Model Context Protocol servers

This repository is a collection of reference implementations for the Model Context Protocol (MCP), as well as references to community built servers and additional resources.

The servers in this repository showcase the versatility and extensibility of MCP, demonstrating how it can be used to give Large Language Models (LLMs) secure, controlled access to tools and data sources. Each MCP server is implemented with either the Typescript MCP SDK or Python MCP SDK.

Note: Lists in this README are maintained in alphabetical order to minimize merge conflicts when adding new items.

🌟 Reference Servers

These servers aim to demonstrate MCP features and the Typescript and Python SDK.

• AWS KB Retrieval - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime
• Brave Search - Web and local search using Brave's Search API
• EverArt - AI image generation using various models
• Everything - Reference / test server with prompts, resources, and tools
• Fetch - Web content fetching and conversion for efficient LLM usage
• Filesystem - Secure file operations with configurable access controls
• Git - Tools to read, search, and manipulate Git repositories
• GitHub - Repository management, file operations, and GitHub API integration
• GitLab - GitLab API, enabling project management
• Google Drive - File access and search capabilities for Google Drive
• Google Maps - Location services, directions, and place details
• Memory - Knowledge graph-based persistent memory system
• PostgreSQL - Read-only database access with schema inspection
• Puppeteer - Browser automation and web scraping
• Sentry - Retrieving and analyzing issues from Sentry.io
• Sequential Thinking - Dynamic and reflective problem-solving through thought sequences
• Slack - Channel management and messaging capabilities
• Sqlite - Database interaction and business intelligence capabilities
• Time - Time and timezone conversion capabilities

🤝 Third-Party Servers

🎖️ Official Integrations

Official integrations are maintained by companies building production ready MCP servers for their platforms.

• <img height="12" width="12" src="https://axiom.co/favicon.ico" alt="Axiom Logo" /> Axiom - Query and analyze your Axiom logs, traces, and all other event data in natural language
• <img height="12" width="12" src="https://browserbase.com/favicon.ico" alt="Browserbase Logo" /> Browserbase - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
• <img height="12" width="12" src="https://cdn.simpleicons.org/cloudflare" /> Cloudflare - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
• <img height="12" width="12" src="https://e2b.dev/favicon.ico" alt="E2B Logo" /> E2B - Run code in secure sandboxes hosted by E2B
• <img height="12" width="12" src="https://exa.ai/images/favicon-32x32.png" alt="Exa Logo" /> Exa - Search Engine made for AIs by Exa
• <img height="12" width="12" src="https://fireproof.storage/favicon.ico" alt="Fireproof Logo" /> Fireproof - Immutable ledger database with live synchronization
• <img height="12" width="12" src="https://cdn.simpleicons.org/jetbrains" /> JetBrains – Work on your code with JetBrains IDEs
• <img height="12" width="12" src="https://kagi.com/favicon.ico" alt="Kagi Logo" /> Kagi Search - Search the web using Kagi's search API
• <img height="12" width="12" src="https://www.meilisearch.com/favicon.ico" alt="Meilisearch Logo" /> Meilisearch - Interact & query with Meilisearch (Full-text & semantic search API)
• <img height="12" width="12" src="https://metoro.io/static/images/logos/Metoro.svg" /> Metoro - Query and interact with kubernetes environments monitored by Metoro
• <img height="12" width="12" src="https://www.motherduck.com/favicon.ico" alt="MotherDuck Logo" /> MotherDuck - Query and analyze data with MotherDuck and local DuckDB
• <img height="12" width="12" src="https://needle-ai.com/images/needle-logo-orange-2-rounded.png" alt="Needle AI Logo" /> Needle - Production-ready RAG out of the box to search and retrieve data from your own documents.
• <img height="12" width="12" src="https://neo4j.com/favicon.ico" alt="Neo4j Logo" /> Neo4j - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
• Neon - Interact with the Neon serverless Postgres platform
• <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> Qdrant - Implement semantic memory layer on top of the Qdrant vector search engine
• Raygun - Interact with your crash reporting and real using monitoring data on your Raygun account
• <img height="12" width="12" src="https://pics.fatwang2.com/56912e614b35093426c515860f9f2234.svg" /> Search1API - One API for Search, Crawling, and Sitemaps
• <img height="12" width="12" src="https://www.tinybird.co/favicon.ico" alt="Tinybird Logo" /> Tinybird - Interact with Tinybird serverless ClickHouse platform

🌎 Community Servers

A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains.

Note: Community servers are untested and should be used at your own risk. They are not affiliated with or endorsed by Anthropic.

