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.github/pull_request_template.md

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## Description
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## Server Details
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<!-- If modifying an existing server or adding a new one, provide details -->
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- Server: <!-- e.g., filesystem, github, new-server-name -->
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<!-- If modifying an existing server, provide details -->
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- Server: <!-- e.g., filesystem, github -->
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- Changes to: <!-- e.g., tools, resources, prompts -->
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## Motivation and Context
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## Types of changes
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<!-- What types of changes does your code introduce? Put an `x` in all the boxes that apply: -->
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- [ ] New MCP Server
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- [ ] Bug fix (non-breaking change which fixes an issue)
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- [ ] New feature (non-breaking change which adds functionality)
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- [ ] Breaking change (fix or feature that would cause existing functionality to change)
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## Checklist
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<!-- Go over all the following points, and put an `x` in all the boxes that apply. -->
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- [ ] I have read the [MCP Protocol Documentation](https://modelcontextprotocol.io)
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- [ ] My server follows MCP security best practices
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- [ ] My changes follows MCP security best practices
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- [ ] I have updated the server's README accordingly
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- [ ] I have tested this with an LLM client
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- [ ] My code follows the repository's style guidelines

.github/workflows/typescript.yml

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- name: Publish package
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working-directory: src/${{ matrix.package }}
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run: npm publish # --provenance
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run: npm publish --access public
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env:
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NODE_AUTH_TOKEN: ${{ secrets.NPM_TOKEN }}

CONTRIBUTING.md

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## Types of Contributions
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### 1. New Servers
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Adding a new server is a valuable way to contribute. Before creating a new server:
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The repository contains reference implementations, as well as a list of community servers.
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We generally don't accept new servers into the repository. We do accept pull requests to the [README.md](./README.md)
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adding a reference to your servers.
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- Check the [modelcontextprotocol.io](https://modelcontextprotocol.io) documentation
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- Ensure your server doesn't duplicate existing functionality
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- Consider whether your server would be generally useful to others
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- Follow [security best practices](https://modelcontextprotocol.io/docs/concepts/transports#security-considerations) from the MCP documentation
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- Create a PR adding a link to your server to the [README.md](./README.md).
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### 2. Improvements to Existing Servers
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Enhancements to existing servers are welcome! This includes:

