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6 changes: 6 additions & 0 deletions .github/pull_request_template.md
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## Description

## Publishing Your Server

**Note: We are no longer accepting PRs to add servers to the README.** Instead, please publish your server to the [MCP Server Registry](https://github.com/modelcontextprotocol/registry) to make it discoverable to the MCP ecosystem.

To publish your server, follow the [quickstart guide](https://github.com/modelcontextprotocol/registry/blob/main/docs/modelcontextprotocol-io/quickstart.mdx). You can browse published servers at [https://registry.modelcontextprotocol.io/](https://registry.modelcontextprotocol.io/).

## Server Details
<!-- If modifying an existing server, provide details -->
- Server: <!-- e.g., filesystem, github -->
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8 changes: 5 additions & 3 deletions CONTRIBUTING.md
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Expand Up @@ -6,7 +6,9 @@ We accept changes through [the standard GitHub flow model](https://docs.github.c

## Server Listings

We welcome PRs that add links to your servers in the [README.md](./README.md)!
We are **no longer accepting PRs** to add server links to the README. Please publish your server to the [MCP Server Registry](https://github.com/modelcontextprotocol/registry) instead. Follow the [quickstart guide](https://github.com/modelcontextprotocol/registry/blob/main/docs/modelcontextprotocol-io/quickstart.mdx).

You can browse published servers using the simple UI at [https://registry.modelcontextprotocol.io/](https://registry.modelcontextprotocol.io/).

## Server Implementations

Expand All @@ -16,10 +18,10 @@ We welcome:
- **Enhancements that demonstrate MCP protocol features** — We encourage contributions that help reference servers better illustrate underutilized aspects of the MCP protocol beyond just Tools, such as Resources, Prompts, or Roots. For example, adding Roots support to filesystem-server helps showcase this important but lesser-known feature.

We're more selective about:
- **Other new features** — Especially if they're not crucial to the server's core purpose or are highly opinionated. The existing servers are reference servers meant to inspire the community. If you need specific features, we encourage you to build enhanced versions! We think a diverse ecosystem of servers is beneficial for everyone, and would love to link to your improved server in our README.
- **Other new features** — Especially if they're not crucial to the server's core purpose or are highly opinionated. The existing servers are reference servers meant to inspire the community. If you need specific features, we encourage you to build enhanced versions and publish them to the [MCP Server Registry](https://github.com/modelcontextprotocol/registry)! We think a diverse ecosystem of servers is beneficial for everyone.

We don't accept:
- **New server implementations** — We encourage you to publish them yourself, and link to them from the README.
- **New server implementations** — We encourage you to publish them to the [MCP Server Registry](https://github.com/modelcontextprotocol/registry) instead.

## Testing

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15 changes: 11 additions & 4 deletions README.md
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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 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](https://registry.modelcontextprotocol.io/). The repository served by this README is dedicated to housing just the small number of reference servers maintained by the MCP steering group.

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:

Expand All @@ -16,9 +19,6 @@ Typically, each MCP server is implemented with an MCP SDK:
- [Swift MCP SDK](https://github.com/modelcontextprotocol/swift-sdk)
- [TypeScript MCP SDK](https://github.com/modelcontextprotocol/typescript-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 official SDKs.
Expand Down Expand Up @@ -51,6 +51,9 @@ The following reference servers are now archived and can be found at [servers-ar

## 🤝 Third-Party Servers

> [!NOTE]
The server lists in this README are no longer maintained and will eventually be removed.

