with LogQL, and retrieve Tempo traces by ID through unified HTTP/HTTPS access with optional authentication.  (go) 

- [❌ go-pprof-analyzer](https://github.com/zephyrdeng/pprof-analyzer-mcp): Analyzes Go performance profiles to extract key metrics and generate flame graphs for diagnosing bottlenecks, memory issues, and concurrency problems in Go applications.  (go) 

- [❌ system-monitor](https://github.com/seekrays/mcp-monitor): Provides real-time system metrics for CPU, memory, disk, network, host, and process statistics using Go and gopsutil, enabling detailed performance monitoring and diagnostics across Windows, macOS, and Linux.  (go) 

- [❌ mcp-sentry](https://github.com/mcp-100/mcp-sentry): Integrates with Sentry.io for retrieving and analyzing error reports, stacktraces, and debugging information, enabling developers and support teams to streamline issue tracking and debugging workflows.  (python) 

- [❌ system-info](https://github.com/allenbijo/mcp-sysinfo): Provides real-time system information including CPU, memory, disk, and GPU statistics through a simple API endpoint for monitoring and diagnostic purposes.  (python) 

- [❌ @dynatrace-oss/dynatrace-mcp-server](https://github.com/dynatrace-oss/dynatrace-mcp): Integrates with Dynatrace to provide real-time observability data, enabling developers to monitor problems, security vulnerabilities, logs, and metrics directly in their development workflows.  (node) 

- [❌ aws-cloudwatch](https://github.com/charliefng/cloudwatch-mcp): Provides direct access to AWS CloudWatch resources for monitoring application health, investigating logs, and analyzing metrics through tools for listing log groups, retrieving alarms, executing queries, and accessing saved queries.  (python) 

- [❌ mcp-sentry-custom](https://github.com/javader/mcp-sentry-custom): Connects to Sentry.io for error monitoring and debugging, enabling retrieval and analysis of specific issues or entire project lists with detailed stack traces, error frequencies, and timestamps.  (python) 

- [❌ variance-log](https://github.com/truaxki/mcp-variance-log): Analyzes statistical variations in conversation structures and logs unusual events to a SQLite database for monitoring AI behavior and detecting anomalies.  (python) 

- [❌ mcp-server-sentry](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/sentry): Retrieve and analyze application error reports for debugging support.  (python) 

- [❌ logstash](https://github.com/mashhurs/logstash-mcp-server): Integrates with Logstash instances to provide real-time monitoring, performance analysis, and debugging capabilities including JVM memory tracking, pipeline statistics, hot threads analysis, and queue backpressure detection for ELK stack deployments.  (python) 

- [✅ mcp-solarwinds](https://github.com/jakenuts/mcp-solarwinds): Integrates with SolarWinds Observability logs, providing tools for searching, visualizing, and analyzing log data with advanced filtering options and customizable time ranges for DevOps and IT operations teams.  (2 tools) (node) 

- [❌ victoriametrics](https://github.com/victoriametrics-community/mcp-victoriametrics): Provides direct access to VictoriaMetrics monitoring instances for querying metrics, exploring time series data, analyzing alerting rules, and debugging configurations without requiring online access.  (go) 

- [❌ cloudwatch-logs](https://github.com/serkanh/cloudwatch-logs-mcp): Provides direct access to AWS CloudWatch logs with tools for listing log groups and retrieving filtered log entries through a Python-based server using FastMCP and boto3.  (python) 

- [❌ logfire-mcp](https://github.com/pydantic/logfire-mcp): Enables AI systems to query and analyze OpenTelemetry traces and metrics through Logfire's API, providing tools for finding exceptions, investigating errors, and running custom SQL queries against observability data with automatic authentication.  (python) 

- [❌ tailscale-network-monitor](https://github.com/paulsmith/tailscale-mcp-server): Provides read-only access to your Tailscale network for monitoring connected devices, checking network status, running diagnostics, and querying exit nodes without modifying configuration.  (go) 

- [❌ log-analyzer-with-cloudwatch-logs](https://github.com/awslabs/log-analyzer-with-mcp): Provides structured access to CloudWatch Logs data for searching, analyzing, and correlating logs across AWS services to help with troubleshooting and pattern identification.  (python) 

- [✅ sentry-issues-mcp](https://github.com/leee62/sentry-issues-mcp): Integrates with Sentry error tracking to retrieve detailed event and issue data for analyzing application exceptions and errors in development workflows.  (2 tools) (node) 

- [❌ isitdown](https://github.com/hesreallyhim/mcp-server-isitdown): Integrates with isitdownrightnow.com to check website status, providing real-time availability information and last known downtime for monitoring and troubleshooting purposes.  (python) 

- [❌ json-logs](https://github.com/mfreeman451/json-logs-mcp-server): Analyzes JSON log files from Python applications with tools for searching by level, module, function, and time ranges, aggregating data by various criteria, and generating statistics for debugging and performance monitoring.  (python) 

- [❌ observe](https://github.com/rustomax/observe-experimental-mcp): Integrates with Observe platform for performance monitoring through OPAL queries, dataset management, monitor configuration, and semantic search of troubleshooting runbooks to enable natural language root cause analysis and system reliability investigations.  (python) 

- [❌ mackerel](https://github.com/ryuichi1208/mackerel-mcp-server): Integrates with Mackerel server monitoring platform to retrieve host information, service details, metrics, and manage monitoring configurations through natural language conversations.  (python) 

- [✅ @raygun.io/mcp-server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun): MCP server for interacting with Raygun's API for crash reporting and real user monitoring metrics  (32 tools) (node) 

- [❌ @winor30/mcp-server-datadog](https://github.com/winor30/mcp-server-datadog): Integrates with Datadog's API to enable incident management, including listing and retrieving incident information for system monitoring and observability workflows.  (node) 

- [✅ @raygun.io/mcp-server-raygun](https://github.com/MindscapeHQ/mcp-server-raygun): MCP server for interacting with Raygun's API for crash reporting and real user monitoring metrics  (32 tools) (node) 

- [❌ mcp-ntopng](https://github.com/marcoeg/mcp-server-ntopng): Integrates with ntopng systems to provide direct access to network monitoring data through ClickHouse database queries and REST API endpoints for retrieving traffic statistics, analyzing flows, and identifying network anomalies.  (python) 

- [❌ perses-monitoring](https://github.com/perses/mcp-server): Enables AI to query and analyze monitoring data from Perses visualization applications through authenticated API calls for accessing projects, dashboards, variables, and datasources.  (go) 

- [❌ memory-usage-dashboard](https://github.com/doobidoo/mcp-memory-dashboard): Provides a React-based dashboard for real-time monitoring and visualization of memory usage in MCP implementations, enabling developers to optimize performance and identify potential memory leaks.  (python) 

- [✅ @kajirita2002/honeycomb-mcp-server](https://github.com/kajirita2002/honeycomb-mcp-server): Provides a direct TypeScript-based interface for interacting with Honeycomb's observability API, enabling developers to query, create, and manage datasets, events, and monitoring resources through natural language interaction.  (11 tools) (node) 





## Search & Data Extraction



Find and extract data from various sources quickly and efficiently.



- [❌ arxiv](https://github.com/ray0907/mcp-arxiv): Enables search and retrieval of academic papers from arXiv, providing access to cleaned titles, abstracts, and full content for research workflows and literature reviews.  (python) 

- [❌ mcp-openapi](https://github.com/rmasters/mcp-openapi): Dynamically generates tools from OpenAPI specifications, enabling seamless interaction with a wide range of RESTful APIs for flexible service integration and rapid prototyping.  (python) 

- [✅ @kazuph/mcp-pocket](https://github.com/kazuph/mcp-pocket): Integrates with the Pocket API to enable natural language-based retrieval and management of saved articles.  (2 tools) (node) 

- [❌ search-engines-proxy](https://github.com/fengin/search-server): Provides a unified API for accessing multiple search engines including Brave Search, Metaso, and Bocha, handling authentication, rate limiting, and response formatting for each provider.  (python) 

- [❌ mcp-server-docy](https://github.com/oborchers/mcp-server-docy): Provides direct access to technical documentation from configured sources, enabling real-time search, retrieval, and navigation through documentation content without leaving the conversation context.  (python) 

- [❌ tavily](https://github.com/tulong66/mcp-tavily-proxy): Integrates Tavily's search API with HTTP/HTTPS proxy support for web search capabilities in restricted network environments.  (python) 

- [✅ fetchserp-mcp-server](https://github.com/fetchserp/fetchserp-mcp-server-node): Integrates with FetchSERP API to provide SEO analysis, SERP data retrieval, web scraping, keyword research, backlink analysis, and domain intelligence across Google, Bing, Yahoo, and DuckDuckGo search engines.  (20 tools) (node) 

- [❌ o'reilly-content-search](https://github.com/odewahn/orm-mcp-tools): Connects to O'Reilly Media's content search API for discovering relevant books, articles, and technical resources with detailed metadata and filtering capabilities.  (python) 

- [❌ pride-archive-search](https://github.com/pride-archive/mcp_pride_archive_search): Enables searching and retrieving proteomics datasets from the PRIDE Archive database with support for keyword filtering, pagination, and custom sorting options  (python) 

- [❌ reddit-mcp](https://github.com/gridfireai/reddit-mcp): Provides read-only access to Reddit content through PRAW for searching subreddits, retrieving posts and comments, and analyzing discussion trends  (python) 

- [❌ mcp-server-pacman](https://github.com/oborchers/mcp-server-pacman): Integrates with package repositories including PyPI, npm, crates.io, Docker Hub, and Terraform Registry to search and retrieve detailed information about packages, versions, dependencies, and Docker images.  (python) 

- [✅ @search-intent/mcp](https://github.com/captainchaozi/search-intent-mcp): Detects search intent for SEO-related workflows.  (1 tools) (node) 

- [❌ geeknews](https://github.com/the0807/geeknews-mcp-server): Retrieves and extracts tech news, articles, and discussions from GeekNews using BeautifulSoup for more informed conversations about current technology developments.  (python) 

- [❌ pubmed](https://github.com/jackkuo666/pubmed-mcp-server): Provides a bridge to PubMed for searching, filtering, retrieving, and analyzing medical research articles with tools for keyword searches, metadata access, PDF downloads, and structured paper analysis.  (python) 

- [✅ mcp-jinaai-search](https://github.com/spences10/mcp-jinaai-search): Integrates JinaAI's search capabilities for web content discovery, information retrieval, and data extraction  (1 tools) (node) 

- [❌ python-documentation-search](https://github.com/xpe-7/mcp-server): Enables AI assistants to retrieve up-to-date documentation from popular Python libraries by performing targeted Google searches within specific documentation domains and extracting relevant content.  (python) 

- [❌ box](https://github.com/box-community/mcp-server-box): Integrates with Box API to enable document search, text extraction, content analysis, and structured data retrieval from files and folders within Box storage systems.  (python) 

- [❌ perplexity-search](https://github.com/chenxilol/perplexity-mcp-go): Integrates with Perplexity AI search API to enable real-time web searches with customizable parameters for recency filtering, domain-specific queries, and citation support.  (go) 

- [❌ backlinks-mcp](https://github.com/cnych/seo-mcp): Retrieves detailed backlink data from Ahrefs including anchor text, domain rating, and URL information for SEO analysis and link building strategies.  (python) 

- [❌ ollama-deep-researcher](https://github.com/cam10001110101/mcp-server-ollama-deep-researcher): Leverage Ollama as your LLM, and Tavily or Perplexity to do your deep web research  (python) 

- [❌ pytorch-documentation-search](https://github.com/seanmichaelmcgee/pytorch-docs-refactored): Provides semantic search over PyTorch documentation with code-aware results, enabling developers to find relevant APIs, examples, and error messages through intelligent ranking that prioritizes code snippets or conceptual explanations based on query type.  (python) 

- [❌ @URDJMK/serpapi-mcp-server](https://github.com/URDJMK/serpapi-mcp-server): A collection of Model Context Protocol (MCP) servers that integrate with SerpAPI and YouTube to provide search capabilities and data retrieval for AI assistants.  (python) 

- [❌ scholarly-(arxiv)](https://github.com/adityak74/mcp-scholarly): Integrates with arXiv to enable keyword-based searching and retrieval of academic articles for research assistance and literature reviews.  (python) 

- [❌ gemini-deepsearch-mcp](https://github.com/alexcong/gemini-deepsearch-mcp): Performs automated multi-step web research using Google Search API and Gemini models to generate diverse search queries, conduct parallel searches, and synthesize comprehensive answers with proper source citations through configurable research depth levels.  (python) 

- [❌ bing-search](https://github.com/leehanchung/bing-search-mcp): Enables web, news, and image searches through Microsoft's Bing Search API, providing access to up-to-date information from the internet.  (python) 

- [❌ search-analytics-(google-search-console-&-analytics-4)](https://github.com/dexter480/mcp-search-analytics): Integrates Google Search Console and Google Analytics 4 data through unified tools for search analytics, traffic overviews, page performance analysis, and combined insights that correlate search visibility with actual traffic metrics.  (python) 

- [❌ duckduckgo-mcp-server](https://github.com/nickclyde/duckduckgo-mcp-server): Integrates with DuckDuckGo to provide web search capabilities, content fetching, and parsing, with results formatted for large language model consumption.  (python) 

- [❌ tavily-extract](https://github.com/algonacci/mcp-tavily-extract): Integrates with the Tavily API to extract web page content, enabling efficient web scraping capabilities for projects requiring content extraction.  (python) 

- [❌ meilisearch](https://github.com/meilisearch/meilisearch-mcp): Integrates Meilisearch's search capabilities for fast, typo-tolerant indexing and querying of documents in AI-powered applications.  (python) 

- [❌ web3-career](https://github.com/kukapay/web3-jobs-mcp): Integrates with the web3.career API to search and filter cryptocurrency and blockchain job opportunities with parameters like remote work preferences, location, and technology tags, returning structured job listings with company details, descriptions, and application URLs.  (python) 

- [❌ mcp-duckduckgo-search](https://github.com/spences10/mcp-duckduckgo-search): Integrates DuckDuckGo search capabilities with customizable parameters for web-based information retrieval.  (node) 

- [✅ mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy): Allows AI models to search, retrieve, and utilize GIFs from Giphy.  (3 tools) (node) 

- [❌ kv-extractor-mcp-server](https://github.com/kunihiros/kv-extractor-mcp-server): Extracts structured key-value pairs from unstructured text using a multi-step pipeline that performs language detection, entity recognition, and type validation for applications requiring information extraction from messy sources like emails or receipts.  (python) 

- [❌ docs2prompt](https://github.com/melbourneandrew/docs2prompt-mcp): Converts documentation from GitHub repositories or websites into LLM-friendly prompts through tools for fetching from repos and URLs with GitHub authentication and response size management.  (python) 

- [❌ reddit-extractor](https://github.com/cmpxchg16/mcp-ethical-hacking/tree/HEAD/reddit-mcp): Extracts content from Reddit discussions using both API and HTML parsing methods, enabling access to post metadata and comments without requiring an API key or authentication.  (python) 

- [❌ gpt-researcher](https://github.com/assafelovic/gptr-mcp): Enables real-time web research, information gathering, and report generation with tools for conducting deep research, quick searches, and comprehensive source tracking.  (python) 

- [✅ @cyanheads/pubmed-mcp-server](https://github.com/cyanheads/pubmed-mcp-server): Enables AI systems to search, retrieve, and analyze biomedical literature from PubMed for evidence-based research, citation generation, and data visualization  (5 tools) (node) 

- [❌ twitter-timeline](https://github.com/vaibhavgeek/twitter-rapidapi-mcp-x): Fetches tweets from multiple Twitter profiles using the Twitter API through RapidAPI, enabling direct access to timeline data for social media analysis workflows.  (python) 

- [❌ web-search-and-semantic-similarity](https://github.com/deepspringai/search_mcp_server): Provides web search and information extraction capabilities using SearchAPI.io for queries, Firecrawl for content scraping, and embedding models for semantic similarity matching across multiple languages.  (python) 

- [✅ puremd-mcp](https://github.com/puremd/puremd-mcp): Enables AI access to web content in clean markdown format through unblock-url extraction and search-web capabilities, bypassing anti-bot measures for reliable information retrieval.  (2 tools) (node) 

- [✅ mcp-server-gsc](https://github.com/ahonn/mcp-server-gsc): Analyze SEO metrics and search performance data.  (6 tools) (node) 

- [❌ crawlab](https://github.com/crawlab-team/crawlab-mcp): Integrates with Crawlab to enable AI-driven web scraping, task automation, and data extraction workflows through spider management, file operations, and resource access tools.  (python) 

- [❌ web-search](https://github.com/howe829/websearch-mcp-server): Provides web search capabilities through Bing and WeChat search engines plus URL content extraction, using browser impersonation and markdown conversion for research tasks and content analysis across general web and Chinese social media platforms.  (python) 

- [❌ mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed): Access PubMed's medical research database via the Entrez API for biomedical literature search and analysis.  (python) 

- [❌ deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research): Guides structured research processes through systematic question elaboration, web searching, and data synthesis to produce well-cited, properly formatted reports for educational and professional contexts.  (python) 

- [❌ academic-paper-search](https://github.com/afrise/academic-search-mcp-server): Integrates with academic APIs to enable searching, retrieving, and filtering scholarly papers across multiple sources for research and analysis tasks.  (python) 

- [❌ youtube-dlp-server](https://github.com/agentx-ai/agentx-mcp-servers/tree/HEAD/youtube_dlp_server): Extracts YouTube video metadata, subtitles in multiple languages, and top comments using yt-dlp with proxy support for content analysis and accessibility workflows.  (python) 

- [✅ mcp-maigret](https://github.com/burtthecoder/mcp-maigret): OSINT Maigret integration to gather user info across social networks.  (2 tools) (node) 

- [❌ websearch-tools](https://github.com/josemartinrodriguezmortaloni/websearch-tools): Integrates with web search APIs and crawling tools to enable internet-wide information retrieval, content extraction, and data mining capabilities for research and analysis tasks.  (python) 

- [❌ typesense-candidate-search](https://github.com/sourabh-khot65/typesense-mcp-server): Integrates with Typesense search to enable natural language queries for candidate profiles and resumes with powerful filtering, sorting, and grouping capabilities for recruitment workflows.  (go) 

- [❌ naver-search](https://github.com/jikime/py-mcp-naver-search): Provides access to Naver's search APIs across multiple categories including blogs, news, books, images, and shopping items with structured responses optimized for Korean-language search capabilities.  (python) 

- [❌ pubmed-search](https://github.com/wavelovey/pubmed_search): Integrates with PubMed to enable natural language querying and analysis of biomedical literature for research and evidence-based decision making.  (python) 

- [❌ ddg-mcp-server](https://github.com/ashdevfr/duckduckgo-mcp-server): Integrates with DuckDuckGo search engine to provide real-time web information retrieval for research, fact-checking, and current events updates.  (python) 

- [❌ local-code-search](https://github.com/luotocompany/cursor-local-indexing): Locally indexes codebases using ChromaDB to enable semantic code search without sending code to external services, featuring real-time updates through file system watchers and configurable ignore patterns.  (python) 

- [✅ linkd-mcp](https://github.com/automcp-app/linkd-mcp): Integrates with Linkd API to extract LinkedIn user and company profiles, search contacts, retrieve email addresses, and perform deep research workflows for sales prospecting and recruitment.  (7 tools) (node) 

- [❌ agora-mcp](https://github.com/fewsats/agora-mcp): Connects AI systems to SearchAgora, a universal product search engine, enabling natural language interactions for discovering, viewing, and purchasing products from thousands of online stores without leaving the conversation interface.  (python) 

- [❌ mcp-grep](https://github.com/erniebrodeur/mcp-grep): Exposes the system grep binary's functionality for searching files with regular expressions, supporting common options like case-insensitive matching, context lines, and recursive directory searching.  (python) 

- [❌ github-todo-scanner](https://github.com/startr/web-mcpo-repo_scanner): Scans GitHub repositories for TODO comments in code files, presenting findings through both a web interface and RESTful API for tracking outstanding tasks and conducting code quality reviews.  (python) 

- [❌ google-custom-search](https://github.com/weidwonder/crawl4ai-mcp-server): Integrates with Google Custom Search Engine to enable automated web crawling, content extraction, and search result parsing for data collection and analysis at scale.  (python) 

- [✅ @tongxiao/common-search-mcp-server](https://github.com/aliyun/alibabacloud-iqs-tongxiao-mcp-server): Integrates with TongXiao's IQS APIs to provide enhanced real-time web search capabilities that deliver clean, accurate, and diverse results through multiple data sources optimized with large language models.  (1 tools) (node) 

- [❌ aer-mcp-(american-economic-association-journals)](https://github.com/sepinetam/aer-mcp): Enables AI assistants to search and extract information from American Economic Association journals with filtering by title, abstract, author, and JEL classification for economic research and literature reviews.  (python) 

- [❌ youtube-transcript](https://github.com/adhikasp/mcp-youtube): Fetch and analyze YouTube video transcripts.  (python) 

- [✅ better-fetch-mcp](https://github.com/flutterninja9/better-fetch): Fetches and processes web content with nested URL crawling capabilities. Transform any documentation site or web resource into clean, structured markdown files perfect for AI consumption and analysis.  (2 tools) (node) 

- [❌ inbound-lead-generation](https://github.com/bashirk/inbound-mcp): Automates lead generation and enrichment by combining Google CSE discovery, Hunter.io and Clearbit data enrichment, and LinkedIn scraping into a unified API with Redis caching and asynchronous processing for high concurrency.  (python) 

- [❌ openapi_mcp_server](https://github.com/rahgadda/openapi_mcp_server): Enables LLMs to interact with REST APIs by dynamically generating tools from OpenAPI specifications, allowing models to execute HTTP requests against configured endpoints without complex implementation.  (python) 

- [✅ octagon-deep-research-mcp](https://github.com/octagonai/octagon-deep-research-mcp): Integrates with Octagon API to provide multi-source data aggregation, web scraping, academic research synthesis, competitive analysis, market intelligence, technical analysis, policy research, and trend analysis for professional-grade research capabilities.  (1 tools) (node) 

- [❌ duckduckgo-search](https://github.com/lowlyocean/mcp-ddgs): Integrates with DuckDuckGo to enable web search functionality, returning results as structured data for easy incorporation into AI workflows.  (python) 

- [❌ youtube-semantic-search](https://github.com/ia-programming/youtube-mcp): Leverages LanceDB for vector storage to enable semantic search and multilingual transcript retrieval from YouTube videos using Google's generative AI embeddings.  (python) 

- [❌ arxiv-mcp-server](https://github.com/blazickjp/arxiv-mcp-server): Search and analyze academic papers from the arXiv repository.  (python) 

- [❌ typesense](https://github.com/avarant/typesense-mcp-server): Provides a bridge between Typesense search engine and external tools, enabling collection management, document indexing, and both keyword and vector similarity search operations  (python) 

- [❌ document-processing-and-youtube-content-extraction](https://github.com/daltonnyx/userful-mcps): Provides specialized document processing and YouTube content extraction tools for template-based document generation and video content analysis without manual intervention.  (python) 

- [❌ mcp-tavily](https://github.com/ramxx/mcp-tavily): Search and retrieve AI-enhanced web results via Tavily.  (python) 

- [❌ scientific-paper-analyzer-(gemini)](https://github.com/priteshshah96/mcp): Integrates with Google's Gemini API to enable searching, analyzing and exploring academic research papers with tools for citation graphs and detailed paper information retrieval  (python) 

- [❌ tiktok-video-discovery](https://github.com/yap-audio/tiktok-mcp): Automates TikTok video discovery through hashtag searches and trending content retrieval with anti-detection measures for content analysis and social media research.  (python) 

