Awesome MCP Servers

# Awesome MCP Servers [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)

[![ไทย](https://img.shields.io/badge/Thai-Click-blue)](README-th.md)
[![English](https://img.shields.io/badge/English-Click-yellow)](README.md)
[![繁體中文](https://img.shields.io/badge/繁體中文-點擊查看-orange)](README-zh_TW.md)
[![简体中文](https://img.shields.io/badge/简体中文-点击查看-orange)](README-zh.md)
[![日本語](https://img.shields.io/badge/日本語-クリック-青)](README-ja.md)
[![한국어](https://img.shields.io/badge/한국어-클릭-yellow)](README-ko.md)
[![Português Brasileiro](https://img.shields.io/badge/Português_Brasileiro-Clique-green)](README-pt_BR.md)
[![Discord](https://img.shields.io/discord/1312302100125843476?logo=discord&label=discord)](https://glama.ai/mcp/discord)
[![Subreddit subscribers](https://img.shields.io/reddit/subreddit-subscribers/mcp?style=flat&logo=reddit&label=subreddit)](https://www.reddit.com/r/mcp/)

> [!IMPORTANT]
> Read [The State of MCP in 2025](https://glama.ai/blog/2025-12-07-the-state-of-mcp-in-2025) report.

> [!IMPORTANT]
> [Awesome MCP Servers](https://glama.ai/mcp/servers) web directory.

> [!IMPORTANT]
> Test servers using [MCP Inspector](https://glama.ai/mcp/inspector?servers=%5B%7B%22id%22%3A%22test%22%2C%22name%22%3A%22test%22%2C%22requestTimeout%22%3A10000%2C%22url%22%3A%22https%3A%2F%2Fmcp-test.glama.ai%2Fmcp%22%7D%5D).

A curated list of awesome Model Context Protocol (MCP) servers.

* [What is MCP?](#what-is-mcp)
* [Clients](#clients)
* [Tutorials](#tutorials)
* [Community](#community)
* [Legend](#legend)
* [Server Implementations](#server-implementations)
* [Frameworks](#frameworks)
* [Tips & Tricks](#tips-and-tricks)

## What is MCP?

[MCP](https://modelcontextprotocol.io/) is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

## Clients

Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients).

> [!TIP]
> [Glama Chat](https://glama.ai/chat) is a multi-modal AI client with MCP support & [AI gateway](https://glama.ai/gateway).

## Tutorials

* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
* [Setup Claude Desktop App to Use a SQLite Database](https://youtu.be/wxCCzo9dGj0)

## Community

* [r/mcp Reddit](https://www.reddit.com/r/mcp)
* [Discord Server](https://glama.ai/mcp/discord)

## Legend

* 🎖️ – official implementation
* programming language
  * 🐍 – Python codebase
  * 📇 – TypeScript (or JavaScript) codebase
  * 🏎️ – Go codebase
  * 🦀 – Rust codebase
  * #️⃣ - C# Codebase
  * ☕ - Java codebase
  * 🌊 – C/C++ codebase
  * 💎 - Ruby codebase

* scope
  * ☁️ - Cloud Service
  * 🏠 - Local Service
  * 📟 - Embedded Systems
* operating system
  * 🍎 – For macOS
  * 🪟 – For Windows
  * 🐧 - For Linux

> [!NOTE]
> Confused about Local 🏠 vs Cloud ☁️?
> * Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
> * Use cloud when MCP server is talking to remote APIs, e.g. weather API.

## Server Implementations

> [!NOTE]
> We now have a [web-based directory](https://glama.ai/mcp/servers) that is synced with the repository.

* 🔗 - [Aggregators](#aggregators)
* 🎨 - [Art & Culture](#art-and-culture)
* 📐 - [Architecture & Design](#architecture-and-design)
* 📂 - [Browser Automation](#browser-automation)
* 🧬 - [Biology Medicine and Bioinformatics](#bio)
* ☁️ - [Cloud Platforms](#cloud-platforms)
* 👨‍💻 - [Code Execution](#code-execution)
* 🤖 - [Coding Agents](#coding-agents)
* 🖥️ - [Command Line](#command-line)
* 💬 - [Communication](#communication)
* 👤 - [Customer Data Platforms](#customer-data-platforms)
* 🗄️ - [Databases](#databases)
* 📊 - [Data Platforms](#data-platforms)
* 🚚 - [Delivery](#delivery)
* 🛠️ - [Developer Tools](#developer-tools)
* 🧮 - [Data Science Tools](#data-science-tools)
* 📟 - [Embedded system](#embedded-system)
* 📂 - [File Systems](#file-systems)
* 💰 - [Finance & Fintech](#finance--fintech)
* 🎮 - [Gaming](#gaming)
* 🧠 - [Knowledge & Memory](#knowledge--memory)
* ⚖️ - [Legal](#legal)
* 🗺️ - [Location Services](#location-services)
* 🎯 - [Marketing](#marketing)
* 📊 - [Monitoring](#monitoring)
* 🎥 - [Multimedia Process](#multimedia-process)
* 🔬 - [Research](#research)
* 🔎 - [Search & Data Extraction](#search)
* 🔒 - [Security](#security)
* 🌐 - [Social Media](#social-media)
* 🏃 - [Sports](#sports)
* 🎧 - [Support & Service Management](#support-and-service-management)
* 🌎 - [Translation Services](#translation-services)
* 🎧 - [Text-to-Speech](#text-to-speech)
* 🚆 - [Travel & Transportation](#travel-and-transportation)
* 🔄 - [Version Control](#version-control)
* 🏢 - [Workplace & Productivity](#workplace-

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