modelcontextprotocol/serversPublic

Model Context Protocol Servers

AI summary: Reference implementations for Model Context Protocol servers.

Stars
91K
+18 today
Forks
11.8K
Watchers
636
Open issues
237
Open PRs
324
Contributors
~1.1K
Commits
4.2K
Branches
9

TypeScriptOtherCreated Nov 19, 2024Last push todayLatest release 2026.8.31+208 stars this week+208 this month

Quick answers

What is servers?
Reference implementations for Model Context Protocol servers.
What does servers do?
This repository houses the official reference implementations of servers built for the Model Context Protocol (MCP). It serves as an educational resource and architectural guide for developers looking to build their own MCP-compatible services. The collection demonstrates core MCP features, SDK usage, and integration patterns for connecting AI models to external tools and context sources. While not intended for production use, it provides the essential foundational examples for the MCP ecosystem.
Who is servers for?
AI engineers and tool developers looking to understand the Model Context Protocol and build standardized context servers for LLMs.
How do I get started with servers?
https://modelcontextprotocol.io/
How popular is servers on GitHub?
modelcontextprotocol/servers has 91,003 stars and 11,752 forks on GitHub, and gained 208 stars in the last 7 days.
What license does servers use?
modelcontextprotocol/servers is released under the Other license.

Star history

since Nov 24, 2024
025K50K75KNov 2024Jul 2025Feb 2026Oct 2026
91K stars as of Oct 4, 2026. Before Sep 30, 2026, reconstructed from public GitHub event archives (checked against the repository's real star total); since then measured daily.

Contribution activity

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387 commits in the last yearLessMore

Signals and awards

derived from tracked data
  • Landmark project

    91,003 stars

  • Actively maintained

    Pushed within 48 hours

  • Community-driven

    ~1,064 contributors

  • Well documented

    High community health score

  • Continuous integration

    Automated checks passing

  • Top 10% tracked

    Rank 88 of 1135

What servers does

This repository houses the official reference implementations of servers built for the Model Context Protocol (MCP). It serves as an educational resource and architectural guide for developers looking to build their own MCP-compatible services. The collection demonstrates core MCP features, SDK usage, and integration patterns for connecting AI models to external tools and context sources. While not intended for production use, it provides the essential foundational examples for the MCP ecosystem.

AI engineers and tool developers looking to understand the Model Context Protocol and build standardized context servers for LLMs.

  • Reference architecture: provides canonical examples of how to structure and implement MCP servers.
  • SDK demonstrations: showcases practical usage of the official Model Context Protocol SDKs.
  • Educational focus: prioritized for learning and understanding MCP mechanics over production readiness.
  • Tool integration: illustrates how to expose functions and context to large language models.
  • Standardization guide: helps developers adhere to the MCP specification when building community servers.

Where teams use it

Learn MCP implementation

Study the reference code to understand how to build and structure a custom MCP server.

Test MCP clients

Run the reference servers locally to test and debug custom MCP client implementations.

Understand SDK features

Explore practical examples of specific Model Context Protocol SDK capabilities.

Bootstrap new servers

Use the architectural patterns as a starting point for building production-ready context servers.

Getting started: https://modelcontextprotocol.io/

README

main branch

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.

Important

If you are looking for a list of MCP servers, you can browse published servers on the MCP Registry. The repository served by this README is dedicated to housing just the small number of reference servers maintained by the MCP steering group.

Warning

The servers in this repository are intended as reference implementations to demonstrate MCP features and SDK usage. They are meant to serve as educational examples for developers building their own MCP servers, not as production-ready solutions. Developers should evaluate their own security requirements and implement appropriate safeguards based on their specific threat model and use case.

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. Typically, each MCP server is implemented with an MCP SDK:

🌟 Reference Servers

These servers aim to demonstrate MCP features and the official SDKs.

  • 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.
  • Memory - Knowledge graph-based persistent memory system.
  • Sequential Thinking - Dynamic and reflective problem-solving through thought sequences.
  • Time - Time and timezone conversion capabilities.

Archived

The following reference servers are now archived and can be found at servers-archived.

  • AWS KB Retrieval - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime.
  • Brave Search - Web and local search using Brave's Search API. Has been replaced by the official server (@brave/brave-search-mcp-server).
  • EverArt - AI image generation using various models.
  • 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.
  • PostgreSQL - Read-only database access with schema inspection.
  • Puppeteer - Browser automation and web scraping.
  • Redis - Interact with Redis key-value stores.
  • Sentry - Retrieving and analyzing issues from Sentry.io.
  • Slack - Channel management and messaging capabilities. Now maintained by Zencoder
  • SQLite - Database interaction and business intelligence capabilities.

🚀 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"]
    }
  }
}

On Windows, wrap npx with cmd /c:

{
  "mcpServers": {
    "memory": {
      "command": "cmd",
      "args": ["/c", "npx", "-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"]
    }
  }
}

On Windows, apply the same wrapper to each npx-based entry above by changing "command" to "cmd" and prepending "/c", "npx" to the existing args. Leave uvx entries unchanged.

🛠️ 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.

📚 Learn More

See ADDITIONAL.md for a curated list of frameworks and resources that simplify building MCP servers and clients.

🤝 Contributing

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

📦 Releasing

See RELEASING.md for how packages are published (OIDC trusted publishing from CI — no registry tokens) and how to retry a failed publish.

🔒 Security

See SECURITY.md for reporting security vulnerabilities.

📜 License

This project is licensed under the Apache License, Version 2.0 for new contributions, with existing code under MIT - see the LICENSE file for details.

💬 Community

⭐ 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!

View on GitHub

Recent activity

commits and pull requests

Releases and announcements

28 total
  1. Release 2026.8.312026.8.31Aug 31, 2026

    # Release : v2026.8.31 ## Updated packages - @modelcontextprotocol/[email protected] - @modelcontextprotocol/[email protected] - @modelcontextprotocol/[email protected] - @modelcontextprotocol/[email protected]

  2. Release 2026.8.182026.8.18Aug 18, 2026

    # Release : v2026.8.18 ## Updated packages - @modelcontextprotocol/[email protected] - [email protected] - [email protected] - [email protected]

  3. Release 2026.7.102026.7.10Jul 10, 2026

    # Release : v2026.7.10 ## Updated packages - @modelcontextprotocol/[email protected] - [email protected] - [email protected] - [email protected]

  4. Release 2026.7.42026.7.4Jul 4, 2026

    # Release : v2026.7.4 ## Updated packages - @modelcontextprotocol/[email protected] - @modelcontextprotocol/[email protected] - @modelcontextprotocol/[email protected] - @modelcontextprotocol/[email protected]

  5. Release 2026.1.262026.1.26Jan 27, 2026

    # Release : v2026.1.26 ## Updated packages - @modelcontextprotocol/[email protected] - @modelcontextprotocol/[email protected] - [email protected]

Commits per week

last 52 weeks
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387 commits in the last 52 weeks.

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Commit volume by weekday and hour (UTC). Larger dots mean more commits.
DateListRankStars gained
Oct 1, 2026daily#8+48
Sep 30, 2026daily#8+48
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