- [✅ hermes-search-mcp](https://github.com/cognitive-stack/hermes-search-mcp): Provides a bridge to Azure Cognitive Search for executing search queries, indexing documents, and managing search indexes with filtering options  (3 tools) (node) 

- [❌ wordware-research](https://github.com/aleksandrkrivolap/wordware-mcp): Integrates with Wordware's research and productivity tools to enable deep research on individuals, companies, and topics with direct saving to Notion and other specialized functions.  (python) 

- [❌ outscraper](https://github.com/jayozer/outscraper-mcp): Integrates with Outscraper's data extraction services to provide Google Maps business search, review extraction, photo retrieval, directions planning, web and news search, app store analysis, and domain contact discovery for market research and business intelligence workflows.  (python) 

- [❌ pubmed-medical-literature-research](https://github.com/felixwu1110/pubmed_mcp): Enables search, retrieval, and analysis of academic medical literature through the NCBI PubMed database with formatted citations and researcher publication statistics.  (python) 

- [❌ meilisearch-hybrid-search](https://github.com/miiton/meilisearch-hybrid-search-mcp): Bridges Claude with Meilisearch's hybrid search capabilities, enabling adjustable semantic-to-keyword ratio searches with customizable document filtering for precise information retrieval.  (go) 

- [❌ elastic-semantic-search](https://github.com/jedrazb/elastic-semantic-search-mcp-server): Integrates with Elasticsearch to provide semantic search functionality for blog posts, returning formatted results including titles, URLs, and relevant text snippets.  (python) 

- [✅ jfk-mcp](https://github.com/westernconcrete/jfk-mcp): Provides access to declassified JFK assassination documents through search tools for text, vector, metadata filtering, and document retrieval of government files released between 2017-2025.  (5 tools) (node) 

- [❌ perplexity-web-search](https://github.com/nachoal/perplexity-mcp): Integrates with the Perplexity API to provide web search functionality, enabling real-time information retrieval with time-based filtering and result summarization.  (python) 

- [❌ exa-search](https://github.com/haran2001/mcp-search-server): Provides intelligent discovery and research of Model Context Protocol servers using Exa search with tools for finding servers based on requirements, extracting detailed information, discovering similar implementations, and organizing results by functionality with confidence scoring and feature analysis.  (python) 

- [❌ youtube-transcript-downloader](https://github.com/sparfenyuk/mcp-youtube): Bridges YouTube API to download closed captions, enabling video transcript analysis and content processing.  (python) 

- [❌ biorxiv](https://github.com/jackkuo666/biorxiv-mcp-server): Provides a specialized interface for searching and retrieving bioRxiv scientific articles through keyword-based searching, advanced parameter filtering, and DOI metadata retrieval using Python's asyncio for asynchronous processing.  (python) 

- [✅ @mcptools/mcp-tavily](https://github.com/kshern/mcp-tavily): Integrates with the Tavily API to enable advanced search and content extraction operations, facilitating web research and up-to-date information access for AI applications.  (4 tools) (node) 

- [❌ rapidocr-mcp](https://github.com/z4none/rapidocr-mcp): Extracts text from images using RapidOCR library through base64-encoded data or file paths for automated document processing workflows.  (python) 

- [❌ twitter-noauth](https://github.com/baryhuang/mcp-twitter-noauth): Provides Twitter API access without local credential setup through a decoupled architecture where clients handle OAuth flows independently and pass credentials as context for core Twitter operations.  (python) 

- [❌ @rebers/4o-mini-search-mcp](https://github.com/rebers/4o-mini-search-mcp): Provides web search capabilities through a lightweight server that connects to OpenAI's or OpenRouter.ai's search-enabled models with minimal setup requirements.  (node) 

- [❌ gnews](https://github.com/algonacci/mcp-gnews): Integrates with the GNews API to enable news search, headline retrieval, and topic-specific article fetching across multiple languages and countries  (python) 

- [❌ youtube](https://github.com/prajwal-ak-0/youtube-mcp): Integrates with YouTube to enable video content analysis through transcript extraction, search, comment retrieval, and content summarization for research and educational insights  (python) 

- [✅ @kevinwatt/mcp-server-searxng](https://github.com/kevinwatt/mcp-server-searxng): Integrates SearXNG's meta-search capabilities to provide privacy-focused, customizable search results from multiple engines for diverse information retrieval scenarios.  (1 tools) (node) 

- [❌ perplexity-research](https://github.com/chew-z/researchmcp): Enables internet research capabilities through Perplexity AI's API, retrieving up-to-date information with source citations while maintaining conversation context.  (go) 

- [❌ video-digest](https://github.com/r-lz/mcp-video-digest): Transcribes and analyzes video content from sources like YouTube using multiple transcription services with automatic fallback for reliable text extraction from audio.  (python) 

- [❌ youtube-search](https://github.com/hightemp/go_mcp_server_youtube_search): Enables searching YouTube videos, retrieving detailed information, and extracting subtitles in English or Russian for referencing and analyzing video content during conversations.  (go) 

- [❌ ticketmaster-live-events](https://github.com/mmmaaatttttt/mcp-live-events): Connects AI assistants to Ticketmaster's API for searching and discovering upcoming music events by location, date range, and keywords with detailed event information and ticket links.  (python) 

- [❌ pubmed-smithery](https://github.com/leescot/pubmed-mcp-smithery): Provides powerful tools for searching and analyzing academic medical literature through PubMed, offering specialized functions for keyword searches, MeSH term lookups, publication statistics, and structured PICO-based evidence retrieval with automatic retry mechanisms.  (python) 

- [✅ anilist-mcp](https://github.com/yuna0x0/anilist-mcp): MCP server that interfaces with the AniList API, allowing LLM clients to access and interact with anime, manga, character, staff, and user data from AniList  (44 tools) (node) 

- [❌ torobjo-(iranian-price-comparison)](https://github.com/tahabakhtari/torobjomcp): Integrates with the Torob marketplace API to provide price comparisons across Iranian e-commerce platforms and extract Instagram captions through natural language queries.  (python) 

- [❌ bocha-search](https://github.com/bochaai/bocha-search-mcp): Integrates with Bocha, a Chinese search engine, to provide web search capabilities with rich structured data from billions of documents across multiple domains and languages.  (python) 

- [❌ quran-search](https://github.com/octavious/mcp_sample/tree/HEAD/MCPDemo2): Provides a specialized Quran search interface that connects to a local SQLite database, allowing users to find and retrieve verses containing specific words or phrases for religious study or textual analysis.  (python) 

- [❌ nih-reporter](https://github.com/jbdamask/mcp-nih-reporter): Provides a conversational interface to the NIH's research database, enabling users to search for funded projects and publications with detailed results formatted in markdown.  (python) 

- [❌ youtube-transcript-extractor](https://github.com/tlofreso/mcp-youtube-transcripts): Extracts YouTube video transcripts from various URL formats using a command-line tool, enabling content analysis and subtitle generation.  (python) 

- [❌ twikit](https://github.com/adhikasp/mcp-twikit): Integrate with X (Twitter) for social media data analysis.  (python) 

- [❌ @hannesrudolph/mcp-ragdocs](https://github.com/hannesrudolph/mcp-ragdocs): Real-time documentation context through vector-based search and retrieval via Qdrant.  (node) 

- [❌ space-frontiers-search](https://github.com/spacefrontiers/mcp): Enables semantic and keyword searches across Space Frontiers' library, telegram, and reddit databases through a FastAPI-based server with flexible authentication options.  (python) 

- [❌ mcp-google-cse](https://github.com/richard-weiss/mcp-google-cse): Integrates with Google Custom Search Engine API to enable web searches for fact-checking, research, and content generation with current data.  (python) 

- [❌ papersearch-(arxiv)](https://github.com/lincest/mcp-papersearch): Integrates with arXiv to enable keyword searches, paper retrieval, and tracking of recent submissions across scientific categories.  (python) 

- [❌ opensearch-mcp-server](https://github.com/seohyunjun/opensearch-mcp-server): Enables natural language interaction with OpenSearch clusters for index operations, document searches, and cluster management without requiring complex query syntax.  (python) 

- [❌ mcp-search-linkup](https://github.com/linkupplatform/python-mcp-server): Integrates with Linkup Technologies' API to enable web searches for information gathering, fact-checking, and research tasks.  (python) 

- [❌ crawl4ai-web-crawler](https://github.com/rainyheart/jcrawl4ai-mcp-server): Provides a bridge to the Crawl4ai web crawling service, enabling extraction of website content with configurable parameters like depth and strategy for research, data collection, or content analysis.  (java) 

- [✅ mcp-package-version](https://github.com/sammcj/mcp-package-version): Get package version data from npm and PyPI registries to assist with dependency management.  (11 tools) (node) 

- [❌ duckduckgo-web-search](https://github.com/okdshin/duckduckgo_web_search_mcp_server): Integrates with DuckDuckGo to provide web search capabilities, enabling quick and easy text searches with customizable result limits for applications.  (python) 

- [✅ mcp-data-extractor](https://github.com/sammcj/mcp-data-extractor): Extracts data from TypeScript/JavaScript code into JSON configuration files, facilitating code refactoring and improved maintainability.  (2 tools) (node) 

- [✅ @anaisbetts/mcp-youtube](https://github.com/anaisbetts/mcp-youtube): MCP server for fetching YouTube subtitles  (1 tools) (node) 

- [❌ mcp-searxng](https://github.com/secretiveshell/mcp-searxng): Perform privacy-preserving web searches via the SearXNG metasearch engine.  (python) 

- [❌ brave-search](https://github.com/anath2/research-llama): Integrates with Brave Search to enable web and local business searches with detailed information retrieval, including ratings, hours, and descriptions for both general queries and location-based data.  (python) 

- [✅ mcp-omnisearch](https://github.com/spences10/mcp-omnisearch): Unifies search and content processing by dynamically selecting optimal providers like Tavily, Brave, and Perplexity to enable flexible information retrieval and enhancement across multiple domains.  (15 tools) (node) 

- [❌ markdown-web-crawl](https://github.com/jmh108/md-webcrawl-mcp): Python-based web crawler extracts website content into markdown files, enabling efficient content aggregation and site archiving.  (python) 

- [❌ hugging-face-hub-search](https://github.com/davanstrien/hub-semantic-search-mcp): Provides semantic search capabilities for Hugging Face models and datasets using vector embeddings to find resources through natural language descriptions, similarity-based discovery, and trending content retrieval with detailed metadata extraction.  (python) 

- [❌ enrichb2b](https://github.com/moonlabsai/enrich_b2b_mcp): Integrates with EnrichB2B API to provide real-time LinkedIn data access for B2B research, sales intelligence, and professional networking analysis.  (python) 

- [❌ ddg-mcp](https://github.com/misanthropic-ai/ddg-mcp): Integrates with DuckDuckGo to provide web, image, news, and video search capabilities with configurable parameters for region, safesearch, and time limits.  (python) 

- [✅ brave-search-mcp](https://github.com/mikechao/brave-search-mcp): Provides a bridge to the Brave Search API for performing web, image, video, news, and local business searches with configurable parameters and robust error handling.  (5 tools) (node) 

- [❌ document-crawler-&-search](https://github.com/alizdavoodi/mcpdocsearch): Crawls websites to generate searchable Markdown documentation with vector embeddings for semantic search capabilities beyond training cutoffs  (python) 

- [❌ tavily-search](https://github.com/yeonwoosung/metasearch-mcp): Integrates with Tavily API to provide web search capabilities, returning AI-generated responses with source information in a containerized, cross-platform solution.  (python) 

- [❌ reference-mcp](https://github.com/ndchikin/reference-mcp): Integrates with CiteAs and Google Scholar to retrieve BibTeX-formatted citation data using DOIs, URLs, or keywords for seamless research citation workflows.  (python) 

- [❌ openai-websearch-mcp](https://github.com/conechoai/openai-websearch-mcp): Enables AI assistants to search the web in real-time through OpenAI's websearch functionality, retrieving up-to-date information beyond training data cutoffs with configurable search parameters.  (python) 

- [❌ documentation-search](https://github.com/sagacious-satadru/documentation-mcp): Enables searching and retrieving up-to-date content from popular documentation sites including LangChain, LlamaIndex, and OpenAI through Google search integration and content processing.  (python) 

- [❌ imdb](https://github.com/uzaysozen/imdb-mcp-server): Bridges to the IMDb API for searching movies and TV shows, retrieving detailed information about titles, and accessing curated lists like top-rated films or upcoming releases.  (python) 

- [❌ youtube-playlist-transcripts](https://github.com/luebken/playlist-mcp): Fetches and indexes YouTube playlist transcripts for quick search through vector embeddings, enabling efficient content discovery without watching hours of video.  (python) 

- [❌ pubmed-searcher](https://github.com/darkroaster/pubmearch): Search, retrieve, and analyze scientific literature from PubMed with capabilities for identifying research trends and generating statistical reports.  (python) 

- [❌ pubmedmcp](https://github.com/grll/pubmedmcp): Integrates PubMed data for searching and fetching biomedical literature, enabling dynamic querying and analysis of scientific information.  (python) 

- [✅ mcp-perplexity-search](https://github.com/spences10/mcp-perplexity-search): Integrates with Perplexity's web search API to enable real-time fact-checking, research, and content generation using up-to-date information.  (1 tools) (node) 

- [❌ youtube-summarizer](https://github.com/trilogy-group/youtube-summarizer-mcp): Integrates with a YouTube summarization API to enable video analysis, retrieval of summaries, and follow-up conversations about content.  (python) 

- [❌ mcp-server-reddit](https://github.com/hawstein/mcp-server-reddit): Integrates with Reddit's API to fetch and retrieve diverse content including posts, comments, and subreddit information for data analysis and content curation.  (python) 

- [✅ mcp-server-dumplingai](https://github.com/dumpling-ai/mcp-server-dumplingai): Provides a bridge to Dumpling AI's data extraction API for performing web searches, scraping content, extracting structured data, and processing various document formats through 20+ specialized tools.  (27 tools) (node) 

- [❌ web-browser-mcp-server](https://github.com/blazickjp/web-browser-mcp-server): Integrates web browsing capabilities for realtime data retrieval, content extraction, and task automation using popular Python libraries.  (python) 

- [✅ @modelcontextprotocol/server-aws-kb-retrieval](https://github.com/modelcontextprotocol/servers/blob/main/src/aws-kb-retrieval-server): MCP server for AWS Knowledge Base retrieval using Bedrock Agent Runtime  (1 tools) (node) 

- [❌ vertex-ai-search](https://github.com/ubie-oss/mcp-vertexai-search): Integrates with Google's Vertex AI and Discovery Engine APIs to enable advanced search and retrieval operations on large datasets, supporting semantic search and natural language understanding.  (python) 

- [❌ memex-(firecrawl-&-voyage)](https://github.com/narphorium/mcp-memex): Integration to analyze web content, extract key information, and build a personalized Markdown-based knowledge base for efficient information retrieval and organization.  (python) 

- [❌ cryo-mcp](https://github.com/z80dev/cryo-mcp): Provides a powerful Ethereum blockchain data extraction and analysis interface using Cryo and DuckDB, enabling efficient SQL-based querying of on-chain datasets with advanced filtering capabilities.  (python) 

- [❌ searxng](https://github.com/reuteras/mcp-search-searxng): Enables web search capabilities through a configurable SearxNG instance, providing privacy-focused information retrieval with support for infoboxes and formatted text results.  (python) 

- [❌ bytedance-hot-news](https://github.com/wudalu/mcp-hot-news-server): Provides real-time news and trending topics through ByteDance's implementation, enabling access to current events and breaking news for building news-aware applications and content generation systems.  (python) 

- [✅ scraperis-mcp](https://github.com/ai-quill/scraperis-mcp): Integrates with Scraper.is API to enable web content extraction, structured data parsing, and Markdown conversion for tasks like product research, news aggregation, and content analysis.  (1 tools) (node) 

- [✅ serper-search-scrape-mcp-server](https://github.com/marcopesani/mcp-server-serper): Integrates with the Serper API to enable web searches and webpage content extraction, supporting research, content aggregation, and data mining tasks.  (2 tools) (node) 

- [❌ technical-documentation-search](https://github.com/mathieugal/mcp-serveur): Connects AI assistants to technical documentation for popular libraries including LangChain, LlamaIndex, and OpenAI through targeted Google searches and content extraction.  (python) 

- [❌ ai-agent-marketplace-index](https://github.com/ai-agent-hub/ai-agent-marketplace-index-mcp): Provides a searchable marketplace index of AI agents with detailed information including descriptions, websites, and performance metrics to help users discover specialized agents for specific tasks.  (python) 

- [❌ readability-(fetch-&-parse)](https://github.com/jmh108/mcp-server-readability-python): Extracts and transforms webpage content into clean, LLM-optimized Markdown by removing non-essential elements while preserving key metadata.  (python) 

- [❌ minima-(local-rag)](https://github.com/dmayboroda/minima/tree/HEAD/mcp-server): Search and retrieve context from local files for RAG.  (python) 

- [❌ serpapi-google-search](https://github.com/ilyazub/serpapi-mcp-server): Integrates with the SerpApi Google Search API to enable access to structured search results data for SEO tools, market research, or data aggregation services.  (python) 

- [❌ documentation-retrieval-(python-libraries)](https://github.com/sreedeep-ss/docret-mcp-server): Retrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content extraction.  (python) 

- [❌ baidu-mcp-server](https://github.com/evilran/baidu-mcp-server): Provides web search capabilities through Baidu's search engine, enabling retrieval of search results and webpage content with robust error handling and content parsing.  (python) 

- [❌ fastdomaincheck](https://github.com/bingal/fastdomaincheck-mcp-server): Provides bulk domain registration status checking through WHOIS and DNS queries, supporting up to 50 domains simultaneously with dual verification methods for reliable availability assessment.  (go) 

- [✅ @kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript): This is an MCP server that allows you to directly download transcripts of YouTube videos.  (1 tools) (node) 

- [✅ news-mcp-server](https://github.com/anurag-dhamala/news-mcp-server): Fetches the latest news and sources based on country and language using newsdata.io.  (3 tools) (node) 

- [❌ wordware](https://github.com/nealmalhotra/wordware-mcp-server): Provides a bridge to Wordware's API services for creating Notion pages, performing Google searches, retrieving Wikipedia information, and querying Google News  (python) 

- [❌ google-search-console](https://github.com/aminforou/mcp-gsc): Integrates with Google Search Console API to provide website search performance analytics, indexing status monitoring, and sitemap management for SEO professionals  (python) 

- [❌ naver-openapi](https://github.com/pfldy2850/py-mcp-naver): Integrates with Naver's OpenAPI services to provide 14 different tools for Korean-language search capabilities, including blog, news, book, image, and shopping searches.  (python) 

- [❌ @suthio/brave-deep-research-mcp](https://github.com/suthio/brave-deep-research-mcp): Combines Brave Search with web scraping to provide deep research capabilities by extracting full content from pages and traversing links at configurable depths  (node) 

- [✅ @humansean/mcp-bocha](https://github.com/intounknown/mcp-bocha): Enables AI to perform web searches with customizable parameters including freshness filters, domain controls, and result summarization for retrieving up-to-date information from the internet.  (1 tools) (node) 

- [❌ pdf-extraction](https://github.com/xraywu/mcp-pdf-extraction-server): Extracts text and performs OCR on PDF files using Python libraries for tasks like document analysis and content indexing.  (python) 

- [❌ azure-ai-search](https://github.com/farzad528/mcp-server-azure-ai-agents): Integrates with Azure AI Search to enable keyword, vector, and hybrid search capabilities for retrieving information from search indexes in readable markdown format.  (python) 

- [❌ insightslibrary](https://github.com/v587d/insightslibrary): Provides access to over 10,000 curated business insight reports stored locally with intelligent search capabilities including keyword matching, publisher filtering, date range queries, and full-text content retrieval for research workflows and market analysis.  (python) 

- [❌ google-search](https://github.com/gradusnikov/google-search-mcp-server): Integrates with Google Custom Search API to perform web searches and retrieve formatted results with titles, links, and snippets for research tasks and fact-checking.  (python) 

- [❌ academic-author-network](https://github.com/alperenkocyigit/authorprofilemcp): Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency counts and extract research keywords from scholar profiles for academic network analysis and collaboration mapping.  (python) 

- [❌ hackernews-api](https://github.com/dannylee1020/toy-mcp): Integrates with the HackerNews API to fetch top stories, user information, and story details for content analysis and trend identification  (python) 

- [✅ youtube-data-mcp-server](https://github.com/icraft2170/youtube-data-mcp-server): Integrates with YouTube Data API to retrieve and analyze video content, transcripts, channel statistics, and engagement metrics across different regions and categories without leaving the conversation interface.  (9 tools) (node) 

- [✅ mcp-private-github-search](https://github.com/hint-services/obsidian-github-mcp): Provides authenticated access to a specific private GitHub repository for file content retrieval, code search, issue search, and detailed commit history with file diffs.  (4 tools) (node) 

- [❌ vectara-mcp](https://github.com/vectara/vectara-mcp): Provides a bridge between conversational interfaces and Vectara's Retrieval-Augmented Generation capabilities, enabling powerful search queries that return both relevant results and generated responses with customizable parameters.  (python) 

- [❌ mcp-hn](https://github.com/erithwik/mcp-hn): Integrates with Hacker News to fetch stories, comments, and user data, enabling tech news aggregation, trend analysis, and community engagement tracking.  (python) 

- [✅ @ashdev/discourse-mcp-server](https://github.com/ashdevfr/discourse-mcp-server): Enables searching and retrieving content from Discourse forums through a single tool that queries posts using the discourse2 npm package.  (1 tools) (node) 

- [❌ nasa-cmr-(common-metadata-repository)](https://github.com/podaac/cmr-mcp): Bridges to NASA's Common Metadata Repository for searching and retrieving Earth science datasets by date range, provider, and keywords with structured information including concept IDs and descriptions.  (python) 

- [❌ searxng-search](https://github.com/jay4242/mcp_searxng_search): Enables web searches through a user-specified SearxNG instance, returning structured results with titles, URLs, and content snippets for private or customized search capabilities.  (python) 

- [✅ agentql-mcp](https://github.com/tinyfish-io/agentql-mcp): Extracts structured data from web pages based on natural language descriptions, converting website content into JSON format without custom scraping code.  (1 tools) (node) 

- [✅ @mcp-get-community/server-curl](https://github.com/mcp-get/community-servers/blob/main/src/server-curl): MCP server for making HTTP requests using a curl-like interface  (1 tools) (node) 

- [❌ context7](https://github.com/lrstanley/context7-http): HTTP streaming access to Context7's documentation platform for searching and retrieving software library documentation  (go) 

- [❌ domain-tools-(whois-+-dns)](https://github.com/patrickdappollonio/mcp-domaintools): Provides DNS and WHOIS query capabilities for AI assistants. It enables AI models to perform DNS lookups both via local DNS resolvers and remote DNS-over-HTTPS services.  (go) 

- [❌ claude-deep-research](https://github.com/mcherukara/claude-deep-research): Extends research capabilities by providing unified access to web and academic information through DuckDuckGo and Semantic Scholar integrations, enabling multi-stage workflows for exploration, synthesis, and analysis with proper citations.  (python) 

- [❌ dappier-(real-time-data-search)](https://github.com/dappierai/dappier-mcp): Connects AI assistants to real-time, rights-cleared data from trusted sources through search and recommendation tools for retrieving web results, financial information, and personalized content without leaving the conversation interface.  (python) 

- [✅ pickapicon-mcp](https://github.com/leee62/pickapicon-mcp): Provides a bridge to the Iconify API for searching and retrieving SVG icons from various collections, enabling quick integration of icons into projects.  (3 tools) (node) 

