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.
These servers aim to demonstrate MCP features and the TypeScript and Python SDKs.
- 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
Official integrations are maintained by companies building production ready MCP servers for their platforms.
21st.dev Magic - Create crafted UI components inspired by the best 21st.dev design engineers.
Apify - Actors MCP Server: Use 3,000+ pre-built cloud tools to extract data from websites, e-commerce, social media, search engines, maps, and more
Audiense Insights - Marketing insights and audience analysis from Audiense reports, covering demographic, cultural, influencer, and content engagement analysis.
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)
ClickHouse - Query your ClickHouse database server.
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
eSignatures - Contract and template management for drafting, reviewing, and sending binding contracts.
Exa - Search Engine made for AIs by Exa
Firecrawl - Extract web data with Firecrawl
Fireproof - Immutable ledger database with live synchronization
Grafana - Search dashboards, investigate incidents and query datasources in your Grafana instance
- IBM wxflows - Tool platform by IBM to build, test and deploy tools for any data source
ForeverVM - Run Python in a code sandbox.
Integration App - Interact with any other SaaS applications on behalf of your customers.
JetBrains – Work on your code with JetBrains IDEs
Kagi Search - Search the web using Kagi's search API
Langfuse Prompt Management - Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.
Lingo.dev - Make your AI agent speak every language on the planet, using Lingo.dev Localization Engine.
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
Needle - Production-ready RAG out of the box to search and retrieve data from your own documents.
Neo4j - Neo4j graph database server (schema + read/write-cypher) and separate graph database backed memory
- Neon - Interact with the Neon serverless Postgres platform
Oxylabs - Scrape websites with Oxylabs Web API, supporting dynamic rendering and parsing for structured data extraction.
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
Riza - Arbitrary code execution and tool-use platform for LLMs by Riza
Search1API - One API for Search, Crawling, and Sitemaps
Stripe - Interact with Stripe API
Tavily - Search engine for AI agents (search + extract) powered by Tavily
Tinybird - Interact with Tinybird serverless ClickHouse platform
Verodat - Interact with Verodat AI Ready Data platform
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.
- ArangoDB - MCP Server that provides database interaction capabilities through ArangoDB.
- Atlassian - Interact with Atlassian Cloud products (Confluence and Jira) including searching/reading Confluence spaces/pages, accessing Jira issues, and project metadata.
- Base Free USDC Transfer - Send USDC on Base for free using Claude AI! Built with Coinbase CDP.
- 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
- Calendar - Google Calendar integration server enabling AI assistants to manage calendar events through natural language interactions.
- CFBD API - An MCP server for the College Football Data API.
- 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
- ClaudePost - ClaudePost enables seamless email management for Gmail, offering secure features like email search, reading, and sending.
- Cloudinary - Cloudinary Model Context Protocol Server to upload media to Cloudinary and get back the media link and details.
- code-executor - An MCP server that allows LLMs to execute Python code within a specified Conda environment.
- code-sandbox-mcp - An MCP server to create secure code sandbox environment for executing code within Docker containers.
- 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.
- Dappier - Connect LLMs to real-time, rights-cleared, proprietary data from trusted sources. Access specialized models for Real-Time Web Search, News, Sports, Financial Data, Crypto, and premium publisher content. Explore data models at marketplace.dappier.com.
- 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
- DeepSeek MCP Server - Model Context Protocol server integrating DeepSeek's advanced language models, in addition to other useful API endpoints
- Deepseek_R1 - A Model Context Protocol (MCP) server implementation connecting Claude Desktop with DeepSeek's language models (R1/V3)
- deepseek-thinker-mcp - A MCP (Model Context Protocol) provider Deepseek reasoning content to MCP-enabled AI Clients, like Claude Desktop. Supports access to Deepseek's thought processes from the Deepseek API service or from a local Ollama server.
- Descope - An MCP server to integrate with Descope to search audit logs, manage users, and more.
- 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.
- Discord - A MCP server to connect to Discord guilds through a bot and read and write messages in channels
- 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.
- ElevenLabs - A server that integrates with ElevenLabs text-to-speech API capable of generating full voiceovers with multiple voices.
- Eunomia - Extension of the Eunomia framework that connects Eunomia instruments with MCP servers
- Everything Search - Fast file searching capabilities across Windows (using Everything SDK), macOS (using mdfind command), and Linux (using locate/plocate command).
- 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.
- Ghost - A Model Context Protocol (MCP) server for interacting with Ghost CMS through LLM interfaces like Claude.
- Glean - A server that uses Glean API to search and chat.
- Gmail - A Model Context Protocol (MCP) server for Gmail integration in Claude Desktop with auto authentication support.
- Goal Story - a Goal Tracker and Visualization Tool for personal and professional development.
- Golang Filesystem Server - Secure file operations with configurable access controls built with Go!
- Google Calendar - Integration with Google Calendar to check schedules, find time, and add/delete events
- Google Calendar - Google Calendar MCP Server for managing Google calendar events. Also supports searching for events by attributes like title and location.
- Google Custom Search - Provides Google Search results via the Google Custom Search API
- Google Tasks - Google Tasks API Model Context Protocol Server.
- Holaspirit - Interact with Holaspirit.
- Home Assistant - Interact with Home Assistant including viewing and controlling lights, switches, sensors, and all other Home Assistant entities.
- HubSpot - HubSpot CRM integration for managing contacts and companies. Create and retrieve CRM data directly through Claude chat.
- 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
- iTerm MCP - Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands.
- JavaFX - Make drawings using a JavaFX canvas
- JDBC - Connect to any JDBC-compatible database and query, insert, update, delete, and more. Supports MySQL, PostgreSQL, Oracle, SQL Server, sqllite and more.