• AWS S3 - A sample MCP server for AWS S3 that flexibly fetches objects from S3 such as PDF documents
• AWS - Perform operations on your AWS resources using an LLM
• Airtable - Read and write access to Airtable databases, with schema inspection.
• Airtable - Airtable Model Context Protocol Server.
• AlphaVantage - MCP server for stock market data API AlphaVantage
• Anki - An MCP server for interacting with your Anki decks and cards.
• Any Chat Completions - Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more.
• Atlassian - Interact with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata.
• BigQuery (by LucasHild) - This server enables LLMs to inspect database schemas and execute queries on BigQuery.
• BigQuery (by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
• ChatMCP – An Open Source Cross-platform GUI Desktop application compatible with Linux, macOS, and Windows, enabling seamless interaction with MCP servers across dynamically selectable LLMs, by AIQL
• ChatSum - Query and Summarize chat messages with LLM. by mcpso
• Chroma - Vector database server for semantic document search and metadata filtering, built on Chroma
• Cloudinary - Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.
• cognee-mcp - GraphRAG memory server with customizable ingestion, data processing and search
• coin_api_mcp - Provides access to coinmarketcap cryptocurrency data.
• Contentful-mcp - Read, update, delete, publish content in your Contentful space(s) from this MCP Server.
• Data Exploration - MCP server for autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort. NOTE: Will execute arbitrary Python code on your machine, please use with caution!
• Dataset Viewer - Browse and analyze Hugging Face datasets with features like search, filtering, statistics, and data export
• DevRev - An MCP server to integrate with DevRev APIs to search through your DevRev Knowledge Graph where objects can be imported from diff. sources listed here.
• Dify - A simple implementation of an MCP server for dify workflows.
• Docker - Integrate with Docker to manage containers, images, volumes, and networks.
• Drupal - Server for interacting with Drupal using STDIO transport layer.
• Elasticsearch - MCP server implementation that provides Elasticsearch interaction.
• Fetch - A server that flexibly fetches HTML, JSON, Markdown, or plaintext.
• FireCrawl - Advanced web scraping with JavaScript rendering, PDF support, and smart rate limiting
• FlightRadar24 - A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data.
• Glean - A server that uses Glean API to search and chat.
• Google Calendar - Integration with Google Calendar to check schedules, find time, and add/delete events
• Google Tasks - Google Tasks API Model Context Protocol Server.
• Home Assistant - Interact with Home Assistant including viewing and controlling lights, switches, sensors, and all other Home Assistant entities.
• HuggingFace Spaces - Server for using HuggingFace Spaces, supporting Open Source Image, Audio, Text Models and more. Claude Desktop mode for easy integration.
• Inoyu - Interact with an Apache Unomi CDP customer data platform to retrieve and update customer profiles
• Keycloak MCP - This MCP server enables natural language interaction with Keycloak for user and realm management including creating, deleting, and listing users and realms.
• Kubernetes - Connect to Kubernetes cluster and manage pods, deployments, and services.
• Linear - Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.
• LlamaCloud (by marcusschiesser) - Integrate the data stored in a managed index on LlamaCloud
• MCP Installer - This server is a server that installs other MCP servers for you.
• mcp-k8s-go - Golang-based Kubernetes server for MCP to browse pods and their logs, events, namespaces and more. Built to be extensible.
• MSSQL - MSSQL database integration with configurable access controls and schema inspection
• Markdownify - MCP to convert almost anything to Markdown (PPTX, HTML, PDF, Youtube Transcripts and more)
• Minima - MCP server for RAG on local files
• MongoDB - A Model Context Protocol Server for MongoDB.
• MySQL (by benborla) - MySQL database integration in NodeJS with configurable access controls and schema inspection
• MySQL (by DesignComputer) - MySQL database integration in Python with configurable access controls and schema inspection
• NS Travel Information - Access Dutch Railways (NS) real-time train travel information and disruptions through the official NS API.
• Notion (by suekou) - Interact with Notion API.
• Notion (by v-3) - Notion MCP integration. Search, Read, Update, and Create pages through Claude chat.
• oatpp-mcp - C++ MCP integration for Oat++. Use Oat++ to build MCP servers.
• Obsidian Markdown Notes - Read and search through your Obsidian vault or any directory containing Markdown notes
• OpenAPI - Interact with OpenAPI APIs.
• OpenCTI - Interact with OpenCTI platform to retrieve threat intelligence data including reports, indicators, malware and threat actors.
• OpenRPC - Interact with and discover JSON-RPC APIs via OpenRPC.
• Pandoc - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.
• Pinecone - MCP server for searching and uploading records to Pinecone. Allows for simple RAG features, leveraging Pinecone's Inference API.
• Placid.app - Generate image and video creatives using Placid.app templates
• Playwright - This MCP Server will help you run browser automation and webscraping using Playwright
• Postman - MCP server for running Postman Collections locally via Newman. Allows for simple execution of Postman Server and returns the results of whether the collection passed all the tests.
• RAG Web Browser An MCP server for Apify's RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
• Rememberizer AI - An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval.
• Salesforce MCP - Interact with Salesforce Data and Metadata
• Scholarly - A MCP server to search for scholarly and academic articles.
• Snowflake - This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations.
• Spotify - This MCP allows an LLM to play and use Spotify.
• TMDB - This MCP server integrates with The Movie Database (TMDB) API to provide movie information, search capabilities, and recommendations.
• Tavily search - An MCP server for Tavily's search & news API, with explicit site inclusions/exclusions
• Todoist - Interact with Todoist to manage your tasks.
• Vega-Lite - Generate visualizations from fetched data using the VegaLite format and renderer.
• Windows CLI - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
• X (Twitter) (by EnesCinr) - Interact with twitter API. Post tweets and search for tweets by query.
• X (Twitter) (by vidhupv) - Create, manage and publish X/Twitter posts directly through Claude chat.
• XMind - Read and search through your XMind directory containing XMind files.