- [❌ linkedin-data-api](https://github.com/rugvedp/linkedin-mcp): Integrates with LinkedIn Data API to fetch, analyze, and search posts by username, keywords, date ranges, and engagement metrics for social media analysis and content strategy development.  (python) 

- [❌ ebay](https://github.com/cookey-monster/ebaymcpserver): Fetch auctions from ebay.com.  (python) 

- [✅ graphlit-mcp-server](https://github.com/graphlit/graphlit-mcp-server): Graphlit MCP Server for AI, RAG, OpenAI, PDF parsing and preprocessing  (64 tools) (node) 

- [❌ bing-webmaster-tools](https://github.com/zizzfizzix/mcp-server-bwt): Integrates with Bing Webmaster Tools API to enable complete site management, URL submission, traffic analysis, crawling, keyword research, and content management through natural language interactions.  (python) 

- [❌ bilibili-search](https://github.com/huccihuang/bilibili-mcp-server): Enables search across Bilibili's Chinese video platform through a lightweight FastMCP interface that retrieves video content, user information, and other searchable data with optional authentication via session cookies.  (python) 

- [❌ newshub](https://github.com/ltejedor/newsfeed-mcp): Provides real-time access to news articles from various RSS feeds with tools for listing feeds, retrieving latest news by category, searching across all content, and fetching specific article details.  (python) 

- [❌ youtube-transcripts](https://github.com/jkawamoto/mcp-youtube-transcript): Integrates with YouTube's transcript API to retrieve and process captions from video URLs, enabling content analysis and information extraction from spoken video content.  (python) 

- [✅ search1api-mcp](https://github.com/fatwang2/search1api-mcp): Execute web searches, news queries, and content extraction.  (6 tools) (node) 

- [❌ medium-accelerator](https://github.com/crtdaniele/mcp-medium-accelerator): Accelerates Medium article research by extracting article links from archive pages, scraping full content for summarization, and maintaining a persistent local database of article summaries with metadata for efficient content discovery and organization.  (python) 

- [❌ mcp-server-everything-search](https://github.com/mamertofabian/mcp-everything-search): Integrates with the Everything SDK to enable rapid file searches and metadata retrieval on Windows.  (python) 

- [❌ jina-ai-web-search](https://github.com/garcheng/mcp-server-jina-java): Integrates with Jina AI's web search and content fetching APIs, enabling web searches and URL content extraction for research tasks and information retrieval directly within conversations.  (java) 

- [❌ serper-mcp-server](https://github.com/garylab/serper-mcp-server): Enables AI to perform Google searches via the Serper API with support for location, language, and time period filters.  (python) 

- [✅ @modelcontextprotocol/server-brave-search](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/brave-search): Retrieve web pages, news, and local business results via Brave API.  (2 tools) (node) 

- [✅ scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server): Provides a bridge to the Scrapeless API for performing Google searches with customizable parameters including query text, country code, and language preferences.  (2 tools) (node) 

- [✅ one-search-mcp](https://github.com/yokingma/one-search-mcp): Provides a unified search and web scraping platform that integrates multiple search providers like SearxNG and Tavily, along with Firecrawl for advanced web content extraction, enabling flexible web data retrieval and structured information gathering.  (4 tools) (node) 

- [❌ perplexity-mcp](https://github.com/jsonallen/perplexity-mcp): Integrates with Perplexity AI API to enable web search capabilities for retrieving up-to-date information across domains.  (python) 

- [✅ @chanmeng666/google-news-server](https://github.com/ChanMeng666/server-google-news): MCP server for Google News search via SerpAPI  (1 tools) (node) 

- [❌ pdfsearch](https://github.com/freespirit/pdfsearch-zed): Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.  (python) 

- [✅ @unifuncs/ufn-mcp-server](https://github.com/unifuncs/ufn-mcp-server): Provides a bridge to the UniFuncs API for web search and web reading capabilities through TypeScript implementation with Express and NPX commands.  (2 tools) (node) 

- [✅ orion-vision-mcp](https://github.com/cognitive-stack/orion-vision-mcp): Integrates with Azure Form Recognizer to extract structured data from documents including receipts, invoices, ID documents, and business cards for automated document processing workflows.  (2 tools) (node) 

- [❌ qanon_mcp](https://github.com/jkingsman/qanon-mcp-server): Enables access to QAnon drops for sociological research.  (python) 

- [❌ mcp-simple-arxiv](https://github.com/andybrandt/mcp-simple-arxiv): Search and analyze scientific papers from arXiv.  (python) 

- [❌ mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity): Get chat completions with citations from Perplexity API.  (python) 

- [❌ zenn](https://github.com/shibuiwilliam/mcp-server-zenn): Integrates with Zenn.dev's developer API to fetch and filter technical articles and books from the popular Japanese publication platform.  (python) 

- [✅ @adenot/mcp-google-search](https://github.com/adenot/mcp-google-search): Integrates Google Custom Search API to enable web searches for fact-checking, research, and content generation tasks.  (1 tools) (node) 

- [❌ exa-web-search](https://github.com/mshojaei77/reactmcp): Integrates with Exa API to enable web search capabilities with filtering options for domains, text requirements, and date ranges, returning markdown-formatted results with titles, URLs, publication dates, and content summaries for real-time internet information access.  (python) 

- [❌ youtube-subtitles](https://github.com/setkyar/youtube-subtitles-mcp): Integrates with YouTube to enable subtitle retrieval and analysis for content summarization, translation, or accessibility enhancement.  (python) 

- [✅ docfork](https://github.com/docfork/docfork-mcp): Retrieves up-to-date documentation and code examples for any software library through the Docfork API, automatically selecting relevant libraries and providing topic-focused documentation with configurable response size limits.  (1 tools) (node) 

- [❌ web-scraper-&-duckduckgo-search](https://github.com/surya-madhav/mcp): Provides web scraping and DuckDuckGo search capabilities for retrieving and processing web content as markdown.  (python) 

- [❌ higress-ai-search-mcp-server](https://github.com/cr7258/higress-ai-search-mcp-server): Enhances AI model responses with real-time search results from various engines through Higress ai-search, supporting internet, academic, and internal knowledge searches.  (python) 

- [❌ kagi-search](https://github.com/kagisearch/kagimcp): Integrates Kagi's advanced search capabilities into workflows, enabling high-quality, privacy-focused web information retrieval for informed decision-making and analysis.  (python) 

- [✅ newsnow-mcp-server](https://github.com/ourongxing/newsnow-mcp-server): Provides a bridge to the NewsNow platform for retrieving trending and latest news from various sources with customizable result limits and markdown-formatted output.  (1 tools) (node) 

- [❌ writer-blog-search-(substack-&-medium)](https://github.com/jean-technologies/mcp-writer-substack): Connect to your Substack/Medium blogs via their RSS feeds, fetches your posts, and permanently caches them locally. It also generates embeddings for each post, enabling semantic search to find the most relevant essays based on your queries.  (python) 

- [❌ serper-search](https://github.com/diegofornalha/mcp-server-serper): Integrates with the Serper API to provide web search capabilities including web, news, images, shopping, and YouTube searches for real-time information retrieval and content research.  (python) 

- [✅ mcp-tavily-search](https://github.com/spences10/mcp-tavily-search): Integrates with Tavily's semantic search API to enable web searches and retrieval of relevant results for fact-checking and research tasks.  (3 tools) (node) 

- [❌ oxylabs-mcp](https://github.com/oxylabs/oxylabs-mcp): Integrates with Oxylabs web scraping services to extract, clean, and structure web content for real-time data analysis and monitoring workflows.  (python) 

- [❌ perplexity](https://github.com/gomcpgo/perplexity-mcp-server): Integrates Perplexity's question-answering capabilities, enabling natural language understanding and information retrieval for applications like chatbots and research tools.  (go) 

- [❌ goodnews](https://github.com/vectorinstitute/mcp-goodnews): Filters and ranks news articles from NewsAPI based on positive sentiment, delivering uplifting headlines amid potentially negative media cycles.  (python) 

- [❌ nexus-mcp](https://github.com/adawalli/nexus): Provides web search capabilities through OpenRouter's Perplexity Sonar models, delivering intelligent search results with source citations for current information retrieval.  (node) 

- [❌ crawl4ai-rag](https://github.com/coleam00/mcp-crawl4ai-rag): Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic searching over crawled data for enhanced knowledge access  (python) 

- [❌ pubmed-mcp-server](https://github.com/chrismannina/pubmed-mcp): Integrates with NCBI PubMed to provide literature search, article retrieval, author-based searches, citation formatting in multiple styles, and research trend analysis for academic and bibliographic research workflows.  (python) 

- [❌ solr-vector-search](https://github.com/allenday/solr-mcp): Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against structured data repositories without direct database access  (python) 

- [❌ paperpal](https://github.com/jerpint/paperpal): Connects LLMs to academic research sources for semantic paper searches and detailed information retrieval from arXiv and Hugging Face, enabling literature reviews and research exploration  (python) 

- [❌ domain-tools](https://github.com/deshabhishek007/domain-tools-mcp-server): Provides domain analysis capabilities through WHOIS lookups, DNS record queries, health checks, and comprehensive domain validation for system administration, security analysis, and web development troubleshooting.  (python) 

- [❌ n8n-assistant](https://github.com/onurpolat05/n8n-assistant): Enables searching and retrieving n8n documentation, example workflows, and community forum content through a single tool that fetches relevant information with source URLs.  (python) 

- [✅ clinicaltrialsgov-mcp-server](https://github.com/cyanheads/clinicaltrialsgov-mcp-server): Integrates with ClinicalTrials.gov REST API to search clinical trials by conditions, interventions, locations, and status, plus retrieve detailed study information by NCT ID with automatic data cleaning and local backup storage.  (2 tools) (node) 

- [❌ semantic-scholar](https://github.com/zongmin-yu/semantic-scholar-fastmcp-mcp-server): Integrates with Semantic Scholar API to enable academic literature search, citation analysis, and paper recommendations at scale.  (python) 

- [❌ mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl): Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.  (python) 

- [✅ jina-ai-mcp-server](https://github.com/joebuildsstuff/mcp-jina-ai): Integrates with Jina AI's web services to enable web content extraction, search, and fact-checking through natural language interactions.  (3 tools) (node) 

- [❌ searxng-simple-mcp](https://github.com/sacode/searxng-simple-mcp): Integrates with SearxNG privacy-focused search engine to provide web search capabilities with customizable parameters like result count, language, and time range.  (python) 

- [❌ pdf-processor](https://github.com/michaellevinson/mcp_pdf_processor): Extracts text content and mathematical equations from PDF documents using PyMuPDF for text processing and pix2tex for LaTeX OCR, enabling analysis of academic papers and technical documents with specialized equation recognition.  (python) 





## Security



Enhance security with tools for scanning, threat detection, and secure access.



- [❌ virustotal](https://github.com/emeryray2002/virustotal-mcp): Bridges to the VirusTotal API for comprehensive threat intelligence, enabling security analysts to analyze file hashes, URLs, domains, and IP addresses with automatically fetched relationship data for complete security overviews.  (python) 

- [❌ defectdojo-mcp](https://github.com/jamiesonio/defectdojo-mcp): Bridges to the DefectDojo vulnerability management system, enabling interaction with security findings, products, and engagements for streamlined security workflow integration.  (python) 

- [❌ 1password](https://github.com/dkvdm/onepassword-mcp-server): Provides secure access to 1Password credentials for retrieving username/password pairs without exposing sensitive information directly in prompts.  (python) 

- [❌ malloryai-intelligence](https://github.com/malloryai/mallory-mcp-server): Provides a bridge to MalloryAI Intelligence platform for querying vulnerabilities, threat actors, and exploitation data through structured API endpoints.  (python) 

- [❌ lanalyzer](https://github.com/bayuncao/lanalyzer): Python static taint analysis tool that tracks untrusted data flow from sources like user input to dangerous sinks like SQL queries through advanced cross-function propagation and path-sensitive analysis to identify security vulnerabilities in codebases.  (python) 

- [❌ santa-binary-authorization](https://github.com/pmarkowsky/santa-mcp): Enables security professionals to interact with Santa binary authorization system for macOS, providing tools to query status, sync rules, retrieve file information, and check version details.  (go) 

- [❌ apktool](https://github.com/zinja-coder/apktool-mcp-server): Provides a bridge to the APKTool utility for analyzing and modifying Android applications, enabling decoding, editing, searching, rebuilding, and signing APK files for reverse engineering and security analysis.  (python) 

- [❌ zoomeye](https://github.com/zoomeye-ai/mcp_zoomeye): Integrates with ZoomEye API to enable network asset reconnaissance through specialized search tools, supporting dork queries, IP filtering, and field selection with built-in caching and error handling for cybersecurity workflows.  (python) 

- [❌ devici](https://github.com/geoffwhittington/devici-mcp): Integrates with the Devici threat modeling platform to manage security workflows including user and team management, threat model creation, component analysis, threat identification, mitigation planning, and dashboard reporting across the complete threat modeling lifecycle.  (python) 

- [❌ zeropath](https://github.com/zeropathai/zeropath-mcp-server): Integrates with ZeroPath vulnerability management platform to enable searching, retrieving detailed information about security issues, and approving patches through authenticated API interactions.  (python) 

- [❌ asn-lookup](https://github.com/rossja/irtoolshed-mcp-server): Provides network analysis tools for security professionals, enabling IP address lookups with ASN information and organization details for incident response investigations.  (python) 

- [❌ roadrecon-analyzer](https://github.com/atomicchonk/roadrecon_mcp_server): Exposes Azure AD security data collected by ROADrecon for analyzing tenant security posture, identifying privileged users, evaluating MFA status, detecting stale accounts, and assessing PIM implementation.  (python) 

- [❌ plexus](https://github.com/super-i-tech/mcp_plexus): Multi-tenant OAuth framework that provides secure user authentication, encrypted API key management, and tenant-scoped tool access controls for enterprise MCP deployments requiring robust authentication and authorization layers.  (python) 

- [❌ sd-elements](https://github.com/geoffwhittington/sde-mcp): Integrates with Security Compass's SD Elements platform to manage security projects, applications, countermeasures, and user administration for DevSecOps workflows requiring automated security requirement tracking and compliance management.  (python) 

- [❌ cisco-ise](https://github.com/automateyournetwork/ise_mcp/tree/HEAD/ise_mcp): Provides a bridge between Cisco Identity Services Engine (ISE) REST APIs and network administrators, enabling dynamic discovery and retrieval of security configurations without direct API interaction.  (python) 

- [❌ clamav-virus-scanner](https://github.com/a2amarket/mcp-clamav): Provides virus scanning capabilities for files by integrating with the ClamAV antivirus engine, enabling secure validation of file safety before processing.  (python) 

- [❌ pinner](https://github.com/safedep/pinner-mcp): Secures software supply chains by pinning dependencies to immutable versions, resolving GitHub references to commit SHAs and Docker image tags to digests to prevent dependency substitution attacks.  (go) 

- [❌ windows-security-hardening](https://github.com/gh05tcrew/winsecmcp): Automates Windows security hardening tasks through command-line utilities that check and modify critical settings including firewall configuration, RDP settings, UAC controls, password policies, and user account management.  (python) 

- [❌ offensive-security-toolkit](https://github.com/cybersecurityup/offensive-mcp-ai): Provides cybersecurity professionals with penetration testing capabilities through specialized servers for payload generation, reconnaissance, shellcode building, and security monitoring.  (python) 

- [❌ yaraflux](https://github.com/threatflux/yaraflux): Provides YARA-based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules, scan files/URLs, and analyze results for threat detection.  (python) 

- [❌ @pangeacyber/mcp-server](https://github.com/pangeacyber/pangea-mcp-server): Integrates with Pangea's cybersecurity APIs to provide threat intelligence, data protection, and security analysis capabilities including reputation checking, embargo screening, sensitive data redaction, audit logging, and cryptographic key management with built-in AI Guard protection against malicious inputs and outputs.  (node) 

- [✅ keycloak-model-context-protocol](https://github.com/christophenglisch/keycloak-model-context-protocol): Integrates with Keycloak Admin to provide streamlined user and realm management operations for identity and access control automation.  (4 tools) (node) 

- [❌ keyfactor-command](https://github.com/keyfactor-research/command-mcp): Integrates with Keyfactor Command PKI platform to enable certificate enrollment, revocation, and search operations while combining Risk Intelligence security findings with risk assessment for enterprise certificate lifecycle management.  (python) 

- [❌ xss-vulnerability-tester](https://github.com/0xtrk/xss-mcp-tester): Automates XSS vulnerability testing by injecting payloads through Playwright browser automation and HTTP request analysis to detect JavaScript execution, monitor console logs, and analyze security headers for comprehensive web application security assessment.  (python) 

- [❌ microsoft-sentinel](https://github.com/dstreefkerk/ms-sentinel-mcp-server): Integrates with Microsoft Sentinel to enable security analysts to execute KQL queries, manage analytics rules, investigate incidents, and perform threat intelligence lookups directly from their AI environment.  (python) 

- [❌ volatility-3-memory-forensics](https://github.com/bornpresident/volatility-mcp-server): Integrates the Volatility 3 memory forensics framework with Claude and other MCP-compatible LLMs.  (python) 

- [✅ keycloak-mcp](https://github.com/haithamoumerzoug/keycloak-mcp): Integrates with Keycloak identity management to enable user creation, role assignment, group management, and client listing across different realms  (9 tools) (node) 

- [✅ @burtthecoder/mcp-virustotal](https://github.com/burtthecoder/mcp-virustotal): This VirusTotal MCP server enables AI assistants to programmatically access VirusTotal's threat intelligence for security analysis and threat detection.  (7 tools) (node) 

- [✅ @binalyze/air-mcp](https://github.com/binalyze/air-mcp): Bridges to the Binalyze AIR digital forensics platform, enabling security teams to query endpoint data, monitor status, and manage investigations through a secure API connection.  (116 tools) (node) 

- [❌ mitmproxy](https://github.com/lucasoeth/mitmproxy-mcp): Integrates mitmproxy for network traffic analysis, debugging, and API testing.  (python) 

- [❌ joern-(code-analysis)](https://github.com/sfncat/mcp-joern): Integrates with Joern's code analysis capabilities to enable static code analysis, vulnerability identification, and code structure understanding through a Python interface to Code Property Graphs.  (python) 

- [❌ wireshark](https://github.com/waynecui/wireshark_mcp): Wireshark dissector plugin for analyzing network traffic.  (python) 

- [❌ codeql](https://github.com/jordyzomer/codeql-mcp): Bridges to the CodeQL static analysis engine for identifying security vulnerabilities and quality issues in codebases through structured query evaluation and result interpretation.  (python) 

- [❌ osv-vulnerability-database](https://github.com/stackloklabs/osv-mcp): Integrates with the Open Source Vulnerabilities (OSV) database to enable querying vulnerabilities by package versions, commits, or IDs for security auditing and software composition analysis.  (go) 

- [❌ headless-ida-pro](https://github.com/cnitlrt/headless-ida-mcp-server): Enables reverse engineering of binary files through IDA Pro's headless mode, providing tools for function analysis, disassembly, decompilation, and code annotation for security research workflows.  (python) 

- [❌ osint-toolkit](https://github.com/himanshusanecha/mcp-osint-server): Provides a unified interface for network reconnaissance with parallel execution of OSINT tools including WHOIS, Nmap, DNS lookups, and typosquatting detection for security researchers and network administrators.  (python) 

- [❌ oci-registry](https://github.com/stackloklabs/ocireg-mcp): Integrates with OCI registries to retrieve container image metadata, list repository tags, access manifests and configurations, and perform security analysis with support for multiple authentication methods.  (go) 

- [❌ aws-ireveal](https://github.com/brucedh/aws-ireveal-mcp): Integrates with AWS security services to enable incident response and investigation through CloudTrail logs, Athena queries, CloudWatch events, GuardDuty findings, and IAM Access Analyzer for comprehensive security event analysis and threat detection.  (python) 

- [✅ @burtthecoder/mcp-shodan](https://github.com/burtthecoder/mcp-shodan): Access Shodan API and CVEDB to query IoT device data and vulnerability information.  (7 tools) (node) 

- [❌ kali-security-tools](https://github.com/ccq1/awsome_kali_mcpservers): Provides a secure, sandboxed environment for executing Kali Linux security tools including nmap, objdump, and wireshark for vulnerability scanning, binary analysis, and network inspection tasks.  (python) 

- [❌ netwrix-access-analyzer](https://github.com/netwrix/mcp-server-naa): Enables security administrators to analyze file system permissions, identify excessive access rights, and detect shadow access paths in enterprise environments through SQL Server database queries.  (python) 

- [❌ viso-trust](https://github.com/visotrust/viso-mcp-server): Provides a bridge to VISO TRUST's vendor risk management API, enabling third-party assessment, relationship tracking, and vendor information querying without switching contexts.  (java) 

- [❌ nvd-(national-vulnerability-database)](https://github.com/gkhays/mcp-nvd-server): Provides direct access to the National Vulnerability Database (NVD) for retrieving detailed CVE information including descriptions, severity ratings, publication dates, and references by ID.  (python) 

- [❌ cve-search](https://github.com/roadwy/cve-search_mcp): Integrates with the CVE-CIRCL API to enable searching and retrieving vulnerability information from the Common Vulnerabilities and Exposures database for security research, patch verification, and security assessments.  (python) 

- [❌ illumio](https://github.com/alexgoller/illumio-mcp-server): Integrates with Illumio's Policy Compute Engine API to enable workload management, label operations, and traffic analysis for zero trust security environments.  (python) 

- [❌ kali-linux-penetration-testing-tools](https://github.com/wh0am123/mcp-kali-server): Provides a bridge to Kali Linux penetration testing tools including nmap, gobuster, and metasploit for security scanning, vulnerability assessment, and password cracking operations  (python) 

- [❌ argus](https://github.com/athapong/argus): Integrates with GitLab repositories to enable automated security assessments, code reviews, and DevOps workflows through repository analysis and file retrieval capabilities.  (python) 

- [❌ microsoft-entra-id](https://github.com/hieuttmmo/entraid-mcp-server): Provides direct access to Microsoft Entra ID resources through the Graph API, enabling IT administrators to manage users, groups, applications, and security features without switching to the Azure portal.  (python) 

- [❌ myssl](https://github.com/trustasia-com/myssl-mcp-server-go): Integrates with MySSL API to provide domain and IP security checking capabilities for verifying secure HTTPS deployments and monitoring SSL/TLS configurations.  (go) 

- [❌ microsoft-security-copilot](https://github.com/jguimera/securitycopilotmcpserver): Integrates Microsoft Security Copilot with Microsoft Sentinel for running KQL queries, managing skillsets, and executing prompts using Azure Identity Authentication  (python) 

- [❌ mythic](https://github.com/xpn/mythic_mcp): Integrates with the Mythic Command and Control framework for penetration testing, enabling shell command execution, file operations, and security tool deployment through specialized prompt templates for automated security workflows.  (python) 

- [❌ baidu-content-safety](https://github.com/liangjunyu2010/mcp_server_safe_content_check): Integrates with Baidu Cloud's content safety APIs to screen text and other content for potentially harmful, inappropriate, or illegal material before processing or displaying it.  (python) 

- [❌ nuclei](https://github.com/addcontent/nuclei-mcp): Integrates with Nuclei vulnerability scanner to automate security assessments through configurable scanning operations with comprehensive reporting for vulnerability analysis and remediation.  (go) 

- [❌ external-recon](https://github.com/timsonner/mcp-vscode-template): Provides network reconnaissance tools for penetration testers, enabling systematic domain enumeration, IP discovery, email security assessment, and port scanning for external security audits.  (python) 

- [❌ netbird](https://github.com/aantti/mcp-netbird): Integrates with Netbird's API to enable virtual private network management including peer listing, group configuration, and access policy control  (go) 

