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.

Axiom - Query and analyze your Axiom logs, traces, and all other event data in natural language
Browserbase - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
Cloudflare - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
E2B - Run code in secure sandboxes hosted by E2B
Exa - Search Engine made for AIs by Exa
Fireproof - Immutable ledger database with live synchronization
JetBrains – Work on your code with JetBrains IDEs
Kagi Search - Search the web using Kagi's search API
Meilisearch - Interact & query with Meilisearch (Full-text & semantic search API)
Metoro - Query and interact with kubernetes environments monitored by Metoro
MotherDuck - Query and analyze data with MotherDuck and local DuckDB
Neo4j - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
Neon - Interact with the Neon serverless Postgres platform
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
Search1API - One API for Search, Crawling, and Sitemaps
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
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!
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.
Docker - Integrate with Docker to manage containers, images, volumes, and networks.
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.
Needle - Production-ready RAG out of the box to search and retrieve data from your own documents.
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.
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.
Playwright - This MCP Server will help you run browser automation and webscraping using Playwright
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.

📚 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
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!

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