T
tolkonepiu/best-of-mcp-servers
A ranked list of MCP servers
View on GitHub ↗Link checked 2026-11-12 · HTTP 200 · opens the vendor's own site
We have neither an install command nor a public remote endpoint from this repository, so we do not print a config. A made-up one is worse than none. How each client wires MCP up →
- Source
- collected from the abordage/awesome-mcp list · type: MCP server
- Harvest history
- first seen 2026-11-05 · last seen 2026-11-14 · seen 10× · listed by 10 sources
- Score
- score 1,003 · 10 sources · mcp
FAQ (answers come from our records)
Who is it for?
We filed it under these tags: MCP 服务. The tags come from the entry itself, not a taxonomy we imposed.
Who maintains it?
first catalogued 2026-11-05；last seen 2026-11-14。There is no official certification or quality rating here — we record sources and dates only.
best-of-mcp-servers
以下摘录自该仓库的 README（片段） · 在 GitHub 读完整 README →
🏆 A ranked list of MCP servers. Updated weekly.
This curated list contains 410 awesome MCP (Model Context Protocol) servers with a total of 1.4M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
> 🧙♂️ Discover other best-of lists or create your own.
## Contents
Aggregators 15 projects
Art & Culture 10 projects
Browser Automation 14 projects
Biology Medicine and Bioinformatics 3 projects
Cloud Platforms 20 projects
Code Execution 5 projects
Coding Agents 13 projects
Command Line 7 projects
Communication 15 projects
Customer Data Platforms 4 projects
Databases 47 projects
Data Platforms 2 projects
Data Science Tools 7 projects
Developer Tools 66 projects
Embedded System 2 projects
File Systems 6 projects
Finance & Fintech 20 projects
Gaming 7 projects
Location Services 3 projects
Knowledge & Memory 19 projects
Marketing 5 projects
Monitoring 8 projects
Multimedia Process 2 projects
Search & Data Extraction 33 projects
Security 18 projects
Social Media 2 projects
Sports 1 projects
Support & Service Management 2 projects
Text-to-Speech 2 projects
Translation Services 1 projects
Travel & Transportation 2 projects
Version Control 3 projects
Workplace & Productivity 4 projects
Other Tools and Integrations 38 projects
## Explanation
🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
## Aggregators
MCP servers for aggregators
PipedreamHQ/pipedream (🥇29 · ⭐ 12K) - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. ❗Unlicensed
GitHub (👨💻 340 · 🔀 5.8K · 📦 14 · 📋 14K - 31% open · ⏱️ 04.11.2026)
mindsdb/mindsdb (🥇27 · ⭐ 40K) - Connect and unify data across various platforms and databases with MindsDB as a single MCP server. MIT
GitHub (👨💻 910 · 🔀 6.2K · 📋 4.4K - 0% open · ⏱️ 23.10.2026)
juspay/neurolink (🥈24 · ⭐ 170) - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models.. MIT
GitHub (👨💻 83 · 🔀 130 · 📦 23 · 📋 430 - 3% open · ⏱️ 05.11.2026)
julien040/anyquery (🥈21 · ⭐ 1.8K) - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible.. ❗Unlicensed
GitHub (👨💻 16 · 🔀 140 · 📥 20K · 📦 53 · 📋 41 - 7% open · ⏱️ 08.10.2026)
mcpjungle/MCPJungle (🥈21 · ⭐ 1.6K) - Self-hosted MCP Server registry for enterprise AI Agents. MPL-2.0
GitHub (👨💻 23 · 🔀 200 · 📥 10K · 📋 150 - 52% open · ⏱️ 03.11.2026)
This curated list contains 410 awesome MCP (Model Context Protocol) servers with a total of 1.4M stars grouped into 34 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an issue, submit a pull request, or directly edit the projects.yaml. Contributions are very welcome!
> 🧙♂️ Discover other best-of lists or create your own.
## Contents
Aggregators 15 projects
Art & Culture 10 projects
Browser Automation 14 projects
Biology Medicine and Bioinformatics 3 projects
Cloud Platforms 20 projects
Code Execution 5 projects
Coding Agents 13 projects
Command Line 7 projects
Communication 15 projects
Customer Data Platforms 4 projects
Databases 47 projects
Data Platforms 2 projects
Data Science Tools 7 projects
Developer Tools 66 projects
Embedded System 2 projects
File Systems 6 projects
Finance & Fintech 20 projects
Gaming 7 projects
Location Services 3 projects
Knowledge & Memory 19 projects
Marketing 5 projects
Monitoring 8 projects
Multimedia Process 2 projects
Search & Data Extraction 33 projects
Security 18 projects
Social Media 2 projects
Sports 1 projects
Support & Service Management 2 projects
Text-to-Speech 2 projects
Translation Services 1 projects
Travel & Transportation 2 projects
Version Control 3 projects
Workplace & Productivity 4 projects
Other Tools and Integrations 38 projects
## Explanation
🥇🥈🥉 Combined project-quality score
⭐️ Star count from GitHub
🐣 New project (less than 6 months old)
💤 Inactive project (6 months no activity)
💀 Dead project (12 months no activity)
📈📉 Project is trending up or down
➕ Project was recently added
❗️ Warning (e.g. missing/risky license)
👨💻 Contributors count from GitHub
🔀 Fork count from GitHub
📋 Issue count from GitHub
⏱️ Last update timestamp on package manager
📥 Download count from package manager
📦 Number of dependent projects
## Aggregators
MCP servers for aggregators
PipedreamHQ/pipedream (🥇29 · ⭐ 12K) - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app. ❗Unlicensed
GitHub (👨💻 340 · 🔀 5.8K · 📦 14 · 📋 14K - 31% open · ⏱️ 04.11.2026)
mindsdb/mindsdb (🥇27 · ⭐ 40K) - Connect and unify data across various platforms and databases with MindsDB as a single MCP server. MIT
GitHub (👨💻 910 · 🔀 6.2K · 📋 4.4K - 0% open · ⏱️ 23.10.2026)
juspay/neurolink (🥈24 · ⭐ 170) - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models.. MIT
GitHub (👨💻 83 · 🔀 130 · 📦 23 · 📋 430 - 3% open · ⏱️ 05.11.2026)
julien040/anyquery (🥈21 · ⭐ 1.8K) - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible.. ❗Unlicensed
GitHub (👨💻 16 · 🔀 140 · 📥 20K · 📦 53 · 📋 41 - 7% open · ⏱️ 08.10.2026)
mcpjungle/MCPJungle (🥈21 · ⭐ 1.6K) - Self-hosted MCP Server registry for enterprise AI Agents. MPL-2.0
GitHub (👨💻 23 · 🔀 200 · 📥 10K · 📋 150 - 52% open · ⏱️ 03.11.2026)
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- awesome · https://github.com/tolkonepiu/best-of-mcp-servers
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