- [❌ semgrep](https://github.com/semgrep/mcp): Integrates with Semgrep's static analysis engine to scan code for security vulnerabilities and coding issues, enabling developers to identify and fix potential problems directly within their coding workflow.  (python) 

- [❌ nmap-scanner](https://github.com/imjdl/nmap-mcpserver): Provides a secure, controlled interface for network administrators and security researchers to perform targeted network reconnaissance and analysis using nmap scans with built-in rate limiting and security safeguards.  (python) 

- [❌ nmap-network-scanner](https://github.com/christopherwoodall/nmap-mcp): Provides a bridge to Nmap network scanning tool for performing reconnaissance, port scanning, and service identification with customizable options and proper security handling.  (python) 

- [❌ smcp-proxy-(oidc)](https://github.com/ksysoev/smcp-proxy): Secure reverse proxy for MCP servers that adds OIDC authentication and authorization, supporting multiple backend configurations with path-based routing and metrics collection.  (go) 

- [❌ trivy-security-scanner](https://github.com/norbinsh/cursor-mcp-trivy): Integrates with Trivy to provide vulnerability scanning and automated remediation for projects across multiple programming languages and package managers.  (python) 

- [❌ mcp-nvd](https://github.com/marcoeg/mcp-nvd): Provides access to the NIST National Vulnerability Database through get_cve and search_cve tools for retrieving and searching CVE records with customizable result options.  (python) 

- [❌ querypie-database-access-control](https://github.com/querypie/querypie-mcp-server): Provides a secure interface for monitoring and managing privileged database access, enabling administrators to review logs, detect security anomalies, and handle workflow requests through QueryPie's Database Access Control system.  (go) 

- [❌ memprocfs](https://github.com/tokeii0/memprocfs-mcp-server): Provides a bridge to memory forensics capabilities through MemProcFS for analyzing process attributes, registry hives, and keys from Windows memory dumps  (python) 

- [❌ triagemcp-(pe-file-analysis)](https://github.com/eversinc33/triagemcp): Integrates with multiple security tools to perform static analysis of PE files, extracting critical information like import tables, metadata, strings, and malware capabilities for rapid triage of suspicious Windows executables.  (python) 

- [❌ hydra-penetration-testing-toolkit](https://github.com/happyhackingspace/mcp-hydra): Unifies multiple penetration testing tools including Nmap, SQLMap, and others for network scanning, vulnerability assessment, and security reconnaissance through a containerized Python interface.  (python) 

- [✅ @usegrant/mcp](https://github.com/usegranthq/mcp-server): Integrates with the UseGrant API to enable secure authentication, resource management, and structured access control for provider, client, and tenant management within the UseGrant ecosystem.  (26 tools) (node) 

- [❌ osv-database-api](https://github.com/edenyavin/osv-mcp): Integrates with the OSV Database API to query for security vulnerabilities in software packages, retrieve CVE information, and identify affected and fixed versions.  (python) 

- [❌ mcp-panther](https://github.com/panther-labs/mcp-panther): Integrates with Panther Labs' cybersecurity platform to enable security alert triage, data lake querying, detection rule management, and log source analysis for incident response and threat hunting workflows.  (python) 

- [❌ epss-(exploit-prediction-scoring-system)](https://github.com/jgamblin/epss-mcp): Integrates with vulnerability intelligence systems to provide CVE information with EPSS scores that indicate exploitation likelihood, enabling security professionals to prioritize remediation efforts based on real-world risk.  (python) 

- [❌ wazuh](https://github.com/gensecaihq/wazuh-mcp-server): Integrates with Wazuh security platform to provide real-time security alerts and event data from Elasticsearch indices for security operations and threat analysis workflows.  (python) 

- [❌ vulnerability-intelligence](https://github.com/firetix/vulnerability-intelligence-mcp-server): Provides security professionals with comprehensive vulnerability intelligence tools for CVE lookup, CVSS calculation, exploit checking, and timeline tracking using data from the National Vulnerability Database.  (python) 

- [❌ aws-security-inspector](https://github.com/groovybugify/aws-security-mcp): Enables security professionals to inspect and analyze AWS infrastructure for security issues through natural language queries about GuardDuty findings, IAM permissions, S3 buckets, and CloudFront distributions.  (python) 

- [❌ kali-linux-security-tools](https://github.com/vermaxvr/awsome_kali_mcpservers): Provides Kali Linux security tools in a sandboxed Docker environment for network analysis, binary examination, and security testing through controlled execution of utilities like nmap, objdump, and wireshark.  (python) 

- [❌ phalcon-(blocksec-transaction-analysis)](https://github.com/mark3labs/phalcon-mcp): Integrates with BlockSec's blockchain analysis platform to provide detailed transaction insights across multiple blockchains, including tracing, profiling, address labeling, and state change analysis.  (go) 

- [❌ isms](https://github.com/karthikkrs/isms-mcp-project): Integrates Mistral AI and Qdrant to provide intelligent security workflows for automated risk assessment, policy management, and contextual incident response across different security domains.  (python) 

- [❌ openfga](https://github.com/evansims/openfga-mcp): Enables large language models to interact with OpenFGA authorization stores by providing tools to read, search, and manipulate fine-grained access control policies with support for checking permissions and generating access decision explanations.  (python) 

- [❌ crypto](https://github.com/kiss-kedaya/crypto_mcp): Provides cryptographic operations including encryption, decryption, hashing, and digital signatures using the PyCryptodome library for secure data handling in applications.  (python) 

- [❌ chronicle-security-operations](https://github.com/emeryray2002/mcp-secops-v3): Integrates with Google's Chronicle Security Operations suite to enable security analysis tasks including event searches, alert retrieval, entity lookups, detection rule listing, and IoC matching for threat hunting and incident investigation.  (python) 

- [❌ zeek](https://github.com/gabbo01/zeek-mcp): Provides a bridge between Zeek network security monitor and language models for executing PCAP file analysis, log parsing, and converting tabular output into structured data formats without requiring direct command-line interaction.  (python) 

- [❌ osv.dev-security-analyzer](https://github.com/gleicon/mcp-osv): Integrates with OSV.dev to identify and analyze potential vulnerabilities in codebases, providing dependency checking and code security analysis with optional Semgrep-enhanced static analysis.  (go) 

- [❌ joe-sandbox-cloud](https://github.com/joesecurity/joesandboxmcp): Integrates with Joe Sandbox Cloud API to provide malware analysis capabilities including file and URL submission, threat intelligence extraction, behavioral analysis reporting, and artifact downloads for security research and incident response workflows.  (python) 

- [❌ command-security-layer](https://github.com/andrew-beniash/mcp-command-server): Implements a robust security layer for command processing, utilizing multi-step verification and auditing to enable high-security use cases like critical infrastructure management.  (python) 

- [❌ pentest-tools](https://github.com/ch1nhpd/pentest-tools-mcp-server): Enables AI to perform comprehensive penetration testing and security assessments on web applications and networks using tools like Nmap, SQLMap, and XSStrike for vulnerability detection and exploitation.  (python) 

- [❌ enkryptai](https://github.com/enkryptai/enkryptai-mcp-server): Integrates with EnkryptAI platform to provide robust guardrails, policy management, model configuration, and deployment orchestration with customizable safety controls for preventing harmful outputs.  (python) 

- [❌ metasploit-framework](https://github.com/gh05tcrew/metasploitmcp): Provides a secure interface to Metasploit Framework's penetration testing capabilities, enabling exploit execution, payload generation, session management, and post-exploitation operations for security professionals.  (python) 

- [❌ pfsense](https://github.com/gensecaihq/pfsense-mcp-server): Integrates with pfSense firewall systems through REST API, XML-RPC, and SSH to enable natural language control of security operations, IP blocking, firewall rule management, compliance checking for PCI-DSS and HIPAA frameworks, threat analysis, and emergency incident response including network isolation and panic mode activation.  (python) 

- [❌ bloodhound](https://github.com/stevenyu113228/bloodhound-mcp): Enables security professionals to analyze Active Directory and Azure AD environments through natural language queries by connecting to BloodHound's Neo4j database for identifying attack paths and vulnerabilities.  (python) 

- [❌ sbom-generator-(trivy)](https://github.com/gkhays/mcp-sbom-server): Generates Software Bill of Materials (SBOM) for container images using Trivy scanner, providing detailed component information including package metadata, licenses, and vulnerability data for security compliance and dependency analysis.  (python) 





## Sports



Access sports data, results, and stats with ease.



- [❌ nhl](https://github.com/carsonjones/nhl-go): Integrates with NHL data sources to provide real-time game updates, player stats, and league standings for sports analysis and fantasy hockey applications.  (go) 

- [❌ spurs-blog-(pounding-the-rock)](https://github.com/akshay23/spurs-blog-mcp-server): Provides San Antonio Spurs basketball news by scraping the Pounding The Rock blog, offering tools to retrieve articles, search content, extract game results, and get player information with recent mentions.  (python) 

- [❌ the-odds-api](https://github.com/kitchenchem/degen-mcp): Provides a bridge to The Odds API for accessing sports betting data including available sports, odds comparisons across bookmakers, and quota tracking in both test and live modes.  (python) 

- [❌ api-football](https://github.com/obinopaul/soccer-mcp-server): Provides a bridge to API-Football for accessing soccer data including league standings, team fixtures, player statistics, and live match information through specialized tools that retrieve both historical and real-time data.  (python) 

- [❌ firstcycling](https://github.com/r-huijts/firstcycling-mcp): Provides a bridge to FirstCycling.com for retrieving professional cycling statistics, race results, rider profiles, and rankings with robust error handling and data parsing  (python) 

- [❌ fpl-mcp](https://github.com/rishijatia/fantasy-pl-mcp): Integrates with Fantasy Premier League data to provide player statistics, team information, and analytical tools for making informed fantasy football management decisions.  (python) 

- [❌ college-football-data](https://github.com/lenwood/cfbd-mcp-server): Integrates with College Football Data API to provide natural language querying of game results, team records, player stats, rankings, and advanced metrics.  (python) 

- [❌ surf-(stormglass)](https://github.com/ravinahp/surf-mcp): For people who surf waves and the web. Unlocks wave analysis, forecasting, and custom surf applications.  (python) 

- [❌ nba-stats](https://github.com/taidgh-robinson/nba-mcp-server): Provides real-time NBA game data including scores, player statistics, and play-by-play information through the nba_api package for accessing current basketball information not in Claude's training data.  (python) 

- [❌ strava](https://github.com/yorrickjansen/strava-mcp): Integrates with Strava API to provide direct access to athlete activities, detailed performance metrics, segment data, and leaderboards for training analysis and progress tracking.  (python) 

- [❌ chess.com-api](https://github.com/pab1it0/chess-mcp): Integrates with Chess.com Published Data API to access player profiles, statistics, game data, and club information in both JSON and PGN formats for chess analysis and tournament research.  (python) 

- [❌ nba-player-stats](https://github.com/ziyadmir/nba-player-stats-mcp): Provides detailed NBA player statistics from basketball-reference.com through 23 specialized tools covering career stats, season comparisons, advanced metrics, game logs, awards voting, trend analysis, and all-time rankings for sports analysis and fantasy basketball applications.  (python) 





## Support & Service Management



Manage customer support and IT services with specialized tools.



- [❌ servicenow-itsm](https://github.com/echelon-ai-labs/servicenow-mcp): Provides a bridge to ServiceNow ITSM functionality for managing incidents, service catalogs, change requests, workflows, and changesets through natural language interaction.  (python) 

- [❌ pagerduty_mcp_server](https://github.com/wpfleger96/pagerduty-mcp-server): Exposes PagerDuty API functionality to LLMs.  (python) 

- [✅ mcp-server-linearapp](https://github.com/magarcia/mcp-server-linearapp): Integrates with Linear's issue tracking system to enable natural language interaction for creating, updating, and managing issues, comments, attachments, and project information without context switching.  (19 tools) (node) 

- [❌ devrev-mcp](https://github.com/kpsunil97/devrev-mcp-server): Integrates with DevRev APIs to enable search and retrieval of DevRev data for automated issue tracking, customer support analysis, and data-driven decision making.  (python) 

- [❌ freshservice-mcp](https://github.com/effytech/freshservice_mcp): Enable AI assistants to manage IT service tickets and operations by integrating directly with Freshservice. Automate ticket creation, updates, and asset management to streamline your IT support workflows. Accelerate routine IT service tasks with seamless AI-driven interactions.  (python) 

- [✅ @shortcut/mcp](https://github.com/useshortcut/mcp-server-shortcut): Integrates with Shortcut's project management platform to provide story management, epic and iteration operations, team workflows, objective tracking, and comprehensive search capabilities for development teams automating sprint planning and task management.  (32 tools) (node) 

- [❌ teamretro-mcp-server](https://github.com/adepanges/teamretro-mcp-server): Provides a bridge to TeamRetro's team management platform for creating and managing teams, users, and members through natural language commands with authentication support.  (node) 

- [✅ @cristip73/mcp-server-asana](https://github.com/cristip73/mcp-server-asana): Integrates with Asana's API to enable task management, project organization, and collaboration workflows through 30+ tools for searching, creating, and visualizing projects and tasks.  (41 tools) (node) 

- [✅ @makeplane/plane-mcp-server](https://github.com/makeplane/plane-mcp-server): Integrates with Plane's project management APIs to enable creation and management of projects, issues, cycles, modules, and work logs through over 30 specialized tools for automating workflow tasks.  (46 tools) (node) 

- [❌ testrail-mcp](https://github.com/sker65/testrail-mcp): Bridges TestRail's test management platform with AI tools, enabling interaction with projects, test cases, runs, results, and datasets for streamlined software testing workflows.  (python) 

- [❌ servicenow](https://github.com/michaelbuckner/servicenow-mcp): Integrates with ServiceNow to enable incident management, user information retrieval, and knowledge base article access for automated IT service management and natural language interactions with ServiceNow data.  (python) 

- [❌ shortcut](https://github.com/zekus/shortcut-mcp): Integrates with the Shortcut project management platform to enable task management, story tracking, and workflow automation for development teams.  (python) 

- [❌ pearl](https://github.com/pearl-com/pearl_mcp_server): Integrates with Pearl's platform to provide access to both automated responses and human expert assistance across medical, legal, technical, and lifestyle domains through three interaction modes: AI-only for quick responses, AI-expert for screened human support, and direct expert consultation.  (python) 

- [✅ jira-mcp](https://github.com/camdenclark/jira-mcp): Integrates Jira for natural language querying and manipulation of project management data.  (2 tools) (node) 

- [✅ advocu-mcp-server](https://github.com/carlosazaustre/advocu-mcp-server): Integrates with the Advocu platform to streamline activity reporting for Google Developer Experts, enabling submission of content creation, speaking engagements, workshops, mentoring sessions, and community interactions with detailed metrics tracking.  (7 tools) (node) 

- [❌ devrev](https://github.com/devrev/mcp-server): Integrates with DevRev platform to enable searching, retrieving, creating, and updating issues and tickets through natural language interactions  (python) 

- [✅ clickup-mcp-server](https://github.com/nsxdavid/clickup-mcp-server): Integrates with ClickUp API to enable workspace, task, document, and checklist management directly from conversations through Node.js-based tools and URI template resources.  (42 tools) (node) 

- [❌ atlassian-sprint](https://github.com/adamjbird2/mcp-atlassian-sprint): Bridges Atlassian's Jira and Confluence APIs to enable secure, contextual interactions for retrieving, creating, and manipulating issues, pages, and comments across cloud and on-premise deployments.  (python) 

- [❌ smart-customer-support](https://github.com/precariat365/smartcustomersupportmcp): Automates e-commerce customer support by handling product inquiries, order status requests, and seamlessly transitioning to human agents when needed  (python) 

- [✅ mcp-linear](https://github.com/shannonlal/mcp-linear): Integrates Linear project management with MCP to enable task creation, updates, and queries for automated workflow management.  (5 tools) (node) 

- [✅ @parassolanki/jira-mcp-server](https://github.com/parassolanki/jira-mcp-server): Integrates with Jira API to enable issue tracking, sprint planning, and project management tasks directly within conversation interfaces using personal access tokens for authentication.  (5 tools) (node) 

- [❌ hh-jira-mcp-server](https://github.com/alexeydubinin/hh-jira-mcp-server): Integrates with the Jira API to enable querying, creating, and modifying issues and projects, simplifying project tracking and management tasks.  (python) 

- [❌ mcp-atlassian](https://github.com/sooperset/mcp-atlassian): Access Confluence pages and Jira issues via Atlassian API.  (python) 

- [❌ zendesk](https://github.com/reminia/zendesk-mcp-server): Integrates with Zendesk to enable ticket management, comment handling, and Help Center article retrieval for streamlined customer support operations.  (python) 

- [❌ feishu-project-mcp](https://github.com/im47cn/feishu-project-mcp): Integrates with Feishu project management platform to automate requirement analysis, bug tracking, and task management through TypeScript and Express-based tools for development teams.  (node) 

- [❌ rootly-mcp-server](https://github.com/rootly-ai-labs/rootly-mcp-server): Integrates with Rootly's incident management API to enable real-time production incident resolution directly within code editors, focusing on core endpoints with optimized pagination to prevent context overflow.  (python) 

- [❌ jira](https://github.com/warzuponus/mcp-jira): Enables interaction with JIRA tasks and workflows for automated project management and intelligent task tracking.  (python) 

- [❌ connectwise-manage-api](https://github.com/jasondsmith72/cwm-api-gateway-mcp): Bridges Claude with the ConnectWise Manage API through a SQLite database built from API definitions, enabling natural language search, categorized navigation, and fast memory for efficient IT service ticket management and company information retrieval.  (python) 

- [❌ jenkins](https://github.com/programmeragua/jenkins-mcp-server): Make Jenkins REST API calls to provide common operation interfaces for Jenkins jobs.  (java) 

- [❌ freshdesk-mcp](https://github.com/effytech/freshdesk_mcp): Integrate AI models with Freshdesk to automate support operations. Create, update, and manage support tickets seamlessly through the Freshdesk API. Enhance your customer support experience with automated ticket management and AI-driven interactions.  (python) 

- [❌ personal-jira-mcp](https://github.com/yuezheng2006/mcp-server-jira): Bridges AI assistants with JIRA issue tracking systems, enabling users to query and manipulate JIRA data without switching contexts.  (python) 

- [❌ clickup](https://github.com/noah-vh/mcp-server-clickup): Integrates with ClickUp to enable task management, project tracking, and workflow optimization within the platform's ecosystem.  (python) 

- [✅ @makingchatbots/genesys-cloud-mcp-server](https://github.com/makingchatbots/genesys-cloud-mcp-server): Provides a bridge between contact center analytics and routing data in Genesys Cloud, enabling conversational business intelligence through queue searches, conversation volume queries, call sampling, and voice quality metrics analysis.  (8 tools) (node) 

- [❌ taiga](https://github.com/talhaorak/pytaiga-mcp): Integrates with Taiga project management platform to enable direct control over projects, epics, user stories, tasks and issues without context switching  (python) 

- [✅ @mcp-devtools/jira](https://github.com/dxheroes/mcp-devtools): Integrates with Jira and Linear issue tracking systems to enable retrieval and interaction with tickets directly within conversations, eliminating context switching when accessing project management data.  (15 tools) (node) 

- [❌ linear](https://github.com/vinayak-mehta/linear-mcp): Integrates with Linear's issue tracking platform, enabling creation, updating, and searching of issues, retrieval of assigned tasks, and comment addition through five specialized tools.  (python) 





## Translation Services



Translate content between languages with AI-powered tools.



- [❌ simplelocalize](https://github.com/galvingao/mcp-simplelocalize): Integrates with SimpleLocalize translation management platform to enable bulk creation and updating of translation keys and content across multiple languages through natural language interaction  (python) 

- [❌ polyglot-translation](https://github.com/namiraprita/polyglot-mcp): Provides translation services between six languages (Arabic, Chinese, English, French, Russian, and Spanish) with domain-specific context for legal, medical, and general use cases, plus formality controls for professional document translation and cross-cultural communication.  (python) 

- [❌ youtube-translate](https://github.com/brianshin22/youtube-translate-mcp): Enables access to YouTube video transcripts, translations, summaries, and subtitle generation through a simple API interface for research, content analysis, and multilingual video accessibility workflows.  (python) 

- [✅ deepl-mcp-server](https://github.com/deeplcom/deepl-mcp-server): Integrates with DeepL to provide high-quality text translation and rephrasing between numerous languages with formality controls for supported language pairs.  (5 tools) (node) 

- [✅ @translated/lara-mcp](https://github.com/translated/lara-mcp): Bridges to the Lara Translation API for accurate, context-aware text translations between languages with automatic language detection capabilities.  (10 tools) (node) 





## Travel & Transportation



Get travel schedules, routes, and real-time transportation data.



- [✅ lumbretravel-mcp](https://github.com/lumile/lumbretravel-mcp): Integrates with the Argentinian LumbreTravel API to manage travel programs, activities, and bookings for efficient itinerary planning and service coordination.  (68 tools) (node) 

- [❌ tripadvisor](https://github.com/pab1it0/tripadvisor-mcp): Integrates with Tripadvisor Content API to enable location searches, detailed information retrieval, reviews access, and photo collection for hotels, restaurants, and attractions.  (python) 

- [❌ google-flights](https://github.com/salamentic/google-flights-mcp): Leverages the fast-flights API to enable advanced flight search and travel planning capabilities, providing tools for searching one-way and round-trip flights, retrieving airport information, and generating travel recommendations.  (python) 

- [❌ hong-kong-bus](https://github.com/kennyckk/mcp_hkbus): Provides real-time Hong Kong bus information through KMB API integration, enabling users to find routes, locate stops, and check arrival times through conversational queries.  (python) 

- [✅ @mfukushim/map-traveler-mcp](https://github.com/mfukushim/map-traveler-mcp): Integrates with Google Maps to create virtual travel experiences where users can navigate real-world routes with customizable avatars, discover nearby facilities, and share journeys on Bluesky.  (8 tools) (node) 

- [❌ vilnius-transport](https://github.com/sarunasdaujotis/vilnius-transport-mcp-server): Integrates with Vilnius public transport data sources to provide real-time transit information, enabling accurate responses about local transportation.  (python) 

- [❌ caltrain-mcp](https://github.com/davidyen1124/caltrain-mcp): Provides real-time Caltrain commuter rail information including schedules, station details, and trip planning for the San Francisco Bay Area  (python) 

- [❌ transport-nsw](https://github.com/danhussey/transportnsw-mcp): Integrates with Transport NSW API to provide real-time public transportation data, including nearby stops, service alerts, and disruptions across trains, buses, and ferries throughout New South Wales.  (python) 

- [❌ flights-mcp](https://github.com/maratsarbasov/flights-mcp): Provides flight search capabilities using the Aviasales Flight Search API  (python) 

- [❌ georgia-511](https://github.com/cpbrad31/mcp_ga_511): Integrates with Georgia's 511 service to provide real-time traffic data, including information on cameras, signs, events, and road conditions for various applications and analyses.  (python) 

- [❌ sncf-train-journey-planner](https://github.com/kryzo/mcp-sncf): Connects to the French National Railway (SNCF) API for planning train journeys, retrieving station information, checking schedules, and monitoring service disruptions across France with intelligent station-finding and fallback mechanisms.  (python) 

- [❌ find-flights-(duffel)](https://github.com/ravinahp/flights-mcp): Integrates with the Duffel API to provide streamlined flight search capabilities for tasks like travel planning, fare comparison, and building travel-related applications.  (python) 

- [✅ @gongrzhe/server-travelplanner-mcp](https://github.com/gongrzhe/travel-planner-mcp-server): Integrates with Google Maps to enable AI-driven travel planning, itinerary optimization, and location-based services for automated trip management.  (5 tools) (node) 

- [❌ tripadvisor-vacation-planner](https://github.com/hhw67865/tripadvisor-mcp-server): Integrates with TripAdvisor's API to enable vacation planning, destination exploration, and informed decision-making about accommodations and activities through location searches, nearby discovery, and interactive itinerary creation.  (python) 

- [✅ @variflight-ai/variflight-mcp](https://github.com/variflight/variflight-mcp): Integrates with Variflight API to provide real-time flight information, schedules, aircraft tracking, airport weather forecasts, and comfort metrics for travel planning and aviation monitoring applications.  (8 tools) (node) 

- [❌ hkopenai.hk_transportation_mcp_server](https://github.com/hkopenai/hk-transportation-mcp-server): Provides access to Hong Kong Immigration Department daily passenger traffic statistics since 2021, breaking down visitor flows by type and control point with flexible date filtering.  (python) 





## Version Control



Manage Git repositories, pull requests, and issues with version control tools.