### 🎖️ Official Integrations

Official integrations are maintained by companies building production ready MCP servers for their platforms.
Expand Down Expand Up @@ -207,7 +210,7 @@ Official integrations are maintained by companies building production ready MCP
- <img height="12" width="12" src="https://static.edubase.net/media/brand/favicon/favicon-32x32.png" alt="EduBase Logo" /> **[EduBase](https://github.com/EduBase/MCP)** - Interact with [EduBase](https://www.edubase.net), a comprehensive e-learning platform with advanced quizzing, exam management, and content organization capabilities
- <img height="12" width="12" src="https://www.elastic.co/favicon.ico" alt="Elasticsearch Logo" /> **[Elasticsearch](https://github.com/elastic/mcp-server-elasticsearch)** - Query your data in [Elasticsearch](https://www.elastic.co/elasticsearch)
- <img height="12" width="12" src="https://www.elastic.co/favicon.ico" alt="Elasticsearch Memory Logo" /> **[Elasticsearch Memory](https://github.com/fredac100/elasticsearch-memory-mcp)** - Persistent memory with hierarchical categorization, semantic search, and intelligent auto-detection. Install via [PyPI](https://pypi.org/project/elasticsearch-memory-mcp/).
- <img height="12" width="12" src="https://elasticemail.com/favicon.ico" alt="Elastic Email Logo" /> **[Elastic Email MCP](https://github.com/ElasticEmail/elasticemail-mcp-server)** - Elastic Email MCP Server delivers full-scale email capabilities to the next generation of AI agents and MCP-compatible environments.
- <img height="12" width="12" src="https://elasticemail.com/favicon.ico" alt="Elastic Email Logo" /> **[Elastic Email](https://github.com/ElasticEmail/elasticemail-mcp-server)** - Elastic Email MCP Server delivers full-scale email capabilities to the next generation of AI agents and MCP-compatible environments.
- <img height="12" width="12" src="https://github.com/EmberAGI/arbitrum-vibekit/blob/main/img/Ember%20Black.png?raw=true" alt="Ember AI Logo" /> **[Ember AI](https://docs.emberai.xyz/)** - A unified MCP server that enables AI agents to execute cross-chain DeFi strategies.
- <img height="12" width="12" src="https://cdn.prod.website-files.com/656eaf5c6da3527caf362363/656ecc07555afac40df4c40e_Facicon.png" alt="Endor Labs Logo" /> **[Endor Labs](https://docs.endorlabs.com/deployment/ide/mcp/)** - Find and fix security risks in you code. Integrate [Endor Labs](https://endorlabs.com) to scan and secure your code from vulnerabilities and secret leaks.
- <img height="12" width="12" src="https://esignatures.com/favicon.ico" alt="eSignatures Logo" /> **[eSignatures](https://github.com/esignaturescom/mcp-server-esignatures)** - Contract and template management for drafting, reviewing, and sending binding contracts.
Expand Down Expand Up @@ -468,6 +471,7 @@ Official integrations are maintained by companies building production ready MCP
- <img height="12" width="12" src="https://www.searchunify.com/favicon.ico" alt="SearchUnify Logo" /> **[SearchUnify](https://github.com/searchunify/su-mcp/)** - SearchUnify MCP Server (su-mcp) enables seamless integration of SearchUnify with Claude Desktop
- <img height="12" width="12" src="https://secureframe.com/favicon.ico" alt="Secureframe Logo" /> **[Secureframe](https://github.com/secureframe/secureframe-mcp-server)** - Query security controls, monitor compliance tests, and access audit data across SOC 2, ISO 27001, CMMC, FedRAMP, and other frameworks from [Secureframe](https://secureframe.com).
- <img height="12" width="12" src="https://semgrep.dev/favicon.ico" alt="Semgrep Logo" /> **[Semgrep](https://github.com/semgrep/semgrep/blob/develop/cli/src/semgrep/mcp/README.md)** - Enable AI agents to secure code with [Semgrep](https://semgrep.dev/).
- <img height="12" width="12" src="https://semilattice.ai/favicon.png" alt="Semilattice icon" /> **[Semilattice](https://github.com/semilattice-research/mcp)** - Test content, personalise features, and A/B test decisions with accurate audience prediction.
- <img height="12" width="12" src="https://avatars.githubusercontent.com/u/187640573?s=48&v=4" alt="Sequa Logo" /> **[Sequa.AI](https://github.com/sequa-ai/sequa-mcp)** - Stop stitching context for Copilot and Cursor. With [Sequa MCP](https://github.com/sequa-ai/sequa-mcp), your AI tools know all your codebases and docs out of the box.
- <img height="12" width="12" src="https://cdn.prod.website-files.com/6372338e5477e047032b37a5/64f85e6388a2a5c8c9525b4d_favLogo.png" alt="Shortcut Logo" /> **[Shortcut](https://github.com/useshortcut/mcp-server-shortcut)** - Access and implement all of your projects and tasks (Stories) from [Shortcut](https://shortcut.com/).