README.md

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# MCP servers
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# Model Context Protocol servers
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A collection of reference implementations and community-contributed servers for the [Model Context Protocol](https://modelcontextprotocol.io/) (MCP). This repository showcases 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.
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This repository is a collection of *reference implementations* for the [Model Context Protocol](https://modelcontextprotocol.io/) (MCP), as well as references
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to community built servers and additional resources.
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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.
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Each MCP server is implemented with either the [Typescript MCP SDK](https://github.com/modelcontextprotocol/typescript-sdk) or [Python MCP SDK](https://github.com/modelcontextprotocol/python-sdk).
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## 🌟 Featured Servers
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## 🌟 Reference Servers
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These servers aim to demonstrate MCP features and the Typescript and Python SDK.
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- **[AWS KB Retrieval](src/aws-kb-retrieval)** - Retrieval from AWS Knowledge Base using Bedrock Agent Runtime
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- **[Brave Search](src/brave-search)** - Web and local search using Brave's Search API
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- **[EverArt](src/everart)** - AI image generation using various models
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- **[Fetch](src/fetch)** - Web content fetching and conversion for efficient LLM usage
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- **[Filesystem](src/filesystem)** - Secure file operations with configurable access controls
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- **[Git](src/git)** - Tools to read, search, and manipulate Git repositories
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- **[GitHub](src/github)** - Repository management, file operations, and GitHub API integration
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- **[GitLab](src/gitlab)** - GitLab API, enabling project management
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- **[Git](src/git)** - Tools to read, search, and manipulate Git repositories
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- **[Google Drive](src/gdrive)** - File access and search capabilities for Google Drive
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- **[PostgreSQL](src/postgres)** - Read-only database access with schema inspection
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- **[Sqlite](src/sqlite)** - Database interaction and business intelligence capabilities
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- **[Slack](src/slack)** - Channel management and messaging capabilities
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- **[Sentry](src/sentry)** - Retrieving and analyzing issues from Sentry.io
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- **[Google Maps](src/google-maps)** - Location services, directions, and place details
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- **[Memory](src/memory)** - Knowledge graph-based persistent memory system
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- **[PostgreSQL](src/postgres)** - Read-only database access with schema inspection
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- **[Puppeteer](src/puppeteer)** - Browser automation and web scraping
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- **[Brave Search](src/brave-search)** - Web and local search using Brave's Search API
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- **[Google Maps](src/google-maps)** - Location services, directions, and place details
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- **[Fetch](src/fetch)** - Web content fetching and conversion for efficient LLM usage
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- **[Sentry](src/sentry)** - Retrieving and analyzing issues from Sentry.io
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- **[Sequential Thinking](src/sequentialthinking)** - Dynamic and reflective problem-solving through thought sequences
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- **[Slack](src/slack)** - Channel management and messaging capabilities
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- **[Sqlite](src/sqlite)** - Database interaction and business intelligence capabilities
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## 🤝 Third-Party Servers
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### 🎖️ Official Integrations
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## 🌎 Community Servers
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Official integrations are maintained by companies building production ready MCP servers for their platforms.
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- **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
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- <img height="12" width="12" src="https://browserbase.com/favicon.ico" alt="Browserbase Logo" /> **[Browserbase](https://github.com/browserbase/mcp-server-browserbase)** - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
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- <img height="12" width="12" src="https://cdn.simpleicons.org/cloudflare" /> **[Cloudflare](https://github.com/cloudflare/mcp-server-cloudflare)** - Deploy, configure & interrogate your resources on the Cloudflare developer platform (e.g. Workers/KV/R2/D1)
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- **[Raygun](https://github.com/MindscapeHQ/mcp-server-raygun)** - Interact with your crash reporting and real using monitoring data on your Raygun account
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- **[Obsidian Markdown Notes](https://github.com/calclavia/mcp-obsidian)** - Read and search through your Obsidian vault or any directory containing Markdown notes
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- <img height="12" width="12" src="https://e2b.dev/favicon.ico" alt="E2B Logo" /> **[E2B](https://github.com/e2b-dev/mcp-server)** - Run code in secure sandboxes hosted by [E2B](https://e2b.dev)
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- **[Neon](https://github.com/neondatabase/mcp-server-neon)** - Interact with the Neon serverless Postgres platform