- [❌ mcp-github-projects](https://github.com/arclio/github-projects-mcp): Integrates with GitHub Projects V2 to enable direct management of project boards, issues, and field values through natural language commands without switching contexts.  (python) 

- [❌ github-issues](https://github.com/timbuchinger/mcp-github): Integrates with GitHub's issue tracking system to enable listing and creating issues, facilitating automated issue management and workflow integration.  (python) 

- [✅ gitee-mcp-server](https://github.com/normal-coder/gitee-mcp-server): Integrates with Gitee repositories to enable repository creation, code management, issue tracking, and pull request workflows using a simple token-based authentication system.  (20 tools) (node) 

- [❌ github](https://github.com/stephanj/githubmcp): Integrates with GitHub's API to enable repository management, issue tracking, pull request handling, and code manipulation through natural language commands  (java) 

- [❌ git-pr](https://github.com/peterj/git-pr-mcp): Provides Git repository management and GitHub pull request automation through dual workflows for analyzing existing repositories and creating complete PR workflows with temporary repository management, branch creation, file operations, and automated cleanup.  (python) 

- [❌ github-agentic-chat](https://github.com/akhidastech/github-agentic-chat-mcp): Integrates with GitHub's API to enable natural language interaction with repositories, offering tools for searching, creating issues, and performing semantic searches across stored documents using PostgreSQL with pgvector.  (go) 

- [❌ github-graphql-api](https://github.com/wanzunz/github_graphql_api_mcp): Provides direct access to GitHub's GraphQL API for querying repositories, issues, pull requests, and schema documentation with secure authentication through environment variables.  (python) 

- [✅ @modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab): MCP server for using the GitLab API  (9 tools) (node) 

- [❌ mcp-server-diff-python](https://github.com/tatn/mcp-server-diff-python): Integrates with Python's difflib to generate unified diffs for efficient text comparison and version control tasks.  (python) 

- [✅ @modelcontextprotocol/server-github](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/github): Manage repositories, issues, and search code via GitHub API.  (26 tools) (node) 

- [❌ gerrit-code-review](https://github.com/cayirtepeomer/gerrit-code-review-mcp): Integrates with Gerrit code review systems to enable detailed analysis of code changes, diffs, file modifications, and reviewer details across review iterations.  (python) 

- [❌ mcp-server-git](https://github.com/modelcontextprotocol/servers-archived/tree/HEAD/src/git): Interact with local Git repositories for version control tasks.  (python) 

- [❌ pygithub](https://github.com/astromined/pygithub-mcp-server): Integrates with GitHub's API through PyGithub to enable repository management, issue tracking, and pull request operations with automatic authentication, rate limiting, and error recovery.  (python) 

- [❌ github-chat-mcp](https://github.com/asyncfuncai/github-chat-mcp): Enables AI to analyze and query GitHub repositories through a FastMCP-based interface for understanding codebases, exploring architecture, and retrieving contextual information with source references.  (python) 

- [❌ git-mcp](https://github.com/kjozsa/git-mcp): Provides Git operations for local repositories, enabling repository management, tag handling, and repository refreshing without direct shell access.  (python) 

- [❌ github-pr-&-issue-analyzer](https://github.com/saidsef/mcp-github-pr-issue-analyser): Integrates with GitHub's API to automate pull request analysis, issue management, and repository operations directly from desktop language models.  (python) 

- [❌ git-pr-description-generator](https://github.com/ceshine/git-prompts-mcp-server): Analyzes Git repository changes to automatically generate contextually relevant pull request descriptions based on commit differences.  (python) 

- [❌ gitlab](https://github.com/nguyenvanduocit/gitlab-mcp): Provides a bridge to the GitLab API, enabling developers to interact with repositories through standardized tools for project listing, merge request management, file retrieval, pipeline analysis, and user event exploration.  (go) 

- [❌ conduit-(phabricator)](https://github.com/mcpnow-io/conduit): Integrates with Phabricator and Phorge APIs to enable task management, code review operations, repository access, and project automation through the Conduit API with comprehensive error handling and secure authentication.  (python) 

- [✅ mcp-git-commit-aider](https://github.com/mrorz/mcp-git-commit-aider): Enables AI to make Git commits on behalf of users, automatically tracking AI contributions by appending '(aider)' to committer names for codebase statistics and analysis.  (1 tools) (node) 

- [✅ github-repo-mcp](https://github.com/ryan0204/github-repo-mcp): Provides a bridge between AI and GitHub repositories, enabling access to repository contents for code analysis and reference during conversations.  (3 tools) (node) 

- [✅ @yoda.digital/gitlab-mcp-server](https://github.com/yoda-digital/mcp-gitlab-server): GitLab MCP Server provides robust integration with the GitLab API, enabling developers to interact with repositories, issues, merge requests, and project events through natural language commands via stdio and Server-Sent Events (SSE) transports.  (30 tools) (node) 

- [❌ github-(via-oauth)](https://github.com/nikhil-patil-ri/mcp-github-oauth): Integrates with GitHub's OAuth system to enable secure access and management of repositories, issues, and code for automated development workflows and analysis.  (python) 

- [❌ github-repos-manager-mcp](https://github.com/kurdin/github-repos-manager-mcp): Integrates with GitHub's REST API to provide repository management, issue tracking, pull request handling, file operations, security management, and analytics with intelligent caching for performance optimization.  (node) 

- [✅ @nexus2520/bitbucket-mcp-server](https://github.com/pdogra1299/bitbucket-mcp-server): Integrates with Bitbucket Cloud and Server APIs to manage pull request workflows including creation, updates, merging, branch management, code review operations, and diff retrieval with configurable context lines.  (16 tools) (node) 

- [❌ git](https://github.com/geropl/git-mcp-go): Integrates with Git repositories to enable version control operations and automation, supporting both shell-based commands and the go-git library for flexible implementation.  (go) 

- [❌ gitlab-code-review](https://github.com/mehmetakinn/gitlab-mcp-code-review): Integrates with GitLab to enable code review of merge requests, allowing detailed analysis of diffs, commenting, and approval directly within the developer workflow.  (python) 

- [❌ git-summary](https://github.com/cybersiddhu/dcr-mcp): Lightweight git commit message summary generator that analyzes repository histories by filtering commits and producing human-readable markdown summaries highlighting key changes and business impact.  (go) 

- [❌ flux-gitops](https://github.com/controlplaneio-fluxcd/flux-operator): Provides a bridge between Kubernetes GitOps operations and Flux CD ecosystem, enabling debugging, resource management, and workflow troubleshooting through specialized tools for log retrieval, reconciliation, and cluster context switching.  (go) 

- [❌ github-repository-explorer](https://github.com/puravparab/gitingest-mcp): Extracts and provides GitHub repository information including summaries, directory structures, and file contents for seamless code analysis and reference during conversations.  (python) 

- [❌ github-repository-inspector](https://github.com/jehan26/mcp-inspector-v0.6.0): Integrates with GitHub repositories to enable repository searching, issue management, and pull request handling through authenticated API endpoints that format data for easy access within conversations.  (python) 

- [❌ github-explorer](https://github.com/divyanshkushwaha/github-mcp-server-claude): Integrates with GitHub's API to enable repository exploration, code collaboration, and user profile analysis through authenticated data retrieval functions.  (python) 

- [✅ @missionsquad/mcp-github](https://github.com/missionsquad/mcp-github): Integrates with GitHub's API to enable repository operations, file management, issue tracking, and code search directly within conversations through flexible authentication and over 30 specialized tools.  (45 tools) (node) 

- [❌ gitee](https://github.com/oschina/mcp-gitee): Bridges Claude with Gitee's API for repository management, issue tracking, pull request workflows, and user notifications on the Gitee platform.  (go) 

- [❌ bitbucket](https://github.com/kallows/mcp-bitbucket): Enables robust Bitbucket repository management by providing comprehensive API integration for repository creation, file manipulation, issue tracking, and branch management with advanced error handling and permission controls.  (python) 

- [❌ github-pr-reviewer-(notion)](https://github.com/willianmarcel/mcp-pr-reviewer): Integrates with GitHub's API to fetch, analyze, and document pull request changes, enabling automated code reviews and maintaining documentation of code changes in Notion.  (python) 

- [❌ gitlab-mr-confluence-linker](https://github.com/codebywaqas/mrconfluencelinker-mcp-server): Bridges GitLab merge requests with Confluence documentation, enabling automatic retrieval, analysis, and structured documentation of code changes without leaving your conversation interface.  (python) 

- [❌ git-ingest](https://github.com/adhikasp/mcp-git-ingest): Fetch and analyze git repository structures and contents.  (python) 

- [❌ local-git](https://github.com/okdshin/local-git-mcp-server): Lightweight Git repository management server for local operations using GitPython and Pydantic  (python) 





## Other Tools and Integrations



Miscellaneous tools and integrations that don’t fit into other categories.



- [❌ promptlab](https://github.com/irahulpandey/promptlab): Transforms basic user queries into optimized prompts for AI systems by automatically detecting content type and applying tailored templates from a YAML-based system.  (python) 

- [❌ powerpoint-presentations](https://github.com/samos123/pptx-mcp): Enables creation and manipulation of PowerPoint presentations with tools for adding text, shapes, images, and rendering slides to PNG using LibreOffice  (python) 

- [❌ daisys-mcp](https://github.com/daisys-ai/daisys-mcp): Provides a bridge to the Daisys AI text-to-speech API, enabling high-quality voice audio generation with control over characteristics like gender, pace, pitch, and expression.  (python) 

- [❌ sherlock-mcp](https://github.com/fewsats/sherlock-mcp): Enables AI to search, purchase, and manage internet domains through Sherlock Domains API, handling authentication, ICANN requirements, and DNS configuration behind the scenes.  (python) 

- [❌ thoughtful-claude-(deepseek-r1)](https://github.com/martinbowling/thoughtful-claude): Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, analysis, and decision-making capabilities.  (python) 

- [❌ awslabs.aws-documentation-mcp-server](https://github.com/awslabs/mcp/tree/HEAD/src/aws-documentation-mcp-server): Provides tools to access AWS documentation, search for content, and get recommendations.  (python) 

- [❌ ynu](https://github.com/ynu/mcp-ynu): Modular framework for exposing tools, resources, and prompts through FastMCP, featuring dynamic module loading, environment-based configuration, and support for both stdio and SSE transport protocols.  (python) 

- [❌ mermaid-diagram-generator](https://github.com/silver0510/mermail-mcp): Enables creation of visual diagrams from Mermaid syntax with support for multiple themes and background options, handling image data natively for visualizing relationships, processes, or structures directly within conversations.  (python) 

- [❌ personal-health-tracker](https://github.com/evangstav/personal-mcp): Integrates personal health data tracking with natural language querying and visualization for privacy-focused local analysis and trend insights.  (python) 

- [✅ grok-mcp](https://github.com/bob-lance/grok-mcp): Provides direct integration with Grok AI's language and vision capabilities, exposing chat completion, image understanding, and function calling tools for developers to interact with Grok's latest models.  (3 tools) (node) 

- [❌ human-mcp](https://github.com/upamune/human-mcp): Human-in-the-loop server that routes AI assistant requests to a human operator through a Streamlit UI, enabling creative and unpredictable responses while maintaining the illusion of automated interactions.  (python) 

- [❌ json-schema-manager](https://github.com/jaho5/json-schema-mcp): Manages JSON schemas and generates instances with custom properties, enabling applications to maintain consistent data structures and create template-based JSON documents  (python) 

- [❌ deltatask](https://github.com/brysontang/deltatask): Integrates with Obsidian to provide a locally-hosted task management system with intelligent prioritization, task decomposition, and a full API for creating, updating, and querying tasks in a SQLite-backed database.  (python) 

- [❌ interactive-feedback](https://github.com/nhatpm3124/interact-mcp): Launches a cross-platform desktop feedback window that displays custom messages and collects user text input, enabling human-in-the-loop interactions during AI workflows.  (python) 

- [❌ video-editor-mcp](https://github.com/burningion/video-editing-mcp): Integrates with Video Jungle API to enable AI-powered video editing and content searching through natural language queries and automated clip generation.  (python) 

- [❌ video-&-audio-editor](https://github.com/misbahsy/video-audio-mcp): Provides comprehensive video and audio editing capabilities through FFmpeg, enabling operations like format conversion, trimming, subtitle addition, text overlays, and video concatenation with transition effects.  (python) 

- [❌ brewfather](https://github.com/renanvieira/brewfather-mcp): Connects to Brewfather API for retrieving and analyzing homebrew inventory data, including detailed information about fermentables, hops, and yeasts for recipe formulation and brewing process planning.  (python) 

- [❌ mcp-llms-txt](https://github.com/secretiveshell/mcp-llms-txt): Integrates with Awesome-llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code explanations, and educational dialogues.  (python) 

- [❌ openapi-link](https://github.com/automation-ai-labs/mcp-link): Transforms OpenAPI specifications into tool endpoints, enabling seamless interaction with any API described in OpenAPI format without custom adapter development.  (go) 

- [❌ pdf-to-markdown-converter](https://github.com/futureunreal/mcp-pdf2md): Converts PDF documents to Markdown format while preserving document structure, enabling content migration and making PDF content more accessible and editable.  (python) 

- [✅ @pinkpixel/notification-mcp](https://github.com/pinkpixel-dev/notification-mcp): Provides audio notification system that plays platform-specific chimes when tasks complete, supporting five built-in sounds and custom audio files for non-intrusive progress alerts.  (1 tools) (node) 

- [❌ turkish-legal-databases](https://github.com/saidsurucu/yargi-mcp): Integrates with Turkish legal databases to provide unified search and retrieval of court decisions from Yargitay, Danistay, Constitutional Court, and UYAP Emsal systems in Markdown format.  (python) 

- [❌ mcp-google-calendar](https://github.com/am2rican5/mcp-google-calendar): Integrates with Google Calendar API for managing calendars and events with persistent OAuth token storage, enabling seamless scheduling, retrieval, and modification operations without repeated authentication.  (node) 

- [✅ @greirson/mcp-todoist](https://github.com/greirson/mcp-todoist): Integrates with Todoist API to manage tasks, projects, sections, and comments with support for bulk operations, natural language search, and comprehensive CRUD functionality.  (28 tools) (node) 

- [❌ samtools](https://github.com/sirusb/samtools_mcp): Provides a standardized interface for working with SAM/BAM/CRAM files.  (python) 

- [❌ spotify-mcp](https://github.com/boristopalov/spotify-mcp): Integrates with Spotify's API to control music playback, search for content, get detailed information, and manage queues directly within conversations.  (python) 

- [❌ chain-of-thought](https://github.com/beverm2391/chain-of-thought-mcp-server): Exposes raw reasoning tokens from language models through Groq's API, allowing users to see the step-by-step thinking process within  tags before receiving final answers.  (python) 

- [❌ dicom](https://github.com/christianhinge/dicom-mcp): Enables interaction with medical imaging systems through DICOM networking protocols for querying patient information, studies, series, and instances, as well as extracting text from encapsulated PDF documents.  (python) 

- [❌ nsaf-(neuro-symbolic-autonomy-framework)](https://github.com/ariunbolor/nsaf-mcp-server): Enables AI systems to evolve and optimize neural network architectures through self-constructing meta-agents that adapt to different problem domains using TensorFlow-powered evolutionary algorithms.  (python) 

- [❌ langchain-mcp](https://github.com/rectalogic/langchain-mcp): Use MCP tools within LangChain-powered applications.  (python) 

- [❌ mcp-pandoc](https://github.com/vivekvells/mcp-pandoc): Document format conversion using Pandoc, enabling transformation of content between PDF, HTML, Markdown, .docx, .rst, .epuc, .latex, and more.   (python) 

- [❌ bci-mcp-(brain-computer-interface)](https://github.com/enkhbold470/bci-mcp): Enables AI systems to receive and process neural signals from multiple EEG devices through real-time signal processing, providing brain activity data for more intuitive human-AI interactions.  (python) 

- [❌ kroger-mcp](https://github.com/cupofowls/kroger-mcp): Integrates with Kroger's grocery shopping API to enable store location management, product search with pricing and aisle information, cart operations, and order history management through OAuth2 authentication and local cart tracking.  (python) 

- [✅ mcp-server-novacv](https://github.com/hiretechupup/mcp-server-novacv): Integrates with NovaCV API to generate, analyze, and convert resumes in various formats without dealing with complex document formatting  (4 tools) (node) 

- [❌ tts-mcp](https://github.com/nakamurau1/tts-mcp): Enables high-quality voice generation from text using OpenAI's TTS API with customizable voices, formats, and speech parameters for seamless audio playback during conversations.  (node) 

- [❌ voice-recorder-(whisper)](https://github.com/defibax/mcp_servers): Integrates with OpenAI's Whisper model to provide voice recording and transcription capabilities for applications requiring speech-to-text functionality.  (python) 

- [❌ whissle](https://github.com/whissleai/whissle-mcp): Integrates with Whissle's speech processing API to enable speech-to-text transcription with timestamps and speaker diarization, machine translation between languages, and text summarization using LLM models.  (python) 

- [❌ safetyculture](https://github.com/zerubroberts/safetyculture-mcp-server): Provides a bridge to the SafetyCulture API, enabling querying and analysis of workplace safety inspection data for managers and compliance teams to gain actionable insights across different time periods.  (python) 

- [❌ mindm](https://github.com/robertzaufall/mindm-mcp): MindManager integration for automation on Windows + macOS  (python) 

- [✅ linear-mcp-server](https://github.com/mckaywrigley/takeoff-linear-mcp-server): Provides a bridge to the Linear project management platform, enabling task creation, tracking, and workflow management through robust API interactions and comprehensive error handling.  (5 tools) (node) 

- [❌ email-validator](https://github.com/abhi5h3k/mcp-email-verify): Validates email addresses through Abstract API, checking format, deliverability, and identifying disposable or role-based addresses to reduce bounces and prevent fake signups.  (python) 

- [❌ rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq): Integrates RabbitMQ, enabling message queue operations for distributed systems and event-driven architectures.  (python) 

- [❌ locust](https://github.com/qainsights/locust-mcp-server): Enables natural language control of Locust load testing operations, allowing configuration and execution of performance tests with customizable parameters for users, spawn rate, and test duration.  (python) 

- [❌ edge-text-to-speech](https://github.com/yuiseki/edge_tts_mcp_server): Provides a bridge to Microsoft's Edge Text-to-Speech service for converting text into natural-sounding speech across multiple languages with customizable parameters, returning audio in MP3 format.  (python) 

- [❌ make-mcp](https://github.com/rorymb/make_mcp): Simplifies the creation of custom MCP servers through natural language requests, providing documentation on implementation structure, components, and best practices without requiring technical expertise.  (python) 

- [✅ @thomaswawra/server-spotify](https://github.com/superseoworld/mcp-spotify): Integrates with Spotify Web API to enable music search, playback control, and playlist management for applications needing music data and content access.  (26 tools) (node) 

- [✅ @kunihiros/patsnap-mcp](https://github.com/kunihiros/patsnap-mcp): Integrates with PatSnap's patent analytics API to provide structured access to patent trends, competitive intelligence, and innovation research through specialized tools for technology scouting and landscape analysis.  (10 tools) (node) 

- [❌ ollama](https://github.com/vincentf305/mcp-server-ollama): Bridges to Ollama, enabling local language model capabilities for writing assistance, code generation, and data analysis.  (python) 

- [✅ @nutrient-sdk/dws-mcp-server](https://github.com/pspdfkit/nutrient-dws-mcp-server): Integrates with Nutrient Document Web Services API to provide PDF manipulation, digital signing, and document processing capabilities across multiple file formats including Office documents and images.  (3 tools) (node) 

- [❌ odoo-mcp-improved](https://github.com/hachecito/odoo-mcp-improved): Integrates with Odoo ERP systems through XML-RPC to enable business process automation across sales, purchasing, inventory, and accounting modules with tools for creating orders, managing invoices, and generating financial reports.  (python) 

- [❌ esignatures](https://github.com/esignaturescom/mcp-server-esignatures): Integrates with the eSignatures.com API to simplify contract and document management, enabling creation, querying, and handling of digital contracts and signatures.  (python) 

- [❌ aqicn-air-quality](https://github.com/mattmarcin/aqicn-mcp): Integrates with the World Air Quality Index API to retrieve real-time air quality data for cities and monitoring stations globally.  (python) 

- [❌ elfproxy-dynamic-ip](https://github.com/elfproxy/proxy-pool-mcp-server): Provides a bridge to ElfProxy's dynamic IP proxy service for retrieving country-specific proxy IPs, enabling IP rotation, geo-targeting, and bypassing regional restrictions.  (java) 

- [✅ mcp-server-giphy](https://github.com/magarcia/mcp-server-giphy): Allows AI models to search, retrieve, and utilize GIFs from Giphy.  (3 tools) (node) 

- [❌ fl-studio](https://github.com/veenastudio/flstudio-mcp): Enables direct AI interaction with FL Studio's MIDI and recording capabilities through encrypted MIDI messages, democratizing music creation by bridging digital audio workstations with intelligent assistants.  (python) 

- [❌ nexonco-(civic-precision-oncology)](https://github.com/nexgene-research/nexonco-mcp): Connects to the CIViC GraphQL API for precision oncology research, enabling flexible searches across diseases, therapies, molecular profiles, and phenotypes with detailed evidence reports and literature citations.  (python) 

- [✅ strateegia-mcp-server](https://github.com/filipecalegario/mcp-server-strateegia): Provides a bridge to the Strateegia API, enabling quick retrieval of project workspace details through a single tool for listing projects and integrating collaborative data directly into workflows.  (1 tools) (node) 

- [❌ hangul-word-processor](https://github.com/jkf87/hwp-mcp): Enables direct creation, editing, and formatting of Korean documents in Hangul Word Processor (HWP) format through Python or Node.js interfaces that control the HWP COM interface.  (python) 

- [❌ biodiversity](https://github.com/mikkohei13/mcp-biodiversity): Provides a simple interface for adding numbers and generating personalized greetings using FastMCP framework and custom helper functions.  (python) 

- [❌ four-in-a-row](https://github.com/jeffreygroneberg/mcp-fiar): Implements a Four-in-a-Row (Connect Four) game with RESTful API endpoints for creating games, making moves, checking win conditions, and managing game state with support for custom board dimensions and persistent storage.  (java) 

- [❌ synthcal-(supabase-calendar)](https://github.com/stephenvertex/synth-scheduler-mcp): Provides a bridge between natural language and calendar management through Supabase, enabling event creation, updating, deletion, and listing without switching contexts.  (python) 

- [❌ qq-music](https://github.com/samge0/mcp-qqmusic-test-server): Provides a bridge to QQ Music API for searching, playing, and managing music playlists through natural language interactions without dealing with underlying API complexities.  (python) 