- JSON - JSON handling and processing server with advanced query capabilities using JSONPath syntax and support for array, string, numeric, and date operations.
- Keycloak MCP - This MCP server enables natural language interaction with Keycloak for user and realm management including creating, deleting, and listing users and realms.
- Kibela (by kiwamizamurai) - Interact with Kibela API.
- kintone - Manage records and apps in kintone through LLM tools.
- Kubernetes - Connect to Kubernetes cluster and manage pods, deployments, and services.
- Lightdash - Interact with Lightdash, a BI tool.
- 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
- llm-context - Provides a repo-packing MCP tool with configurable profiles that specify file inclusion/exclusion patterns and optional prompts.
- MariaDB - MariaDB database integration with configurable access controls in Python.
- MCP Compass - Suggest the right MCP server for your needs
- 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.
- mcp-proxy - Connect to MCP servers that run on SSE transport, or expose stdio servers as an SSE server.
- MSSQL - MSSQL database integration with configurable access controls and schema inspection
- MSSQL (by jexin) - MCP Server for MSSQL database in Python
- MSSQL-Python (by amornpan) - A read-only Python implementation for MSSQL database access with enhanced security features, configurable access controls, and schema inspection capabilities. Focuses on safe database interaction through Python ecosystem.
- 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.
- Monday.com - MCP Server to interact with Monday.com boards and items.
- 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.
- Neo4j - A community built server that interacts with Neo4j Graph Database.
- Neovim - An MCP Server for your Neovim session.
- 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
- obsidian-mcp - (by Steven Stavrakis) An MCP server for Obsidian.md with tools for searching, reading, writing, and organizing notes.
- Okta - Interact with Okta API.
- 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.
- Open Strategy Partners Marketing Tools - Content editing codes, value map, and positioning tools for product marketing.
- Pandoc - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
- PIF - A Personal Intelligence Framework (PIF), providing tools for file operations, structured reasoning, and journal-based documentation to support continuity and evolving human-AI collaboration across sessions.
- 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.
- Qwen_Max - A Model Context Protocol (MCP) server implementation for the Qwen models.
- RabbitMQ - The MCP server that interacts with RabbitMQ to publish and consume messages.
- RAG Web Browser An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
- Reaper - Interact with your Reaper (Digital Audio Workstation) projects.
- Redis - Redis database operations and caching microservice server with support for key-value operations, expiration management, and pattern-based key listing.
- Redis MCP server to interact with Redis Server, AWS Memory DB, etc for caching or other use-cases where in-memory and key-value based storage is appropriate
- Rememberizer AI - An MCP server designed for interacting with the Rememberizer data source, facilitating enhanced knowledge retrieval.
- Replicate - Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images.
- Rijksmuseum - Interface with the Rijksmuseum API to search artworks, retrieve artwork details, access image tiles, and explore user collections.
- Salesforce MCP - Interact with Salesforce Data and Metadata
- Scholarly - A MCP server to search for scholarly and academic articles.
- SearXNG - A Model Context Protocol Server for SearXNG
- Snowflake - This MCP server enables LLMs to interact with Snowflake databases, allowing for secure and controlled data operations.
- Solana Agent Kit - This MCP server enables LLMs to interact with the Solana blockchain with help of Solana Agent Kit by SendAI, allowing for 40+ protcool actions and growing
- Spotify - This MCP allows an LLM to play and use Spotify.
- Stripe - This MCP allows integration with Stripe for handling payments, customers, and refunds.
- 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
- Ticketmaster - Search for events, venues, and attractions through the Ticketmaster Discovery API
- Todoist - Interact with Todoist to manage your tasks.
- Travel Planner - Travel planning and itinerary management server integrating with Google Maps API for location search, place details, and route calculations.
- Vega-Lite - Generate visualizations from fetched data using the VegaLite format and renderer.
- Video Editor - A Model Context Protocol Server to add, edit, and search videos with Video Jungle.
- Virtual location (Google Street View,etc.) - Integrates Google Map, Google Street View, PixAI, Stability.ai, ComfyUI API and Bluesky to provide a virtual location simulation in LLM (written in Effect.ts)
- WildFly MCP - WildFly MCP server that enables LLM to interact with running WildFly servers (retrieve metrics, logs, invoke operations, ...).
- Windows CLI - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
- World Bank data API - A server that fetches data indicators available with the World Bank as part of their data API
- 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.
- YouTube - Comprehensive YouTube API integration for video management, Shorts creation, and analytics.
These are high-level frameworks that make it easier to build MCP servers or clients.
- EasyMCP (TypeScript)
- FastMCP (TypeScript)
- Foxy Contexts – A library to build MCP servers in Golang by strowk
- Quarkus MCP Server SDK (Java)
- codemirror-mcp - CodeMirror extension that implements the Model Context Protocol (MCP) for resource mentions and prompt commands
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 Servers Hub (website) - A curated list of MCP servers by apappascs
- 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
OpenTools - An open registry for finding, installing, and building with MCP servers by opentoolsteam
- 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
- Toolbase - Desktop application that manages tools and MCP servers with just a few clicks - no coding required by gching
Typescript-based servers in this repository can be used directly with npx.
For example, this will start the Memory server:
npx -y @modelcontextprotocol/server-memoryPython-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_gitFollow these instructions to install uv / uvx and these to install pip.
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"]
}
}
}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.
See CONTRIBUTING.md for information about contributing to this repository.
See SECURITY.md for reporting security vulnerabilities.
This project is licensed under the MIT License - see the LICENSE file for details.
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!