Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
| Date | Stars |
|---|---|
| 2026-07-31 | 91622 |
| 2026-08-01 | 91622 |
| 2026-08-02 | 91738 |
| 2026-08-06 | 91738 |
Today
— stars today
This week
— stars this week
This month
— stars this month
Momentum
0.0
growth rate 0.00%/day
[](README-th.md) [](README.md) [](README-zh_TW.md) [](README-zh.md) [](README-ja.md) [](README-ko.md) [](README-pt_BR.md) [](https://glama.ai/mcp/discord) [](https://www.reddit.com/r/mcp/) > [!IMPORTANT] > [Awesome MCP Servers](https://glama.ai/mcp/servers) web directory. 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). ## Tutorials * [Tool Definition Quality Score (TDQS)](https://github.com/glama-ai/tool-definition-quality-score) * [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) * 🤝 - [Agreements & Coordination](#agreements--coordination) * 🎨 - [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) * 🗣️ - [Conversational AI](#conversational-ai) * 🔑 - [Cryptography](#cryptography) * 👤 - [Customer Data Platforms](#customer-data-platforms) * 🗄️ - [Databases](#databases) * 📊 - [Data Platforms](#data-platforms) * 🚚 - [Delivery](#delivery) * 🛠️ - [Developer Tools](#developer-tools) * 🧮 - [Data Science Tools](#data-science-tools) * 📊 - [Data Visualization](#data-visualization) * 📟 - [Embedded system](#embedded-system) * 🎓 - [Education](#education) * 🛒 - [E-Commerce](#e-commerce) * 🌳 - [Environment & Nature](#envir
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Frank Fiegel · Glama
4.2k
TerminalMan · @promptmesh · United Kingdom
96
70
YanchaoMa · Passionate Coder · China
29
hustcc · CN · China
16
16
R.Huijts · Fontys ICT · Netherlands
14
14
superjolly · 自由职业者
12
10
10
Sergio Fernández · Spain
10
10
10
Claude · @anthropics
9
9
9
9
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8
Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:676ac5dc3b05bc15, topic:mcp, name:mcp servers, desc:mcp servers