- [❌ second-opinion](https://github.com/procreations-official/second-opinion): Enables getting second opinions from multiple AI models across OpenAI, Google Gemini, xAI Grok, and Anthropic Claude platforms with conversation history management and cross-platform response comparison for improved decision making and research validation.  (python) 

- [✅ ai-expert-workflow-mcp](https://github.com/bacoco/ai-expert-workflow-mcp): Facilitates structured product development through specialized AI roles (Product Manager, UX Designer, Software Architect) that generate documentation and convert requirements into actionable tasks.  (3 tools) (node) 

- [❌ kaltura](https://github.com/zoharbabin/kaltura-mcp): Enables Large Language Models to interact with the Kaltura Media Management Platform, providing comprehensive media operations like listing, retrieving, uploading, and managing media entries, categories, and users through multiple transport mechanisms.  (python) 

- [❌ tmf620-product-catalog-management](https://github.com/oopsyz/mcp): Integrates with TMF620 Product Catalog Management API to enable listing, retrieving, and creating catalogs, product offerings, and specifications for e-commerce or telecom service providers.  (python) 

- [❌ ask-human-mcp](https://github.com/masony817/ask-human-mcp): Enables escalation of questions to humans through a markdown file-based workflow that prevents hallucinations by providing direct human-in-the-loop responses for critical decisions like database passwords, API endpoints, or architectural choices.  (python) 

- [✅ mcp-server-ens](https://github.com/justaname-id/ens-mcp-server): Integrates with the Ethereum Name Service to resolve ENS names to addresses, perform lookups, retrieve records, check availability, get prices, and explore name history through configurable Ethereum network providers.  (8 tools) (node) 

- [❌ multi-llm-cross-check](https://github.com/lior-ps/multi-llm-cross-check-mcp-server): Provides a unified interface for querying multiple LLM providers simultaneously, enabling side-by-side response comparison for fact-checking, gathering diverse perspectives, or evaluating different models' capabilities.  (python) 

- [❌ elevenlabs](https://github.com/mamertofabian/elevenlabs-mcp-server): Integrates with ElevenLabs API to provide text-to-speech capabilities for generating high-quality audio from text using multiple voices and customizable speech parameters.  (python) 

- [❌ rocq](https://github.com/angrysky56/mcp-rocq): Integrates the Coq proof assistant with natural language inputs to enable automated dependent type checking, inductive type definition, and property proving for formal verification and theorem proving tasks.  (python) 

- [✅ deepseek-thinker-mcp](https://github.com/ruixingshi/deepseek-thinker-mcp): Integrates with DeepSeek Thinker model to enable chain-of-thought reasoning and complex problem-solving for applications requiring advanced cognitive capabilities.  (1 tools) (node) 

- [❌ image-toolkit](https://github.com/kira-pgr/promptshopmcp): Provides image manipulation capabilities through Gemini models and third-party APIs for generating images from text, modifying existing images, and removing backgrounds with automatic FreeImage.host uploading.  (python) 

- [❌ nefino](https://github.com/nefino/mcp-nefino): Integrates with the Nefino API to retrieve and filter news about German renewable energy projects, supporting market analysis, policy tracking, and environmental impact assessments.  (python) 

- [❌ fashion-recommendation-system](https://github.com/attarmau/styleclip): Analyzes fashion images using CLIP to extract clothing attributes like style, color, and fabric, then generates personalized recommendations based on detected tags and user behavior.  (python) 

- [❌ mcp-ankiconnect](https://github.com/samefarrar/mcp-ankiconnect): Integrates Anki flashcard functionality, enabling natural language interactions for spaced repetition learning within conversations.  (python) 

- [✅ @pinkpixel/taskflow-mcp](https://github.com/pinkpixel-dev/taskflow-mcp): Task management system that breaks down user requests into structured tasks with subtasks, dependencies, and notes, requiring explicit approval before proceeding to ensure systematic tracking and user control.  (17 tools) (node) 

- [✅ todoist-mcp-server](https://github.com/stevengonsalvez/todoist-mcp): Provides a bridge to the Todoist task management platform, enabling advanced project and task management capabilities like creating tasks, organizing projects, managing deadlines, and team collaboration.  (33 tools) (node) 

- [❌ time-mcp-local](https://github.com/conechoai/time-mcp-local): Provides time and timezone conversion capabilities, enabling current time retrieval and timezone conversions using IANA names for accurate and localized time-based functionalities.  (python) 

- [❌ things-app](https://github.com/hald/things-mcp): Integrates with the Things task management app to enable natural language queries and updates for tasks, projects, and areas.  (python) 

- [✅ @kajirita2002/esa-mcp-server](https://github.com/kajirita2002/esa-mcp-server): Provides a bridge to esa's API for document management, enabling search, creation, updates, and deletion of posts and comments with member management and categorization capabilities  (9 tools) (node) 

- [❌ linkedin-job-assistant](https://github.com/rayyan9477/linkedin_mcp): Integrates with LinkedIn to automate job searching, profile viewing, resume generation, and job applications with tailored resume and cover letter creation features.  (python) 

- [❌ powerpoint](https://github.com/supercurses/powerpoint): Create PowerPoint presentations leveraging TogetherAI image generation  (python) 

- [✅ heybeauty-mcp](https://github.com/chatmcp/heybeauty-mcp): Provides a bridge between virtual try-on technology and clothing visualization, enabling users to see how selected items would look on them through image processing and metadata-rich clothing resources.  (2 tools) (node) 

- [❌ videocapture](https://github.com/13rac1/videocapture-mcp): Provides webcam access for capturing still images with camera control features including brightness adjustment, resolution settings, and basic image transformations through OpenCV  (python) 

- [❌ cort-mcp](https://github.com/kunihiros/cort-mcp): Implements Chain-of-Recursive-Thoughts methodology that enhances reasoning by making models argue with themselves across multiple rounds, using multi-LLM inference for deeper problem-solving.  (python) 

- [❌ time](https://github.com/sidharthrajaram/time-mcp): Provides current time and date information.  (python) 

- [❌ ffmpeg](https://github.com/amoldericksoans/ffmpeg-mcp): Enables multimedia processing operations using FFmpeg, allowing direct manipulation of audio and video files for tasks like trimming, conversion, extraction, and watermarking without leaving the conversation interface.  (python) 

- [❌ malaysia-prayer-time](https://github.com/amanasmuei/mcp-server-malaysia-prayer-time): Provides accurate Islamic prayer times for Malaysia by integrating with the waktusolat.app API, offering tools to retrieve prayer schedules, list geographical zones, and get current prayer status information.  (python) 

- [❌ mcp-server-replicate](https://github.com/gerred/mcp-server-replicate): Integrates with Replicate API to provide seamless access to diverse machine learning models for inference and result retrieval across various domains.  (python) 

- [❌ sandbox-fusion](https://github.com/happyzym/sandbox-fusion-mcp): Connects AI models to Sandbox Fusion environments for testing, training, and demonstrating agent interactions with simulated worlds  (python) 

- [❌ school-tools-(canvas-&-gradescope)](https://github.com/54yyyu/school-mcp): Integrates with Canvas and Gradescope to help students track assignment deadlines, add them to macOS Reminders, and manage course materials across multiple learning platforms.  (python) 

- [❌ mochi-flashcards](https://github.com/d42me/mochi-flashcards-mcp-server): Bridges the Mochi Cards flashcard application with natural language interfaces, enabling creation and management of flashcards with markdown content, tags, and full CRUD operations without switching contexts.  (python) 

- [❌ selector-ai](https://github.com/automateyournetwork/selector-mcp-server): Bridges Cisco's Selector AI platform with natural language interaction, enabling direct access to Selector's capabilities without switching contexts.  (python) 

- [❌ systems-modeling](https://github.com/lethain/systems-mcp): Enables systems modeling and visualization by running simulations based on specifications and loading documentation to help generate better models without requiring deep knowledge of the underlying library.  (python) 

- [✅ @ibraheem4/eventbrite-mcp](https://github.com/lucitra/eventbrite-mcp): Integrates with Eventbrite's API for event searching, detail retrieval, venue information access, and category exploration, enabling streamlined event discovery, planning, and analysis.  (4 tools) (node) 

- [❌ sudoku-solver](https://github.com/skywalker-harrison/mcp-soduku): Enables users to add, solve, and store Sudoku puzzles with advanced parsing, solving, and grid management tools for puzzle enthusiasts and game developers.  (python) 

- [❌ music-analysis](https://github.com/hugohow/mcp-music-analysis): Integrates librosa's audio processing capabilities to provide detailed music and audio analysis tools for extracting features like tempo, spectral characteristics, and onset detection directly within conversations.  (python) 

- [❌ pymol](https://github.com/vrtejus/pymol-mcp): Enables direct interaction with PyMOL molecular visualization software for executing commands, manipulating structures, and analyzing molecular data through a socket connection that translates natural language to PyMOL-compatible Python code.  (python) 

- [❌ rfk-jr-gateway](https://github.com/voitta-ai/mcp-voitta-gateway): Bridges campaign tools and data to enable dynamic tool registration, endpoint discovery, and information retrieval for RFK Jr's presidential campaign.  (python) 

- [❌ bos-(basic-orchestration-system)](https://github.com/gooboot/mcp-bos): Modular server framework for building and managing extensible MCP services through a configuration-based approach that simplifies module loading and registration.  (python) 

- [❌ replicate](https://github.com/tzafrir/mcp-server-replicate): Integrates with Replicate to provide access to AI models for image generation, with features like parameter customization and output resizing.  (python) 

- [❌ deepseek](https://github.com/vincentf305/mcp-server-deepseek): Integrates with Deepseek models via a simple API bridge.  (python) 

- [✅ meme-mcp](https://github.com/haltakov/meme-mcp): Enables meme generation through the ImgFlip API with a single tool that accepts template ID and text placeholder parameters for creating custom memes directly within conversations.  (1 tools) (node) 

- [❌ coding-todo](https://github.com/dennismartis/mcp-todo): Integrates project management tools for viewing, adding, updating, and deleting todo items with priority setting, tagging, and project assignment capabilities, enabling efficient task tracking and AI-assisted prioritization for software development workflows.  (python) 

- [❌ allure-test-reports](https://github.com/crisschan/mcp-allure): Provides a bridge to Allure test reports, enabling access to test execution data including test cases, steps, statuses, and timestamps through a structured API for analysis and custom reporting.  (python) 

- [❌ hashnode](https://github.com/sbmagar13/hashnode-mcp-server): Create, update, and search Hashnode articles directly through Claude or other MCP clients.  (python) 

- [❌ internet-speed-test](https://github.com/inventer-dev/mcp-internet-speed-test): Measures network performance metrics including download speed, upload speed, latency, and jitter through configurable test endpoints that adapt to different testing scenarios and environments.  (python) 

- [❌ chain-of-draft](https://github.com/stat-guy/chain-of-draft): Implements Chain of Draft reasoning to generate concise intermediate steps for efficient, token-optimized problem-solving across various domains, offering tools for both CoD and Chain of Thought methods with adaptive complexity estimation and format enforcement.  (python) 

- [❌ hippycampus-(openapi-tools)](https://github.com/cromwellian/hippycampus): Converts OpenAPI specifications into LangChain tools, enabling AI assistants to interact with existing REST APIs without custom implementation  (python) 

- [✅ coda-mcp](https://github.com/orellazri/coda-mcp): Provides a bridge between AI and Coda documents, enabling listing, creating, reading, updating, and duplicating pages for collaborative document management and content creation.  (9 tools) (node) 

- [✅ @mtane0412/perspective-mcp-server](https://github.com/mtane0412/perspective-mcp-server): Integrates with Perspective API to analyze text toxicity and provide content moderation across multiple languages for enhanced online safety.  (2 tools) (node) 

- [✅ dubco-mcp-server](https://github.com/gitmaxd/dubco-mcp-server-npm): Provides a streamlined interface for creating, updating, and deleting short links through the Dub.co URL shortening service with robust error handling and automatic domain selection.  (3 tools) (node) 

- [❌ dify-tools-bridge](https://github.com/junjiem/dify-plugin-mcp_compat_dify_tools): Bridges Dify's tool ecosystem with MCP-compatible assistants, enabling organizations to extend their existing Dify tool configurations without duplication.  (python) 

- [❌ pet-adoption-scheduler](https://github.com/zeeroiq/pet-adoption-scheduling-service): Enables scheduling pet adoption appointments by providing a tool that returns a future timestamp when given a pet ID and name.  (java) 

- [❌ mcp-toolhouse](https://github.com/secretiveshell/mcp-toolhouse): Integrates with Toolhouse platform to provide access to diverse utilities for developers and teams incorporating AI-assisted tasks.  (python) 

- [❌ think_mcp](https://github.com/rai220/think-mcp): Provides a lightweight 'think' tool for structured reasoning, enabling LLMs to pause, log thoughts, and improve multi-step problem solving without obtaining new information.  (python) 

- [❌ just-prompt-(multi-llm-provider)](https://github.com/disler/just-prompt): Unified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel prompt sending and response file saving capabilities.  (python) 

- [❌ spotify](https://github.com/varunneal/spotify-mcp): Control music playback and access Spotify's music data.  (python) 

- [❌ audio-player](https://github.com/here-and-tomorrow-llc/audio-player-mcp): Enables audio playback control on your computer through a secure, directory-isolated interface that can play MP3, WAV, and OGG files from a designated folder.  (python) 

- [❌ gemini](https://github.com/amitsh06/mcp-server): Integrates with Google's Gemini API to enable text generation, analysis, and chat conversations through a Flask-based RESTful server that securely manages API keys via environment variables.  (python) 

- [❌ rocketmq](https://github.com/francisoliverlee/rocketmq-mcp): Manage RocketMQ message queues.  (java) 

- [❌ gemini-collaboration](https://github.com/raiansar/claude_code-gemini-mcp): Enables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model pair programming workflows.  (python) 

- [❌ mcp-server-calculator](https://github.com/githejie/mcp-server-calculator): Provides a secure mathematical expression evaluation service using Python's AST module for basic operations without relying on eval(), enabling quick calculations within conversations.  (python) 

- [✅ @missionsquad/mcp-helper-tools](https://github.com/missionsquad/mcp-helper-tools): Provides utility functions for encoding/decoding, geolocation, cryptography, QR code generation, and timezone conversions with intelligent caching and rate limiting for optimized external API access.  (14 tools) (node) 

- [❌ a2a-mcp-server](https://github.com/gongrzhe/a2a-mcp-server): Bridges Google's Agent-to-Agent protocol with MCP, enabling agent discovery, registration, message sending, and task management through protocol translation between A2A's JSON-RPC messaging and MCP's tool-based interface.  (python) 

- [❌ grpc-reflection](https://github.com/wricardo/grpcurl-mcp): Integrates with gRPC services using grpcurl, enabling method invocation, service listing, and description with custom header support for versatile API interactions.  (go) 

- [❌ needle](https://github.com/needle-ai/needle-mcp): Bridges Needle AI platform with MCP servers to enable advanced natural language processing and machine learning capabilities.  (python) 

- [✅ @tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear): Bridges Linear project management system with natural language interaction, enabling issue tracking, project workflows, and team management without context switching.  (32 tools) (node) 

- [❌ radarr-and-sonarr](https://github.com/berrykuipers/mcp_services_radarr_sonarr): Integrates with Radarr and Sonarr to enable natural language querying and filtering of movie and TV show collections by various criteria like year, watched status, and actors.  (python) 

- [❌ websocket-enhancer](https://github.com/virajsharma2000/mcp-websocket): Combines a standard server with WebSocket functionality to enable real-time data updates and efficient asynchronous operations for applications requiring both traditional interactions and data streaming capabilities.  (python) 

- [❌ personal-assistant](https://github.com/zhangzhongnan928/mcp-pa-ai-agent): Integrates with external services like Google APIs, Home Assistant, and DuckDuckGo to provide a modular framework for calendar management, task tracking, email handling, knowledge retrieval, and smart home control.  (python) 

- [❌ stk-(ansys/agi-systems-tool-kit)](https://github.com/alti3/stk-mcp): Enables natural language control of Ansys/AGI STK for space mission planning, satellite configuration, and orbit analysis through a Python-based bridge to the simulation software.  (python) 

- [❌ sequential-story](https://github.com/dhkts1/sequentialstory): Provides structured problem-solving tools through Sequential Story and Sequential Thinking approaches, enabling narrative-based or Python-implemented thought sequences with branching and visual formatting capabilities for enhanced memory retention.  (python) 

- [❌ toolhouse](https://github.com/toolhouse-community/mcp-server-toolhouse): Allows you to connect MCP clients with Toolhouse.ai's tools  (python) 

- [❌ cgv-cinema](https://github.com/t-rekttt/cgv-mcp): Integrates with CGV Cinema's API to provide movie showtimes, cinema locations, and seat availability information for planning cinema outings through conversational interfaces.  (python) 

- [❌ uniprot](https://github.com/takumiy235/uniprot-mcp-server): Integrates with UniProt API to provide cached protein information for bioinformatics applications and protein research.  (python) 

- [❌ say-(text-to-speech)](https://github.com/blacktop/mcp-tts): Provides text-to-speech capabilities through both native system voices and ElevenLabs integration, enabling vocalization of responses without leaving the conversation interface.  (go) 

- [✅ @kazuph/mcp-screenshot](https://github.com/kazuph/mcp-screenshot): An MCP server that captures screenshots and performs OCR text recognition.  (1 tools) (node) 

- [❌ open-deep-research](https://github.com/microsoft/semanticworkbench/tree/HEAD/mcp-servers/mcp-server-open-deep-research): Wraps the HuggingFace Open Deep Research project, built on their smolagents library, making the project available for use with MCP clients, such as AI assistants.  (python) 

- [❌ spring-i/o](https://github.com/danvega/spring-io-mcp): Provides access to Spring I/O 2025 conference session data including talks, workshops, speakers, room assignments, and scheduling details for building conference navigation tools and scheduling assistants.  (java) 

- [❌ medrxiv-research](https://github.com/jackkuo666/medrxiv-mcp-server): Provides a specialized interface for searching and retrieving medical research articles from medRxiv using keyword-based searches, advanced filtering, and DOI metadata retrieval.  (python) 

- [❌ kicad](https://github.com/lamaalrajih/kicad-mcp): Enables Claude to analyze and validate KiCad electronic design projects through PCB visualization, design rule checking, and schematic analysis for improved troubleshooting and manufacturing preparation.  (python) 

- [❌ fiware-context-broker](https://github.com/dncampo/fiware-mcp-server): Bridges AI assistants with FIWARE Context Brokers, enabling natural language interaction with IoT data for querying, publishing, and updating information in NGSI-LD format.  (python) 

- [❌ microsoft-word](https://github.com/microsoft/semanticworkbench/tree/HEAD/mcp-servers/mcp-server-word): Interact with Microsoft Word.  (python) 

- [❌ taskmate](https://github.com/newaitees/taskmateai): Enables dynamic task creation, tracking, and organization across multiple agents and projects using FastAPI and LangChain, with robust JSON-based task management and flexible operational capabilities.  (python) 

- [❌ employee-leave-manager](https://github.com/ahmad-act/local-ai-with-ollama-open-webui-mcp-on-windows): Provides containerized employee leave management with tools for checking balances, applying for leave with specific dates, and retrieving leave history from an in-memory database.  (python) 

- [❌ @sanity/mcp-server](https://github.com/sanity-io/sanity-mcp-server): Integrates with Sanity CMS to enable direct content creation, querying, and management through specialized tools for documents, datasets, schemas, releases, and embeddings  (node) 

- [✅ @chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol): MCP Server that connects AI agents to Chargebee platform.  (2 tools) (node) 

- [❌ java-conferences](https://github.com/miliariadnane/javaconf-mcp-server): Provides access to Java conference information by parsing GitHub-hosted markdown files, enabling filtering by year to discover upcoming events, track CFP deadlines, and find conferences in specific locations.  (java) 

- [❌ agent-construct](https://github.com/batteryshark/agent_construct): Lightweight server enabling dynamic tool extension with JavaScript web scraping, Gemini search, and flexible configuration management for rapid prototyping of external tool capabilities.  (python) 

- [❌ notion-markdown](https://github.com/karaage0703/notion-mcp-light): Integrates with Notion to provide simplified access to workspace content through Markdown conversion for easy retrieval and manipulation of databases and pages.  (python) 

- [❌ openapi-transformer](https://github.com/loopwork-ai/emcee): Transforms OpenAPI specifications into ready-to-use tools that enable seamless interaction with REST APIs through automatic endpoint mapping, authentication handling, and response formatting.  (go) 

- [❌ joomla-articles](https://github.com/nasoma/joomla-mcp-server): Enables AI to create, update, and manage Joomla website articles through specialized tools for retrieving content, converting markdown to HTML, and controlling publication states via the Joomla Web Services API.  (python) 

- [❌ random-number-generator](https://github.com/shahanneda/wallpaper-mcp): Provides random number generation capabilities for generating integers and floats within specified ranges, suitable for simulations, games, or statistical sampling.  (python) 

- [❌ pdf-to-png](https://github.com/truaxki/mcp-pdf2png): Integrates with pdf2image to convert PDF documents to PNG images.  (python) 

- [❌ siliconflow-voice-transcription](https://github.com/aio-2030/mcp-audio): Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores for AI workflows.  (python) 

- [❌ markitdown](https://github.com/korigamik/markitdown_mcp_server): Converts diverse file formats to Markdown using MarkItDown utility, enabling unified text-based workflows for content migration, documentation, and analysis.  (python) 

- [❌ computer-vision-tools](https://github.com/omidsrezai/cv-mcp-tools): Provides computer vision capabilities including image generation, OCR text extraction, and object detection through containerized Docker services with MinIO integration for image storage and retrieval.  (python) 

- [❌ confluence-data-center](https://github.com/masna-ai/mcp-confluence-server): Integrates with Confluence Data Center to enable direct access to content through operations like searching, retrieving, creating, updating, and deleting pages without switching contexts.  (python) 

- [❌ dust](https://github.com/ma3u/mcp-server-dust-py): Provides a bridge between Claude and the Dust.tt AI agent platform, integrating a SystemsThinking agent specialized in cognitive neuroscience and problem-solving strategies for advanced interaction and reasoning capabilities.  (python) 

- [❌ any-openapi](https://github.com/baryhuang/mcp-server-any-openapi): Integrates with any OpenAPI-compliant service using dynamic tool generation and vector-based semantic search for efficient API operation discovery and interaction.  (python) 

- [❌ api-tester-(openai)](https://github.com/vikrant-khedkar/api-tester-mcp): Integrates with OpenAI's APIs to provide tools for API testing, text generation, image creation, and HTTP request handling within applications.  (python) 

- [❌ idgen-(unique-identifier-generator)](https://github.com/syumai/mcp/tree/HEAD/idgen-mcp-server): Provides four distinct ID generation tools (UUID, XID, ULID, and shortuuid) for creating unique identifiers in database entries, tracking systems, or distributed applications.  (go) 

- [❌ koi-agent-personality-network](https://github.com/blockscience/koi-mcp): KOI-MCP Integration enables distributed agent networks where AI personalities with distinct traits can discover and utilize each other's specialized capabilities through a coordinated registry system.  (python) 

- [❌ cleanuri-url-shortener](https://github.com/talismanic/cleanuri-url-shortener-mcp): Integrates with CleanURI API to transform long URLs into shortened links.  (python) 

- [❌ @llmindset/mcp-miro](https://github.com/evalstate/mcp-miro): A Model Context Protocol server to connect to the MIRO Whiteboard Application  (node) 