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- <img height="12" width="12" src="https://www.tinybird.co/favicon.ico" alt="Tinybird Logo" /> **[Tinybird](https://github.com/tinybirdco/mcp-tinybird)** - Interact with Tinybird serverless ClickHouse platform
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- <img height="12" width="12" src="https://pics.fatwang2.com/56912e614b35093426c515860f9f2234.svg" /> [Search1API](https://github.com/fatwang2/search1api-mcp) - One API for Search, Crawling, and Sitemaps
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- <img height="12" width="12" src="https://qdrant.tech/img/brand-resources-logos/logomark.svg" /> **[Qdrant](https://github.com/qdrant/mcp-server-qdrant/)** - Implement semantic memory layer on top of the Qdrant vector search engine
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### 🌎 Community Servers
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A growing set of community-developed and maintained servers demonstrates various applications of MCP across different domains.
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> **Note:** Community servers are **untested** and should be used at **your own risk**. They are not affiliated with or endorsed by Anthropic.
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- **[MCP Installer](https://github.com/anaisbetts/mcp-installer)** - This server is a server that installs other MCP servers for you.
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- **[Spotify MCP](https://github.com/varunneal/spotify-mcp)** - This MCP allows an LLM to play and use Spotify.
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- **[Inoyu](https://github.com/sergehuber/inoyu-mcp-unomi-server)** - Interact with an Apache Unomi CDP customer data platform to retrieve and update customer profiles
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- **[MySQL](https://github.com/designcomputer/mysql_mcp_server)** - MySQL database integration with configurable access controls and schema inspection
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- **[BigQuery](https://github.com/LucasHild/mcp-server-bigquery)** (by LucasHild) - This server enables LLMs to inspect database schemas and execute queries on BigQuery.
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- **[BigQuery](https://github.com/ergut/mcp-bigquery-server)** (by ergut) - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities
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- **[Todoist](https://github.com/abhiz123/todoist-mcp-server)** - Interact with Todoist to manage your tasks.
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- **[Tavily search](https://github.com/RamXX/mcp-tavily")** - An MCP server for Tavily's search & news API, with explicit site inclusions/exclusions
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- **[Linear](https://github.com/jerhadf/linear-mcp-server)** - Allows LLM to interact with Linear's API for project management, including searching, creating, and updating issues.
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- **[Playwright MCP](https://github.com/executeautomation/mcp-playwright)** - This MCP Server will help you run browser automation and webscraping using Playwright
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- **[AWS](https://github.com/rishikavikondala/mcp-server-aws)** - Perform operations on your AWS resources using an LLM
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- **[LlamaCloud](https://github.com/run-llama/mcp-server-llamacloud)** (by marcusschiesser) - Integrate the data stored in a managed index on [LlamaCloud](https://cloud.llamaindex.ai/)
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- **[Any Chat Completions](https://github.com/pyroprompts/any-chat-completions-mcp)** - Interact with any OpenAI SDK Compatible Chat Completions API like OpenAI, Perplexity, Groq, xAI and many more.
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- **[Windows CLI](https://github.com/SimonB97/win-cli-mcp-server)** - MCP server for secure command-line interactions on Windows systems, enabling controlled access to PowerShell, CMD, and Git Bash shells.
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- **[OpenRPC](https://github.com/shanejonas/openrpc-mpc-server)** - Interact with and discover JSON-RPC APIs via [OpenRPC](https://open-rpc.org).
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## 📚 Resources
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Additional resources on MCP.
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- **[Awesome MCP Servers by punkpeye](https://github.com/punkpeye/awesome-mcp-servers)** - A curated list of MCP servers by **[Frank Fiegel](https://github.com/punkpeye)**
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- **[Awesome MCP Servers by wong2](https://github.com/wong2/awesome-mcp-servers)** - A curated list of MCP servers by **[wong2](https://github.com/wong2)**
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- **[Awesome MCP Servers by appcypher](https://github.com/appcypher/awesome-mcp-servers)** - A curated list of MCP servers by **[Stephen Akinyemi](https://github.com/appcypher)**
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- **[mcp-get](https://mcp-get.com)** - Command line tool for installing and managing MCP servers by **[Michael Latman](https://github.com/michaellatman)**
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- **[mcp-cli](https://github.com/wong2/mcp-cli)** - A CLI inspector for the Model Context Protocol by **[wong2](https://github.com/wong2)**
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## 🚀 Getting Started
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### Using MCP Servers in this Repository
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Typescript-based servers in this repository can be used directly with `npx`.
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Typescript-based servers in this repository can be used directly with `npx`.
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For example, this will start the [Memory](src/memory) server:
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Python-based servers in this repository can be used directly with [`uvx`](https://docs.astral.sh/uv/concepts/tools/) or [`pip`](https://pypi.org/project/pip/). `uvx` is recommended for ease of use and setup.
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Python-based servers in this repository can be used directly with [`uvx`](https://docs.astral.sh/uv/concepts/tools/) or [`pip`](https://pypi.org/project/pip/). `uvx` is recommended for ease of use and setup.
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For example, this will start the [Git](src/git) server:
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```sh

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