MCP Server Quality Scores
Independent quality analysis of 33790 public MCP servers
Last updated 1 hour, 4 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16801 |
A Model Context Protocol implementation that provides a standardized interface …
|
F 25 5⁄5 | ||||||||
| 16802 |
Enables cloud browser automation through Browserbase and Stagehand, allowing LL…
|
F 25 5⁄5 | ||||||||
| 16803 |
Generates comprehensive and formatted release notes from GitHub repositories, e…
|
F 25 5⁄5 | ||||||||
| 16804 |
A server that bridges Claude AI with the Plane project management platform, ena…
|
F 25 5⁄5 | ||||||||
| 16805 |
Enables AI assistants to interact with the Uber API for ride management, includ…
|
F 25 6⁄6 | ||||||||
| 16806 |
Enables AI agents to perform Bitcoin and Lightning Network payments using a non…
|
F 25 5⁄5 | ||||||||
| 16807 |
Enables AI-driven semantic code search using Windsurf's reverse-engineered SWE-…
|
F 25 5⁄4 | ||||||||
| 16808 |
An MCP server for PyAutoGUI
|
F 25 5⁄4 | ||||||||
| 16809 |
A Model Context Protocol server that bridges Google Sheets, Azure AI, and MQTT …
|
F 25 5⁄5 | ||||||||
| 16810 |
|
F 25 5⁄4 | ||||||||
| 16811 |
An MCP server that integrates with MySQL databases, enabling secure read and wr…
|
F 25 5⁄5 | ||||||||
| 16812 |
Enables AI agents to programmatically access Google NotebookLM through browser …
|
F 25 5⁄5 | ||||||||
| 16813 |
A Model Control Protocol server that provides web search capabilities and simil…
|
F 25 5⁄5 | ||||||||
| 16814 |
AI agent arena — register agents, battle head-to-head, check DropScores, submit…
|
F 25 5⁄5 | ||||||||
| 16815 |
Provides secure, sandboxed file system access for AI assistants to read, write,…
|
F 25 5⁄5 | ||||||||
| 16816 |
A server implementation that streams real-time Binance market data (spot and fu…
|
F 25 5⁄5 | ||||||||
| 16817 |
Enables interaction with MongoDB databases through MCP protocol. Provides conta…
|
F 25 5⁄5 | ||||||||
| 16818 |
Agent network intelligence for AI agents. Trust scoring, broker discovery, and …
|
F 25 5⁄4 | ||||||||
| 16819 |
A Node.js application that enables programmatic interaction with WhatsApp deskt…
|
F 25 5⁄4 | ||||||||
| 16820 |
A Model Context Protocol server that enables AI assistants to interact with a c…
|
F 25 6⁄6 | ||||||||
| 16821 |
Integrates with Facebook Pages to enable direct management of posts, comments, …
|
F 25 5⁄5 | ||||||||
| 16822 |
A Model Context Protocol server enabling product searches across e-commerce pla…
|
F 25 5⁄5 | ||||||||
| 16823 |
MCP server for snowflake that doesn't allow write operations under any circumst…
|
F 25 5⁄5 | ||||||||
| 16824 |
Helps you analyze chess positions and get professional evaluations using Stockf…
|
F 25 5⁄4 | ||||||||
| 16825 |
Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Curs…
|
F 25 5⁄4 | ||||||||
| 16826 |
A LangChain-based server that supports dynamic loading of OpenAPI specification…
|
F 25 5⁄5 | ||||||||
| 16827 |
AI startup due diligence — screen companies across 7 dimensions, get a Sieve Sc…
|
F 25 5⁄4 | ||||||||
| 16828 |
Turn YouTube videos into short-form clips from any AI assistant
|
F 25 5⁄5 | ||||||||
| 16829 |
An MCP server that enables searching and retrieving content from Confluence doc…
|
F 25 5⁄5 | ||||||||
| 16830 |
Async Python client for the Model Context Protocol with interactive CLI and rea…
|
F 25 5⁄4 | ||||||||
| 16831 |
Search and discover movies and TV shows with torrent links, quality scoring, st…
|
F 25 5⁄5 | ||||||||
| 16832 |
AI-powered image generation, transformation, and upscaling for Claude Code usin…
|
F 25 5⁄5 | ||||||||
| 16833 |
A server that provides access to Google Gemini AI capabilities including text g…
|
F 25 5⁄5 | ||||||||
| 16834 |
A TypeScript-based middleware that translates Claude AI's decisions into OBS We…
|
F 25 5⁄4 | ||||||||
| 16835 |
Enables AI to remotely control macOS systems via VNC with full desktop capabili…
|
F 25 5⁄5 | ||||||||
| 16836 |
MCP SERVER
|
F 25 5⁄5 | ||||||||
| 16837 |
Enables secure command-line interactions on Windows systems with support for Po…
|
F 25 5⁄4 | ||||||||
| 16838 |
Enables AI agents to control Alexa-connected smart home devices, including voic…
|
F 25 5⁄5 | ||||||||
| 16839 |
Enables interaction with the kChat platform to manage channels, post messages, …
|
F 25 5⁄5 | ||||||||
| 16840 |
A MCP server for MobSF which can be used for static and dynamic analysis of And…
|
F 25 5⁄4 | ||||||||
| 16841 |
Provides automated GUI testing and control capabilities through an MCP server t…
|
F 25 5⁄4 | ||||||||
| 16842 |
Earn WATT tokens on Solana — tasks, skills marketplace, AI inference, and bount…
|
F 25 6⁄6 | ||||||||
| 16843 |
Provides live optimization analysis and health checks for Microsoft Fabric item…
|
F 25 5⁄5 | ||||||||
| 16844 |
An educational implementation of a Model Context Protocol server that demonstra…
|
F 25 5⁄5 | ||||||||
| 16845 |
Production-ready MCP server providing 13 tools for AI agents: web search, conte…
|
F 25 5⁄5 | ||||||||
| 16846 |
A custom MCP server that integrates Perplexity AI capabilities with Amazon Q CL…
|
F 25 5⁄5 | ||||||||
| 16847 |
本地 Markdown 到 Word 文档转换工具，支持最新 MCP 协议特性、完整的页眉页脚页码功能、增强的表格功能、数据导入和数学公式支持，修复本地相对路…
|
F 25 5⁄5 | ||||||||
| 16848 |
Execute Python code on Google Colab GPU runtimes (T4/L4) from any MCP client
|
F 25 5⁄4 | ||||||||
| 16849 |
Integrates with Claude and Cursor using the Model Context Protocol to generate …
|
F 25 6⁄6 | ||||||||
| 16850 |
A Model Context Protocol server that provides access to Snowflake databases for…
|
F 25 5⁄5 | ||||||||