- [❌ dicom-connectivity](https://github.com/fluxinc/dicom-mcp-server): Integrates with DICOM systems to provide connectivity testing and diagnostics for medical imaging workflows, enabling node listing, C-ECHO operations, and configuration management.  (python) 

- [❌ mcp-google-docs](https://github.com/phact/mcp-google-docs): Integrates with Google Docs to enable viewing, editing, and commenting on documents through Google OAuth authentication for collaborative content creation and review workflows.  (python) 

- [❌ shopify](https://github.com/siddhantbajaj/shopify-mcp-server): Integrates with Shopify to provide tools for retrieving product and customer data, enabling e-commerce analytics and automation without API complexities.  (python) 

- [❌ openapi-swagger-converter](https://github.com/ckanthony/openapi-mcp): Automatically converts Swagger/OpenAPI specifications into toolsets, enabling interaction with any API without additional coding through secure key management and dynamic request construction.  (go) 

- [✅ @wenbopan/things-mcp](https://github.com/bmpixel/things-mcp): Integrates with Things.app task management for macOS, enabling task and project creation with full metadata support, update operations including completion status, database export functionality, and summary generation through URL scheme and direct database access.  (6 tools) (node) 

- [❌ amazon-bedrock-nova](https://github.com/dvejsada/mcp_media_generator): Integrates Amazon Bedrock's Nova Canvas and Nova Reel models to create AI-generated images and videos, enabling streamlined media production for developers and content creators.  (python) 

- [❌ canon-camera-control](https://github.com/ish-joshi/canon-camera-mcp): Provides direct control over Canon cameras through the Canon Camera Control API, enabling remote adjustment of shooting settings like aperture, shutter speed, and ISO while retrieving live view images for real-time feedback on setting changes.  (python) 

- [❌ registry](https://github.com/redhat-ai-tools/mcp-registry-mcp): Provides a bridge to the MCP Registry service for checking server health, listing entries, retrieving details, and publishing new server implementations  (python) 

- [❌ metersphere-api-testing](https://github.com/metersphere/metersphere-mcp-server): Bridges AI systems with MeterSphere's testing platform, enabling natural language control of API testing, debugging, and documentation generation without leaving conversation context.  (java) 

- [❌ e-gonghun-(korean-military-service-records)](https://github.com/shinkeonkim/e-gonghun-mcp): Provides a bridge to the Korean military service records API for retrieving and verifying service history information with authentication and caching support  (python) 

- [❌ uuid-generator](https://github.com/conao3/python-mcp-uuid): Generates random UUID v4 strings on demand through a lightweight FastMCP server implementation.  (python) 

- [❌ outsource](https://github.com/gwbischof/outsource-mcp): Delegates text generation and image creation tasks to external AI models including OpenAI, Anthropic, Google, Groq, and DeepSeek, enabling access to alternative perspectives, specialized capabilities, and visual content generation.  (python) 

- [❌ resemble](https://github.com/obaid/resemble-mcp): Provides a bridge to the Resemble AI text-to-speech API, enabling dynamic voice generation for multimedia content through flexible server transport methods and voice model selection.  (python) 

- [❌ south-asia](https://github.com/igs-pochenkuo/southasia_mcp): Provides tools and utilities for IGS South Asia team operations through a Python-based server with modular architecture and basic endpoint functionality.  (python) 

- [❌ revitmcp](https://github.com/oakplank/revitmcp): Enables AI to interact directly with Revit models, allowing natural language querying, element creation, and complex model manipulation for architects and engineers.  (python) 

- [❌ google-forms](https://github.com/adarshp14/google-form-mcp-server): Enables creation and management of Google Forms through natural language requests, converting conversational inputs into structured form elements for surveys, feedback forms, and event registrations  (python) 

- [❌ chain-of-draft-prompt-tool](https://github.com/brendancopley/mcp-chain-of-draft-prompt-tool): Organizes prompts into structured, multi-step workflows through a chain execution system where outputs from one step become inputs for subsequent steps, enabling progressive refinement for complex tasks like research, code review, and documentation generation.  (python) 

- [❌ grpc-bridge](https://github.com/adiom-data/grpcmcp): Bridges AI assistants to gRPC backends by dynamically exposing service methods as tools through server reflection or pre-compiled protocol buffer descriptors.  (go) 

- [❌ hirebase-mcp](https://github.com/jhgaylor/hirebase-mcp): Integrates with HireBase Job API to enable job searching with extensive filtering options and detailed job information retrieval for career exploration and job seeking  (python) 

- [❌ unsplash](https://github.com/okooo5km/unsplash-mcp-server-go): Connects to Unsplash's API to enable photo searching with customizable filters, detailed image information retrieval, and random photo fetching for seamless imagery integration in conversations.  (go) 

- [❌ mozisu-character-counter](https://github.com/atotti/mozisu-mcp-server): Provides accurate character counting for text with special handling for multi-byte characters like Japanese text and emojis, returning both total and non-whitespace counts  (go) 

- [❌ signaturit](https://github.com/jmartin82/signaturit-mcp): Integrates with Signaturit API to enable electronic signature management, including creation, tracking, and workflow automation for digital document signing processes.  (go) 

- [❌ mcp-sleep](https://github.com/agentsworkingtogether/mcp-sleep): Enables AI systems to introduce timed pauses in execution flow, supporting both stdio and SSE transport methods with configurable timeout limits for time-based coordination and rate limiting.  (python) 

- [❌ blender](https://github.com/cwahlfeldt/blender-mcp): Integrates with Blender's Python API to enable natural language-driven 3D modeling, scene generation, and animation scripting within the Blender environment.  (python) 

- [❌ ygg-torrent-mcp](https://github.com/philogicae/ygg-torrent-mcp): Provides secure access to YggTorrent through an unofficial API wrapper, enabling torrent searching with category filtering, detailed metadata retrieval, and magnet link generation with automatic passkey injection for authenticated downloads.  (python) 

- [❌ raindrop.io](https://github.com/ddltn/raindrop-mcp-python): Integrates with Raindrop.io to enable natural language management of bookmarking collections and tags for streamlined organization workflows.  (python) 

- [❌ openscad-3d-model-generator](https://github.com/jhacksman/openscad-mcp-server): Transforms natural language descriptions into parametric 3D models through a pipeline of image generation, object segmentation, 3D modeling, and OpenSCAD code conversion for customizable 3D printing.  (python) 

- [❌ software-planning](https://github.com/jo-lion/software-planning-mcp): Enables systematic software project planning by breaking down complex tasks into manageable components, defining project structures, and creating implementation roadmaps through a Python-based FastMCP framework deployable via Docker or locally.  (python) 

- [❌ sequential-thinking](https://github.com/arben-adm/mcp-sequential-thinking): Implements structured step-by-step reasoning to break down and methodically analyze complex problems.  (python) 

- [❌ powerpoint-manager](https://github.com/h4ck4life/mcp-pptx-server): Enables creation and manipulation of PowerPoint presentations with customizable layouts, themes, and formatting options, saving files to an accessible user directory without requiring manual PowerPoint interaction.  (python) 

- [❌ ticketmaster-events](https://github.com/akshay23/local-events-mcp-server): Connects to Ticketmaster's Discover API to find upcoming events by artist, venue, location, or genre with ticket availability information, enabling users to discover local entertainment options and track favorite artists' tour schedules.  (python) 

- [❌ claude-enhancements](https://github.com/apoorvv/mcp-claude-enhancements): Extends Claude's capabilities with modular utility servers for greeting users, counting files, saving conversations, and managing context through a lightweight, configurable JSON interface.  (python) 

- [❌ flowise](https://github.com/matthewhand/mcp-flowise): Integrates Flowise chatflows and assistants with MCP, enabling seamless incorporation of AI-powered conversational interfaces into existing systems.  (python) 

- [❌ dify-workflow](https://github.com/hjlarry/dify-plugin-mcp_server): Transforms Dify workflow applications into function-enabled endpoints, allowing AI tools to interact with custom functions through a simple setup process that bridges Dify's capabilities with external systems.  (python) 

- [❌ readwise-reader](https://github.com/xinthink/reader-mcp-server): Integrates with Readwise Reader to retrieve saved documents from different locations (new, feed, archive, or library) based on time parameters using the FastMCP framework.  (python) 

- [❌ typecast-ai](https://github.com/neosapience/typecast-api-mcp-server-sample): Bridges to Typecast AI text-to-speech service, enabling high-quality voice synthesis with customizable emotional expression, volume, and playback speed for content creation and interactive voice applications.  (python) 

- [❌ dan-vega-courses](https://github.com/danvega/dv-courses-mcp): Lightweight Spring Boot server for retrieving and searching course details from Dan Vega's YouTube tutorials, providing easy access to educational content metadata.  (java) 

- [❌ ietf-rfc-documents](https://github.com/tizee/mcp-server-ietf): Provides access to IETF RFC documents, enabling efficient listing, searching, and retrieval with pagination and local caching for internet standards and protocol analysis.  (python) 

- [❌ mcp-simple-timeserver](https://github.com/andybrandt/mcp-simple-timeserver): Access accurate local and UTC time information.  (python) 

- [❌ agentrpc](https://github.com/agentrpc/agentrpc): A universal RPC layer for AI agents. Connect to any function, any language, any framework, in minutes.  (node) 

- [❌ todoist](https://github.com/johnxjp/todoist-mcp-python): Integrates with Todoist to enable task management including creation, retrieval, updates, and deletion with support for due dates, priorities, and labels through natural language commands.  (python) 

- [❌ yolo-computer-vision](https://github.com/gongrzhe/yolo-mcp-server): Enables computer vision capabilities using YOLO models for object detection, segmentation, classification, and pose estimation on images and camera feeds  (python) 

- [✅ tianji-mcp-server](https://github.com/msgbyte/tianji): Bridges AI assistants with the Tianji platform to enable survey management, including querying results, retrieving detailed information, and listing workspace surveys without navigating the Tianji interface.  (8 tools) (node) 

- [❌ mcp-slicer](https://github.com/zhaoyouj/mcp-slicer): Bridges medical professionals with 3D Slicer's medical imaging platform, enabling MRML node listing and direct Python code execution for advanced image analysis and visualization tasks.  (python) 

- [❌ plex-media-server](https://github.com/vladimir-tutin/plex-mcp-server): Integrates with Plex media servers to enable browsing, searching, and managing media libraries, including content querying, metadata editing, poster management, and playback control.  (python) 

- [❌ atla](https://github.com/atla-ai/atla-mcp-server): Provides a standardized interface for evaluating LLM responses against single or multiple criteria, returning both numerical scores and textual critiques  (python) 

- [❌ deepseek-reasoner](https://github.com/ygboy1986/aiclaude): Integrates DeepSeek's R1 reasoning engine with Claude, enabling complex problem-solving through a tool that processes queries and formats reasoning output within  tags.  (python) 

- [❌ mcp-datetime](https://github.com/zeparhyfar/mcp-datetime): Provides flexible, timezone-aware date and time formatting across various locales.  (python) 

- [❌ reaper](https://github.com/itsuzef/reaper-mcp): Bridges REAPER digital audio workstation with external tools, enabling comprehensive control for music production tasks including project management, track operations, MIDI composition, and mixing without direct interface navigation.  (python) 

- [❌ ms-word](https://github.com/famano/mcp-server-office): Integrates with Microsoft Word documents to enable reading, writing, and editing of text, tables, and images for automated document processing and content generation.  (python) 

- [❌ mcp-think-tool](https://github.com/dannymac180/mcp-think-tool): Provides a dedicated space for structured reasoning during complex problem-solving tasks, enabling models to maintain timestamped thought logs that can be reviewed, cleared, and analyzed for improved performance in tasks requiring long chains of reasoning.  (python) 

- [✅ @automation-ai-labs/mcp-wait](https://github.com/automation-ai-labs/mcp-wait): Provides a simple waiting functionality that pauses execution for specified durations (0-300 seconds) with progress reporting in 10% increments for synchronizing processes between tasks.  (1 tools) (node) 

- [✅ dart-mcp-server](https://github.com/its-dart/dart-mcp-server): Integrates with Dart's project management platform, enabling direct task and document management through a set of tools for creating, retrieving, updating, and filtering work items by various attributes.  (16 tools) (node) 

- [❌ polygon-mcp](https://github.com/dablclub/polygon-mcp): Integrates with the Polygon blockchain to enable cryptocurrency management, smart contract interaction, and transaction signing through a secure wallet connection using the user's seed phrase.  (node) 

- [❌ time-converter](https://github.com/clssck/mcp-time-server): Provides timezone conversion and time-related operations using IANA identifiers for accurate global time management across applications.  (python) 

- [❌ temporal-workflows](https://github.com/mocksi/temporal-mcp): Exposes Temporal workflows as tools for AI assistants, enabling organizations to leverage existing workflow infrastructure without custom integration code.  (go) 

- [❌ vllm-benchmark](https://github.com/eliovp-bv/mcp-vllm-benchmark): Benchmarks vLLM deployments by measuring throughput, latency, and token generation speed through natural language test configuration  (python) 

- [✅ @promptz/mcp](https://github.com/cremich/promptz-mcp): Provides a bridge to the promptz.dev platform, enabling direct access and seamless integration of prompts into developer workflows without manual copy-pasting.  (4 tools) (node) 

- [✅ @modelcontextprotocol/server-sequential-thinking](https://github.com/modelcontextprotocol/servers/blob/main/src/sequentialthinking): MCP server for sequential thinking and problem solving  (1 tools) (node) 

- [❌ chatterbox-tts](https://github.com/digitarald/chatterbox-mcp): Converts text to speech using either high-quality Chatterbox TTS neural models or macOS's built-in 'say' command with configurable expressiveness controls, automatic audio file management, and specialized prompts for daily haikus and code roasts.  (python) 

- [❌ kintone](https://github.com/macrat/mcp-server-kintone): Enables interaction with Kintone's low/no code platform for listing apps, reading app info, and performing CRUD operations.  (go) 

- [❌ anki-mcp](https://github.com/ujisati/anki-mcp): Integrates with Anki flashcard software to create, manage, and study flashcards through natural language interactions with your local Anki desktop application  (python) 

- [❌ @rijk/directus-mcp-server](https://github.com/rijkvanzanten/directus-mcp-server): Bridges AI tools with Directus headless CMS, enabling content operations through automatically generated tools based on your instance's schema  (node) 

- [❌ rosetta-symmetry](https://github.com/vrtejus/mcp-rosetta): Generates symmetry definition files from protein structures for computational modeling of symmetric protein complexes, supporting non-crystallographic, crystallographic, and helical symmetries with customizable parameters.  (python) 

- [❌ kokoro-tts](https://github.com/mberg/kokoro-tts-mcp): Converts text to speech using the Kokoro TTS engine with configurable voices, speeds, and languages, supporting both local storage and S3 cloud integration with automatic file cleanup.  (python) 

- [❌ claude-todo-emulator](https://github.com/joehaddad2000/claude-todo-emulator): Emulates Claude Code's task management system with persistent todo functionality, providing workspace-local storage and validation rules that ensure unique IDs and allow only one in-progress task at a time.  (python) 

- [❌ mcp-ollama](https://github.com/emgeee/mcp-ollama): Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs.  (python) 

- [❌ current-time](https://github.com/songjiayang/eino-mcp): Provides AI systems with current time information across different timezones through a simple tool that accepts location parameters and returns formatted time data.  (go) 

- [❌ claude-api](https://github.com/mlobo2012/claude_desktop_api_use_via_mcp): Integrates Claude API features, enabling direct API access, extended context windows, and advanced conversation management. Helpful to bypass standard daily limits of Claude.ai.  (python) 

- [❌ image-processor](https://github.com/ia-programming/mcp-images): Enables image retrieval, processing, and display from both URLs and local files with automatic compression and formatting for visual content integration.  (python) 

- [❌ dify-workflows](https://github.com/gotoolkits/mcp-difyworkflow-server): Integrates with the Dify API to enable AI-driven workflow execution and management for automated task processing and decision making across domains.  (go) 

- [❌ mcp-summarization-functions](https://github.com/braffolk/mcp-summarization-functions): Provides summarized output from various actions, optimizing token usage for efficient processing of large datasets and language models.  (node) 

- [❌ mcp-openapi-proxy](https://github.com/matthewhand/mcp-openapi-proxy): Dynamically exposes REST APIs defined by OpenAPI specifications as MCP tools, enabling seamless integration of external services into workflows.  (python) 

- [❌ govee](https://github.com/mathd/govee_mcp_server): Integrates with Govee smart lighting devices to enable natural language control of brightness, color, and power settings for home automation and ambient lighting scenarios.  (python) 

- [✅ @inkdropapp/mcp-server](https://github.com/inkdropapp/mcp-server): Integrates with Inkdrop's note-taking application to enable searching, reading, creating, and updating Markdown notes directly within conversations through seven specialized tools for managing notes, notebooks, and tags.  (7 tools) (node) 

- [❌ tpc-server](https://github.com/suttonwilliamd/tpc-server): TPC Server enables AI agents to document their reasoning processes, strategies, and actions through a structured system of Thoughts, Plans, and Changes, providing traceable operation history and transparent decision-making.  (python) 

- [❌ waifu-queue](https://github.com/waifuai/mcp-waifu-queue): Implements a conversational 'waifu' character server using Redis queue system for efficient handling of concurrent text generation requests with FastMCP and distilgpt2.  (python) 

- [❌ jmeter](https://github.com/qainsights/jmeter-mcp-server): Enables natural language execution of JMeter performance tests in both GUI and non-GUI modes, returning detailed results for automated load testing workflows.  (python) 

- [❌ screen-capture](https://github.com/syedazharmbnr1/claudemcpserver): Provides screen capture capabilities using PyAutoGUI to take, compress, and serve screenshots for analysis of the user's current screen content.  (python) 

- [✅ promptopia-mcp](https://github.com/lumile/promptopia-mcp): Manage, organize, and reuse prompt templates with variable substitution and multi-message conversation structures.  (7 tools) (node) 

- [❌ mistral-ocr](https://github.com/everaldo/mcp-mistral-ocr): Processes images and PDFs through Mistral AI's OCR API to extract text from visual documents, supporting both local files and URLs with Docker containerization for easy deployment.  (python) 

- [❌ davinci-resolve](https://github.com/tooflex/davinci-resolve-mcp): Integrates with DaVinci Resolve video editing software to enable direct access to projects, timelines, media pools, and color grading tools without switching between applications.  (python) 

- [❌ ifc-building-information-modeling](https://github.com/smartaec/ifcmcp): Integrates with IFC (Industry Foundation Classes) building information modeling files to extract entities, properties, spatial relationships, and geometric data for construction professionals analyzing architectural and engineering information.  (python) 

- [❌ speech-mcp-server](https://github.com/hammeiam/koroko-speech-mcp): Provides text-to-speech capabilities using the Kokoro TTS model, enabling natural-sounding voice output with customizable playback speed and voice selection through robust error handling and temporary file management.  (node) 

- [❌ tripo-mcp](https://github.com/vast-ai-research/tripo-mcp): Bridges AI systems with the Tripo 3D generation API, enabling text-to-3D model creation and manipulation through Blender addon integration for seamless 3D content creation workflows.  (python) 

- [❌ trinity](https://github.com/kklab-com/trinity-mcp): Bridges AI systems with Trinity's formula-based tools through a Go-based server that enables access to Trinity API capabilities via JSON-RPC interface  (go) 

- [❌ ttaat](https://github.com/ergodiclabs/twotruthsandatwist): Hosts an interactive 'Two Truths and a Twist' trivia game that manages rounds, tracks player scores, and provides tools for creating trivia content, submitting guesses, and revealing answers with explanations.  (python) 

- [❌ rqbit-mcp](https://github.com/philogicae/rqbit-mcp): Integrates with the rqbit BitTorrent client to enable torrent management operations including adding torrents via magnet links, monitoring download progress, and controlling torrent lifecycle with pause, start, delete, and forget commands.  (python) 

- [❌ chatgpt-(openai-gpt-4o)](https://github.com/automateyournetwork/chatgpt_mcp): Integrates with OpenAI's GPT-4o model to provide text analysis, summarization, and generation capabilities through a simple API for scenarios requiring complex processing beyond primary capabilities.  (python) 

- [❌ things-3](https://github.com/excelsier/things-fastmcp): Integrates with the Things 3 task management app to enable creating tasks, managing projects, and analyzing productivity patterns through natural language commands  (python) 

- [❌ neodb](https://github.com/xytangme/neodb-mcp): Integrates with NeoDB to fetch user data, search books, and retrieve book details, enabling book recommendations, reading list management, and literary analysis.  (python) 

- [❌ openapi](https://github.com/gujord/openapi-mcp): Automatically generates MCP tools from OpenAPI specifications, enabling direct access to third-party REST APIs with authentication, validation, and error handling capabilities.  (python) 

- [❌ llamaindex-documentation](https://github.com/run-llama/llamacloud-mcp): Provides a RAG-powered query interface to LlamaIndex documentation, delivering detailed responses with code examples using LlamaCloud's managed index service  (python) 

- [❌ think](https://github.com/technavii/mcp_think): Enhances Claude's reasoning capabilities with OpenAI's o3-mini model for multi-step analysis of complex problems while maintaining variables throughout extended reasoning chains.  (python) 

- [❌ mcp-gsuite](https://github.com/markuspfundstein/mcp-gsuite): Interact with Google Docs, Sheets, and other Workspace products.  (python) 

- [❌ home-assistant](https://github.com/voska/hass-mcp): Integrates with Home Assistant to enable natural language control of smart home devices, querying device states, troubleshooting automations, and summarizing home configurations through a Docker container that communicates with the Home Assistant API.  (python) 

- [❌ nexusmind](https://github.com/saptadey/nexusmind): Scientific reasoning server that processes complex queries through an eight-stage Graph-of-Thoughts approach, maintaining a multi-layer graph structure with confidence vectors that quantify certainty across multiple dimensions.  (python) 

- [❌ markdown-to-pdf-converter](https://github.com/seanivore/convert-markdown-pdf-mcp): Converts Markdown to styled PDFs, enabling creation of visually appealing documents with code highlighting and typography.  (python) 

- [❌ slidespeak](https://github.com/slidespeak/slidespeak-mcp): Generate presentations using the SlideSpeak API.  (python) 

- [❌ casual-mcp-server-words](https://github.com/casualgenius/mcp-servers/tree/HEAD/servers/words): Provides English word definitions, synonyms, and example usage through the Free Dictionary API for writing assistance and vocabulary building applications.  (python) 

- [❌ fibery-mcp-server](https://github.com/fibery-inc/fibery-mcp-server): Provides a flexible integration with the Fibery API, enabling querying, creating, and updating entities across collaborative work tracking platforms through standardized tools.  (python) 

- [✅ strapi-mcp](https://github.com/l33tdawg/strapi-mcp): Integrates with Strapi CMS to enable creating, reading, updating, and deleting content entries with support for filtering, pagination, sorting, and media uploads through URI-based resource patterns.  (19 tools) (node) 

- [❌ rhino-8](https://github.com/jingcheng-chen/rhinomcp): Enables direct control of Rhino 8's 3D modeling environment through a C# SDK-based server that exposes modeling operations for design workflow automation and conversational interfaces.  (python) 

- [❌ fal.ai](https://github.com/am0y/mcp-fal): Bridges AI systems with fal.ai's machine learning models and services, enabling image generation, media processing, and specialized AI capabilities through direct or queued execution modes with authentication and file management support.  (python) 

- [❌ k6-load-testing](https://github.com/qainsights/k6-mcp-server): Enables natural language-driven k6 load testing with configurable parameters for duration and virtual user count, bridging conversational interfaces with performance testing workflows.  (python) 

- [❌ screenshot-capture](https://github.com/codingthefuturewithai/screenshot_mcp_server): Lightweight cross-platform screenshot capture server enabling visual context retrieval through automatic JPEG compression and flexible stdio/SSE transport modes.  (python) 