- <img height="12" width="12" src="https://simplifier.io/favicon.ico" alt="Simplifier Logo" /> **[Simplifier](https://github.com/simplifier-ag/simplifier-mcp)** - Manage connectors, business objects and more in your [Simplifier](https://simplifier.io/) low code platform.
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- **[Adobe Commerce](https://github.com/rafaelstz/adobe-commerce-dev-mcp)** — MCP to interact with Adobe Commerce GraphQL API, including orders, products, customers, etc.
- **[ADR Analysis](https://github.com/tosin2013/mcp-adr-analysis-server)** - AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects.
- **[Ads MCP](https://github.com/amekala/ads-mcp)** - Remote MCP server for cross-platform ad campaign creation (Google Ads Search & PMax, TikTok). OAuth 2.1 authentication with progress streaming support for long-running operations. [Website](https://www.adspirer.com/)
- **[Agent Interviews](https://github.com/thinkchainai/agentinterviews_mcp)** - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com).
- **[AgentBay](https://github.com/Michael98671/agentbay)** - An MCP server for providing serverless cloud infrastructure for AI agents.
- **[Agentic Framework](https://github.com/Piotr1215/mcp-agentic-framework)** - Multi-agent collaboration framework enabling AI agents to register, discover each other, exchange asynchronous messages via HTTP transport, and work together on complex tasks with persistent message history.
- **[AgentMode](https://www.agentmode.app)** - Connect to dozens of databases, data warehouses, Github & more, from a single MCP server. Run the Docker image locally, in the cloud, or on-premise.
Expand Down Expand Up @@ -1012,6 +1017,7 @@ search, and comprehensive file analysis.
- **[Matrix](https://github.com/mjknowles/matrix-mcp-server)** - Interact with a Matrix homeserver.
- **[Maven Tools MCP](https://github.com/arvindand/maven-tools-mcp)** - Maven Central dependency intelligence for JVM build tools. Supports all build tools (Maven, Gradle, SBT, Mill) with Context7 integration for documentation support.
- **[Maybe Don't AI Policy Engine](https://www.maybedont.ai/download/)** - Yet another MCP security gateway, Maybe Don't AI provides policy checks on any call before it reaches downstream MCP servers to protect users from agents behaving poorly.
- **[MCP Bundles Hub](https://github.com/thinkchainai/mcpbundles)** - Discover, install, and manage 500+ MCP provider integrations and bundles through [MCP Bundles](https://mcpbundles.com).
- **[MCP Compass](https://github.com/liuyoshio/mcp-compass)** - Suggest the right MCP server for your needs
- **[MCP Context Provider](https://github.com/doobidoo/MCP-Context-Provider)** - Static server that provides AI models with persistent tool-specific context and rules, preventing context loss between chat sessions and enabling consistent behavior across interactions.
- **[MCP Create](https://github.com/tesla0225/mcp-create)** - A dynamic MCP server management service that creates, runs, and manages Model Context Protocol servers on-the-fly.
Expand Down Expand Up @@ -1188,6 +1194,7 @@ search, and comprehensive file analysis.
- **[Peacock for VS Code](https://github.com/johnpapa/peacock-mcp)** - MCP Server for the Peacock extension for VS Code, coloring your world, one Code editor at a time. The main goal of the project is to show how an MCP server can be used to interact with APIs.
- **[persistproc](https://github.com/irskep/persistproc)** - MCP server + command line tool that allows agents to see & control long-running processes like web servers.
- **[Pexels](https://github.com/garylab/pexels-mcp-server)** - A MCP server providing access to Pexels Free Image API, enabling seamless search, retrieval, and download of high-quality royalty-free images.
- **[pgtuner_mcp](https://github.com/isdaniel/pgtuner_mcp)** - provides AI-powered PostgreSQL performance tuning capabilities.
- **[Pharos](https://github.com/QuentinCody/pharos-mcp-server)** - Unofficial MCP server for the Pharos database by the National Center for Advancing Translational Sciences (NCATS), providing access to target, drug, and disease information for drug discovery research.
- **[Phone MCP](https://github.com/hao-cyber/phone-mcp)** - 📱 A powerful plugin that lets you control your Android phone. Enables AI agents to perform complex tasks like automatically playing music based on weather or making calls and sending texts.
- **[PIF](https://github.com/hungryrobot1/MCP-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.
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