📚 Frameworks

These are high-level frameworks that make it easier to build MCP servers.

• EasyMCP (TypeScript)
• FastMCP (TypeScript)

📚 Resources

Additional resources on MCP.

• AiMCP - A collection of MCP clients&servers to find the right mcp tools by Hekmon
• Awesome Crypto MCP Servers by badkk - A curated list of MCP servers by Luke Fan
• Awesome MCP Servers by appcypher - A curated list of MCP servers by Stephen Akinyemi
• Awesome MCP Servers by punkpeye (website) - A curated list of MCP servers by Frank Fiegel
• Awesome MCP Servers by wong2 (website) - A curated list of MCP servers by wong2
• Discord Server – A community discord server dedicated to MCP by Frank Fiegel
• MCP Badges – Quickly highlight your MCP project with clear, eye-catching badges, by Ironben
• MCP X Community – A X community for MCP by Xiaoyi
• mcp-cli - A CLI inspector for the Model Context Protocol by wong2
• mcp-get - Command line tool for installing and managing MCP servers by Michael Latman
• mcp-manager - Simple Web UI to install and manage MCP servers for Claude Desktop by Zue
• MCPHub – An Open Source MacOS & Windows GUI Desktop app for discovering, installing and managing MCP servers by Jeamee
• mcp.run - A hosted registry and control plane to install & run secure + portable MCP Servers.
• Open-Sourced MCP Servers Directory - A curated list of MCP servers by mcpso
• PulseMCP (API) - Community hub & weekly newsletter for discovering MCP servers, clients, articles, and news by Tadas Antanavicius, Mike Coughlin, and Ravina Patel
• r/mcp – A Reddit community dedicated to MCP by Frank Fiegel
• Smithery - A registry of MCP servers to find the right tools for your LLM agents by Henry Mao

🚀 Getting Started

Using MCP Servers in this Repository

Typescript-based servers in this repository can be used directly with npx.

For example, this will start the Memory server:

npx -y @modelcontextprotocol/server-memory

Python-based servers in this repository can be used directly with uvx or pip. uvx is recommended for ease of use and setup.

For example, this will start the Git server:

# With uvx
uvx mcp-server-git

# With pip
pip install mcp-server-git
python -m mcp_server_git

Follow these instructions to install uv / uvx and these to install pip.

Using an MCP Client

However, running a server on its own isn't very useful, and should instead be configured into an MCP client. For example, here's the Claude Desktop configuration to use the above server:

{
  "mcpServers": {
    "memory": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-memory"]
    }
  }
}

Additional examples of using the Claude Desktop as an MCP client might look like:

{
  "mcpServers": {
    "filesystem": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-filesystem", "/path/to/allowed/files"]
    },
    "git": {
      "command": "uvx",
      "args": ["mcp-server-git", "--repository", "path/to/git/repo"]
    },
    "github": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-github"],
      "env": {
        "GITHUB_PERSONAL_ACCESS_TOKEN": "<YOUR_TOKEN>"
      }
    },
    "postgres": {
      "command": "npx",
      "args": ["-y", "@modelcontextprotocol/server-postgres", "postgresql://localhost/mydb"]
    }
  }
}

🛠️ Creating Your Own Server

Interested in creating your own MCP server? Visit the official documentation at modelcontextprotocol.io for comprehensive guides, best practices, and technical details on implementing MCP servers.

🤝 Contributing

See CONTRIBUTING.md for information about contributing to this repository.

🔒 Security

See SECURITY.md for reporting security vulnerabilities.

📜 License

This project is licensed under the MIT License - see the LICENSE file for details.

💬 Community

• GitHub Discussions

⭐ Support

If you find MCP servers useful, please consider starring the repository and contributing new servers or improvements!

Managed by Anthropic, but built together with the community. The Model Context Protocol is open source and we encourage everyone to contribute their own servers and improvements!