- [❌ qgis](https://github.com/jjsantos01/qgis_mcp): Enables AI systems to perform complex GIS operations in QGIS through a socket-based architecture that exposes geospatial capabilities like adding layers, executing processing algorithms, and rendering maps.  (python) 

- [❌ reddit](https://github.com/wllcnm/mcp-reddit): Integrates with Reddit's API using PRAW to enable retrieving and posting content, managing subreddits, and analyzing user data for applications like sentiment analysis and trend monitoring.  (python) 

- [❌ encoding](https://github.com/patrickkalkman/encoding-devops): Integrates with an encoding API to enable encoding-related operations like data compression and format conversion, supporting secure API key management and efficient request handling.  (python) 

- [❌ alexa-shopping-list](https://github.com/thesethrose/alexa-shopping-list): Connects to Amazon's Alexa shopping list backend, enabling viewing, adding, deleting, and marking items as complete or incomplete through a FastAPI bridge.  (python) 

- [❌ script-generator](https://github.com/pratik-kumar-cse/script-generation-mcp): Generates professional video scripts using a multi-agent workflow with OpenAI's GPT-4o and Tavily's research capabilities, enabling efficient content creation across various topics.  (python) 

- [❌ xingchen-workflow-orchestration](https://github.com/hygao1024/xingchen-mcp-server): Bridges AI assistants with iFlytek's workflow orchestration system, enabling complex business automation tasks through configurable sequential, parallel, loop, and nested execution modes.  (python) 

- [❌ deepseek-r1-reasoning](https://github.com/moyu6027/deepseek-mcp-server): Integrates with DeepSeek's R1 reasoning engine to enable advanced cognitive modeling and multi-step reasoning capabilities for complex problem-solving across various domains.  (python) 

- [❌ cheerlights](https://github.com/cheerlights/cheerlights-mcp): Connects Claude to the CheerLights IoT ecosystem, enabling retrieval of current colors and history from the global light synchronization project through the ThingSpeak API.  (python) 

- [❌ docbase](https://github.com/shogo-ma/docbase-mcp-server): Connects AI systems to DocBase document management platform for searching, retrieving, creating, and updating posts through a clean Go-based API requiring minimal configuration.  (go) 

- [❌ hackmd-mcp](https://github.com/yuna0x0/hackmd-mcp): Integrates with HackMD API to enable document creation, reading, updating, and deletion within collaborative markdown environments through authentication-secured personal and team workflows.  (node) 

- [✅ mcp-apifox](https://github.com/sujianqingfeng/mcp-apifox): Integrates with Apifox to provide access to API documentation, enabling developers to extract project details and fetch API information using authentication tokens via stdio transport.  (2 tools) (node) 

- [❌ slim-utility-suite](https://github.com/webdevtodayjason/slim-mcp): Integrates diverse utility services including weather data, email, task management, currency conversion, and calendar functions through a RESTful API for seamless incorporation into applications.  (python) 

- [❌ opgen-password-generator](https://github.com/syumai/opgen-mcp-server): Generates secure passwords with configurable character sets or word combinations, automatically copying results to the clipboard for seamless credential creation.  (go) 

- [❌ spiral-writer](https://github.com/jxnl/spiral-mcp): Provides a FastMCP-powered interface for generating text, processing file content, and extracting article data from URLs with asynchronous operations and robust error handling for content generation workflows.  (python) 

- [❌ haiguitang-mcp](https://github.com/wangyafu/haiguitangmcp): Hosts a collection of 'Haiguitang' lateral thinking puzzles where users ask yes/no questions to solve mysterious scenarios through interactive critical thinking exercises.  (python) 

- [✅ todoist-mcp](https://github.com/stanislavlysenko0912/todoist-mcp-server): Full implementation of the Todoist REST API.  (35 tools) (node) 

- [❌ agenda-app](https://github.com/alexgoller/mcp-server-agenda): Integrates with Agenda note-taking app on macOS to enable creating notes, managing projects, and opening existing notes using x-callback-urls.  (python) 

- [❌ openai-mcp](https://github.com/arthurcolle/openai-mcp): Provides a high-performance bridge between OpenAI and Anthropic models with prompt templating, response streaming, and efficient caching for applications requiring customizable LLM access.  (python) 

- [❌ tuya-mcp-server](https://github.com/cabra-lat/tuyactl): Integrates with Tuya smart home devices using tinytuya, enabling control and monitoring for home automation scenarios like voice commands and energy optimization.  (python) 

- [❌ owl-mcp](https://github.com/ai4curation/owl-mcp): Enables AI systems to manipulate Web Ontology Language (OWL) ontologies by adding, removing, and finding axioms through string-based representations in OWL functional syntax  (python) 

- [❌ expose-(json-rpc-proxy)](https://github.com/a0dotrun/expose): Proxy server that enables communication between clients and MCP-compatible services through JSON-RPC, forwarding requests to configured backend URLs while maintaining proper error handling and response formatting.  (go) 

- [❌ molecule-visualization-(chimerax,-pymol)](https://github.com/chatmol/molecule-mcp): Connects AI systems to molecular visualization software like PyMol and ChimeraX, enabling direct command execution and image capture of molecular structures for scientific workflows.  (python) 

- [❌ user-prompt](https://github.com/nazar256/user-prompt-mcp): Enables Cursor users to provide additional input during AI generation through interactive dialog boxes, creating a more dynamic experience without interrupting the workflow.  (go) 

- [❌ goose-extensions](https://github.com/jay4242/goose_mcp): Extends Goose AI assistant with five specialized servers for Plex Media Server interaction, Rotten Tomatoes scraping, eBay sales data retrieval, SearxNG web searches, and Taskwarrior task management.  (python) 

- [✅ webflow-mcp-server](https://github.com/timkjones/mcp-webflow): Enables direct management of Webflow sites through API access to retrieve site information, handle custom domains, configure localization settings, and manage collections without switching contexts.  (32 tools) (node) 

- [❌ traits-matcher](https://github.com/waifuai/mcp-traits-matcher): Enables HR professionals to create, track, and match personality traits for individuals by providing tools to analyze interpersonal dynamics through data-driven personality dimensions like friendliness and dominance.  (python) 

- [✅ shopify-mcp-server](https://github.com/amir-bengherbi/shopify-mcp-server): Integrates with Shopify's GraphQL API to enable comprehensive store management, including product, customer, order, and discount operations.  (15 tools) (node) 

- [❌ eclass-(uoa)](https://github.com/sdi2200262/eclass-mcp-server): Integrates with Open eClass platform to enable course access and management through UoA's SSO authentication system, providing tools for login, course listing, and session handling  (python) 

- [❌ tidal-music](https://github.com/yuhuacheng/tidal-mcp): Integrates with TIDAL music streaming service, enabling authentication, playlist management, and personalized music recommendations through natural language interactions.  (python) 

- [❌ legifrance](https://github.com/pylegifrance/mcp-server-legifrance): Provides access to French legal documents and legislation from the Legifrance database for legal research, compliance work, and understanding regulatory frameworks.  (python) 

- [❌ iflytek-workflow](https://github.com/iflytek/ifly-workflow-mcp-server): Integrates with iFlytek's workflow orchestration platform to enable complex multi-step business processes through 14 types of workflow nodes for sequential, parallel, and iterative task execution  (python) 

- [❌ bilibili](https://github.com/mr-house/bilibili-mcp-server): Integrates with Bilibili's video-sharing platform to enable keyword-based searching for videos, users, and content through the bilibili-api-python library.  (python) 

- [❌ audio-interface](https://github.com/gongrzhe/audio-mcp-server): Enables voice interaction with Claude through audio recording and playback capabilities, supporting customizable device selection and temporary file management for accessible spoken communication.  (python) 

- [❌ screenshot](https://github.com/m-mcp/screenshot-server): Enables AI to capture and analyze screenshots from a user's desktop on demand, providing visual context for troubleshooting or interacting with content that would otherwise be inaccessible through text-only communication.  (python) 

- [❌ fastmcp-todo](https://github.com/madnessengineering/omnispindle): Integrates with MongoDB and MQTT to enable real-time task management, distribution, and updates for collaborative workflows and automation.  (python) 

- [✅ mcp-server-flomo](https://github.com/xianminx/mcp-server-flomo): A MCP server for Flomo  (1 tools) (node) 

- [❌ confluence](https://github.com/nguyenvanduocit/confluence-mcp): Provides a robust bridge to the Atlassian Confluence API, enabling search, retrieval, creation, and update of Confluence pages with full-text search and version control capabilities.  (go) 

- [❌ allvoicelab-mcp](https://github.com/allvoicelab/allvoicelab-mcp): Integrates with AllVoiceLab's API to provide advanced voice and audio processing capabilities including text-to-speech conversion, voice cloning, speech transformation, subtitle extraction, and multilingual video dubbing.  (python) 

- [❌ midi-output](https://github.com/sandst1/mcp-server-midi): Creates a virtual MIDI output port for sending notes, control changes, and timed sequences to any compatible software or hardware synthesizer.  (python) 

- [✅ @cyanheads/toolkit-mcp-server](https://github.com/cyanheads/toolkit-mcp-server): Provides system utilities and tools for network diagnostics, monitoring, cryptography, and QR code generation.  (16 tools) (node) 

- [✅ @abhiz123/todoist-mcp-server](https://github.com/abhiz123/todoist-mcp-server): Create and manage tasks in Todoist through natural language.  (5 tools) (node) 

- [❌ sonos](https://github.com/winstonfassett/sonos-mcp-server): Provides a bridge between Sonos audio devices and natural language control, enabling speaker discovery, playback management, volume adjustment, and system configuration through specialized tools for seamless home audio control.  (python) 

- [❌ mcp-server-time](https://github.com/modelcontextprotocol/servers/tree/HEAD/src/time): MCP server providing time and timezone conversion tools for AI assistants to handle localized time data and calculations.  (python) 

- [❌ mcp-server](https://github.com/arjunbhuptani/sparkmango): Converts Solidity smart contracts into RESTful API implementations, enabling applications to interact with blockchain contracts without requiring deep blockchain knowledge.  (python) 

- [❌ jadx-android-decompiler](https://github.com/mobilehackinglab/jadx-mcp-plugin): A plugin for Jadx that exposes the MCP API, enabling intelligent navigation and automation of reverse engineering workflows — ideal for AI-assisted analysis of Android apps.  (java) 

- [❌ imagesorcery-mcp](https://github.com/sunriseapps/imagesorcery-mcp): Provides powerful image manipulation capabilities including resizing, cropping, object detection, OCR text extraction, and finding objects based on text descriptions using Python with OpenCV and Ultralytics  (python) 

- [❌ harvest](https://github.com/taiste/harvest-mcp-server): Integrates with Harvest time tracking API to manage time entries, projects, clients, and tasks directly through conversation without switching contexts.  (python) 

- [❌ swagger](https://github.com/danishjsheikh/swagger-mcp): Transforms Swagger/OpenAPI specifications into dynamic tools, enabling interaction with any REST API through automatic endpoint discovery, parameter validation, and security handling.  (go) 

- [❌ mcp-server-supos](https://github.com/freezonex/mcp-server-supos): Integrates with SUPOS platform, enabling applications to leverage SUPOS services and capabilities within MCP-based workflows.  (node) 

- [❌ sound-effects](https://github.com/tijs/py-sound-mcp): Plays customizable sound effects for coding events across Windows, macOS, and Linux, providing audio feedback without requiring users to read text notifications.  (python) 

- [❌ root-signals-evaluators](https://github.com/root-signals/root-signals-mcp): Exposes Root Signals evaluators as tools for AI assistants & agents, allowing them to evaluate responses against various quality criteria.  (python) 

- [❌ mcp-timeserver](https://github.com/secretiveshell/mcp-timeserver): Provides access to current date and time information across timezones through a custom datetime:// URI scheme and local system time tool.  (python) 

- [❌ claude-lmstudio-bridge](https://github.com/infinitimeless/claude-lmstudio-bridge): Bridges Claude with local LLMs running in LM Studio, enabling direct access to local model capabilities for text generation and chat completions while reducing cloud dependency.  (python) 

- [❌ shaka-packager](https://github.com/coderjun/shaka-packager-mcp-server): Bridges AI with Google's Shaka Packager for video analysis, transcoding, and packaging operations, enabling media workflow automation and streaming content preparation without direct command-line interaction.  (python) 

- [❌ soundcloud-downloader](https://github.com/arnavsurve/scdl-mcp): Enables downloading tracks, playlists, and user content from SoundCloud with granular control over output location, download modes, track limits, and metadata handling  (python) 

- [❌ openai](https://github.com/thadius83/mcp-server-openai): Integrates with OpenAI's API to enable direct querying of various language models, supporting efficient text generation and question answering tasks.  (python) 

- [❌ ntlk-mcp-002](https://github.com/kwen1510/mcp-nltk): Provides a lightweight word-finding tool for word games, efficiently filtering and returning the longest valid word from a local corpus based on given letter constraints.  (python) 

- [❌ mcpizza-(domino's-pizza)](https://github.com/grahammcbain/mcpizza): Integrates with Domino's Pizza API to enable pizza ordering through store location, menu browsing, cart management, customer setup, coupon application, and payment processing with both cash and card options.  (python) 

- [❌ qanon_mcp](https://github.com/jkingsman/qanon-mcp-server): Enables access to QAnon drops for sociological research.  (python) 

- [❌ speech-mcp](https://github.com/kvadratni/speech-mcp): Integrates voice interaction capabilities using faster-whisper and PyAudio for speech recognition and synthesis, enabling natural language voice interfaces for AI models.  (python) 

- [❌ slate](https://github.com/ginkgoo-ai/be-core-mcp): Enables project and talent management for film and media production by providing AI-powered workflows for tracking applications, managing roles, and coordinating production processes through a flexible microservices architecture.  (java) 

- [❌ elevenlabs-mcp](https://github.com/elevenlabs/elevenlabs-mcp): Integrates with ElevenLabs to provide high-quality text-to-speech, voice cloning, and conversational capabilities with customizable voice profiles and audio processing features.  (python) 

- [❌ mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity): Get chat completions with citations from Perplexity API.  (python) 

- [❌ @tfedorko/licensespring-mcp-server](https://github.com/stier1ba/licensespring-mcp): Integrates with LicenseSpring's license management platform to enable software license activation, validation, consumption tracking, customer management, and trial key generation through dual API architecture with HMAC-SHA256 authentication.  (node) 

- [❌ revit-mcp](https://github.com/zedmoster/revit-mcp): Bridges Autodesk Revit with external tools for finding, creating, updating, and deleting model elements including walls, floors, levels, grids, and family instances via TCP socket connection.  (python) 

- [❌ minimax-mcp](https://github.com/minimax-ai/minimax-mcp): Enables high-quality text-to-speech, voice cloning, and video generation capabilities through MiniMax's API with robust error handling and file management features.  (python) 

- [❌ story-protocol](https://github.com/piplabs/story-mcp-hub): Integrates with Story Protocol's Python SDK to enable blockchain-based intellectual property management, including minting, registering, and licensing IP assets.  (python) 

- [❌ @testomatio/mcp](https://github.com/testomatio/mcp): Integrates with the Testomatio API to search and retrieve test cases, test suites, test runs, and test plans with advanced filtering capabilities including tags, labels, priority levels, and Test Query Language support for QA teams managing large test repositories.  (node) 

- [❌ hr-policy-chatbot](https://github.com/imvirtue/ragchatbot_mcpserver): Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF documentation with email sending capabilities.  (python) 

- [❌ remote-bridge](https://github.com/dhso/remote-mcp): Containerized HTTP bridge for accessing MCP functionality remotely, enabling distributed deployment without requiring direct library integration in client applications.  (python) 

- [❌ emqx](https://github.com/benniu/emqx-mcp-server): Integrates with EMQX MQTT broker to enable real-time IoT device management, client monitoring, and message publishing for MQTT-enabled systems.  (python) 

- [❌ user-feedback](https://github.com/mrexodia/user-feedback-mcp): Enable a human-in-the-loop workflow in tools like Cline and Cursor.  (python) 

- [✅ @unctad-ai/eregulations-mcp-server](https://github.com/unctad-ai/eregulations-mcp-server): Transforms complex eRegulations API data into accessible formats for answering user questions about government administrative procedures without context switching.  (4 tools) (node) 

- [❌ server-wp-mcp](https://github.com/emzimmer/server-wp-mcp): Integrates with WordPress REST API to enable secure content management, user administration, and site configuration tasks.  (node) 

- [✅ @keegancsmith/linear-issues-mcp-server](https://github.com/keegancsmith/linear-issues-mcp-server): Integrates with Linear issue tracking to provide read-only access to issue details and comments without switching contexts.  (2 tools) (node) 

- [❌ genesis-world](https://github.com/dustland/genesis-mcp): Bridges AI assistants with Genesis World simulations, enabling execution of customizable agent-based simulations and virtual world creation for analyzing emergent behaviors directly within conversations.  (python) 

- [❌ jexchange-mcp-server](https://github.com/juhemcp/jexchange-mcp-server): Provides a lightweight, asynchronous Python server for connecting AI models with external services through a simple, deployable foundation built on asyncio.  (python) 

- [❌ mcp-applemusic](https://github.com/kennethreitz/mcp-applemusic): Integrates with Apple Music on macOS using Python and AppleScript to enable music playback control, library searching, playlist creation, and metadata retrieval.  (python) 

- [❌ dolphinscheduler](https://github.com/ocean-zhc/dolphinscheduler-mcp): Bridges Apache DolphinScheduler's workflow management platform with AI systems, enabling automated project management, workflow execution, task monitoring, and resource orchestration through REST API tools.  (python) 

- [❌ suzieq-mcp](https://github.com/povedaaqui/suzieq-mcp): Interact with a SuzieQ network observability instance via its REST API.  (python) 

- [❌ canvas-learning-management-system](https://github.com/vishalsachdev/canvas-mcp): Integrates with the Canvas Learning Management System API to enable course management, assignment tracking, and student engagement analysis in educational settings.  (python) 

- [✅ @baruchiro/paperless-mcp](https://github.com/baruchiro/paperless-mcp): Enables AI to interact with Paperless-NGX document management systems for organizing, searching, and managing document collections through natural language commands.  (23 tools) (node) 

- [❌ toast-notifications](https://github.com/naru-sensei/-toast-mcp-server): Provides cross-platform desktop notifications for important events or task completions using native Windows and macOS APIs.  (python) 

- [❌ zoho-creator](https://github.com/mastercode-io/scaflog-zoho-mcp-server): Integrates with the Zoho Creator API to provide forms and reports capabilities.  (python) 

- [❌ tasks](https://github.com/gopinathmr/mcp-tasks-server): Lightweight Spring Boot task management server providing RESTful API for creating, tracking, and managing tasks with integrated tool interactions and comprehensive testing.  (java) 

- [❌ congress.gov](https://github.com/ashwinsundar/congress_gov_mcp): Integrates with the Congress.gov API to retrieve US legislative data including bills, amendments, voting records, committee information, member details, and congressional communications for political research and policy analysis workflows.  (python) 

- [✅ @delorenj/mcp-server-ticketmaster](https://github.com/delorenj/mcp-server-ticketmaster): Integrates with Ticketmaster's Discovery API to search and retrieve detailed event, venue, and attraction data for entertainment planning and ticketing assistance.  (1 tools) (node) 

- [❌ elevenlabs-text-to-speech](https://github.com/georgi-io/jessica): Integrates ElevenLabs' text-to-speech capabilities for high-quality, customizable voice output in interactions, featuring voice selection and model choice.  (python) 

- [❌ creator](https://github.com/angrysky56/mcp-creator-mcp): Generates custom MCP servers through templates and workflows, enabling rapid prototyping and automated scaffolding of new server implementations with built-in best practices and configuration management.  (python) 

- [✅ @moralisweb3/api-mcp-server](https://github.com/moralisweb3/moralis-mcp-server): Integrates with Moralis Web3 API to enable blockchain data access, token analysis, and smart contract interactions without requiring deep Web3 development knowledge  (80 tools) (node) 

- [❌ minizinc-complex-logic-solver](https://github.com/szeider/mcp-solver): Solve complex logic/optimization problems using MiniZinc syntax.  (python) 

- [❌ mcp-server-mas-sequential-thinking](https://github.com/fradser/mcp-server-mas-sequential-thinking): Orchestrates a team of specialized agents working in parallel to break down complex problems through structured thinking steps, enabling multi-disciplinary analysis with greater depth than single-agent approaches.  (python) 

- [❌ todoist-taskmaster](https://github.com/mingolladaniele/taskmaster-todoist-mcp): Integrates with Todoist task management to retrieve, filter, and display tasks using flexible query options without switching contexts.  (python) 

- [❌ birdnet-pi](https://github.com/dmontgomery40/mcp-local-server): Integrates BirdNet-Pi's bird detection capabilities with a JSON-RPC interface, enabling retrieval and analysis of acoustic monitoring data for ornithological research and conservation efforts.  (python) 

- [❌ giphy](https://github.com/microsoft/semanticworkbench/tree/HEAD/mcp-servers/mcp-server-giphy): Submit recent chat history ('context') and a search term to retrieve a list of candidate results from GIPHY and load their image data.  (python) 

- [❌ book-fetch-(library-genesis)](https://github.com/kinshukk/book-fetch-mcp): Retrieves and processes published books from Library Genesis, delivering text content in manageable chunks with proper metadata for in-depth analysis and research.  (python) 

- [❌ intelliglow-smart-lighting](https://github.com/shree-bd/intelliglow-ai-voice-mcp-iot-platform): Provides intelligent smart lighting control through UDP network communication, enabling discovery, connection, and control of physical smart bulbs on local networks with voice command integration for comprehensive bulb management including RGB color control, brightness adjustment, and power management.  (python) 

- [✅ productboard-mcp](https://github.com/kenjihikmatullah/productboard-mcp): Integrates with the Productboard API to enable access to companies, components, features, and products for enhanced product management and feature tracking workflows.  (11 tools) (node) 

- [❌ yango-tech-b2b-api](https://github.com/zamb124/yangotech_mcp): Integrates with Yango Tech's B2B API for retail operations, enabling access to order details, product information, and stock data for automated inventory management and order tracking.  (python) 

- [❌ things3](https://github.com/drjforrest/mcp-things3): Integrates with Things3 task management app on macOS, enabling creation and management of tasks and projects via AppleScript and x-callback-url, with specialized functionality for Agenda synchronization.  (python) 

- [❌ mcp-server-memos](https://github.com/ryojerryyu/mcp-server-memos-py): Integrates Memos note-taking application to automate note management, organization, and retrieval tasks.  (python) 

- [❌ mcp-serverman](https://github.com/benhaotang/mcp-serverman): Server that manages Claude's configuration for other MCP servers.  (python) 

- [❌ name-origin-predictor](https://github.com/allglenn/mcp-name-origin-server): Predicts the national origin of names using the Nationalize.io API, offering both individual and batch processing with probability scores for demographic analysis and cultural research.  (python) 

- [❌ mathematica-docs](https://github.com/benhaotang/mcp-mma-docs): Integrates with Wolfram Mathematica's documentation to provide access to function details, package symbols, and computational capabilities for mathematical modeling and scientific computing tasks.  (python) 

- [✅ holaspirit-mcp-server](https://github.com/syucream/holaspirit-mcp-server): Integrates with Holaspirit's API to provide access to organizational data for tasks like structure analysis, role management, and policy review.  (13 tools) (node) 

- [❌ crewai-enterprise](https://github.com/crewaiinc/enterprise-mcp-server): Connects to CrewAI Enterprise workflows, enabling kickoff and monitoring of collaborative agent teams for complex task delegation without leaving your interface.  (python)