MCP Server Quality Scores
Independent quality analysis of 57597 public MCP servers
Last updated 2 hours, 8 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16301 |
WireGuard mesh VPN management MCP — configure peers, manage tunnels, monitor co…
|
F 25 5⁄4 | ||||||||
| 16302 |
A server based on Model Context Protocol (MCP) that provides query and search f…
|
F 25 6⁄6 | ||||||||
| 16303 |
AutoApply automates job applications using a real Playwright browser. Save your…
|
F 25 5⁄5 | ||||||||
| 16304 |
|
F 25 5⁄5 | ||||||||
| 16305 |
TDolphinDB database integration with schema inspection and query capabilities
|
F 25 5⁄5 | ||||||||
| 16306 |
Enables language models to interact with Google Calendar through OAuth2 authent…
|
F 25 5⁄5 | ||||||||
| 16307 |
Enables AI to remotely control macOS systems via VNC with full desktop capabili…
|
F 25 5⁄5 | ||||||||
| 16308 |
Enables AI assistants to manage tasks within an Obsidian vault by listing, addi…
|
F 25 5⁄5 | ||||||||
| 16309 |
Provides access to Feishu (Lark) documents for AI-driven coding tools like Curs…
|
F 25 6⁄6 | ||||||||
| 16310 |
Connects AI assistants to ScreenshotOne.com API for capturing website screensho…
|
F 25 5⁄5 | ||||||||
| 16311 |
Self-hosted MCP server for live documentation, code audits, and best practices.…
|
F 25 5⁄4 | ||||||||
| 16312 |
Enables natural language interaction with Azure services through Claude Desktop…
|
F 25 5⁄5 | ||||||||
| 16313 |
An MCP server that gives LLMs access to geographic data conversion tools, enabl…
|
F 25 5⁄5 | ||||||||
| 16314 |
A real-time hotspot monitoring and news aggregation assistant that provides AI-…
|
F 25 5⁄5 | ||||||||
| 16315 |
An MCP server that allows Claude models to use Union tasks, workflows, and apps…
|
F 25 5⁄4 | ||||||||
| 16316 |
Context window optimization for AI coding agents. Sandboxes tool output, 98% re…
|
F 25 5⁄4 | ||||||||
| 16317 |
A Model Context Protocol server that provides read-only MySQL database queries …
|
F 25 5⁄5 | ||||||||
| 16318 |
A Model Context Protocol server leveraging Google's Gemini Flash 2 to analyze d…
|
F 25 5⁄5 | ||||||||
| 16319 |
Find and retrieve full-page web content with contextual search to ground your w…
|
F 25 5⁄4 | ||||||||
| 16320 |
MCP Server that uses the open weight Kokoro TTS models to convert text-to-speec…
|
F 25 5⁄4 | ||||||||
| 16321 |
Crypto regime classifier for trading agents. 100% bounded regime accuracy. 50 f…
|
F 25 5⁄5 | ||||||||
| 16322 |
AI agent tools for Open Security Controls Assessment Language (OSCAL)
|
F 25 5⁄4 | ||||||||
| 16323 |
Enables AI models to interact with Fastmail accounts via the JMAP API through t…
|
F 25 5⁄5 | ||||||||
| 16324 |
MCP server for SwapAPI - get executable token swap calldata for EVM chains
|
F 25 5⁄4 | ||||||||
| 16325 |
The full-stack TypeScript framework to build, test, and deploy production-ready…
|
F 25 5⁄4 | ||||||||
| 16326 |
Enables secure downloading and access to Slack files and images using authentic…
|
F 25 5⁄5 | ||||||||
| 16327 |
An implementation of the Model Context Protocol (MCP) server that exposes Twili…
|
F 25 6⁄6 | ||||||||
| 16328 |
A MCP server for Hide – headless IDE for coding agents.
|
F 25 5⁄5 | ||||||||
| 16329 |
MCP Server for AI automation of the PlayCanvas Editor
|
F 25 5⁄5 | ||||||||
| 16330 |
An MCP-compliant server that enables AI assistants like Claude Desktop to acces…
|
F 25 5⁄5 | ||||||||
| 16331 |
Provides secure, sandboxed file system access for AI assistants to read, write,…
|
F 25 5⁄5 | ||||||||
| 16332 |
Enables managing ChipsBot chatbots, conversations, documents, RAG configuration…
|
F 25 6⁄6 | ||||||||
| 16333 |
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM …
|
F 25 5⁄5 | ||||||||
| 16334 |
A Model Context Protocol server that enables Claude Desktop integration with AA…
|
F 25 5⁄5 | ||||||||
| 16335 |
A browser automation MCP server hosted on Vercel that enables AI agents to perf…
|
F 25 5⁄5 | ||||||||
| 16336 |
Provides real-time flight and train ticket queries, live status tracking, and a…
|
F 25 6⁄6 | ||||||||
| 16337 |
A remote Model Context Protocol server that retrieves and cleans Microsoft Team…
|
F 25 5⁄5 | ||||||||
| 16338 |
MCP server that allocates Google Colab GPU runtimes (T4/L4) and executes Python…
|
F 25 5⁄4 | ||||||||
| 16339 |
A deliberately insecure note management server designed to test security scanne…
|
F 25 5⁄4 | ||||||||
| 16340 |
Enables natural language management of GitHub Actions Runner Controller (ARC) i…
|
F 25 5⁄5 | ||||||||
| 16341 |
Enables users to manage Gmail accounts using AI agent-assisted operations via a…
|
F 25 6⁄6 | ||||||||
| 16342 |
Enables AI agents to control and automate browser actions through an MCP server…
|
F 25 5⁄5 | ||||||||
| 16343 |
A server that implements the Model Context Protocol to connect LLMs to Brightsy…
|
F 25 6⁄6 | ||||||||
| 16344 |
Enable your AI agents to scrape and parse web content dynamically, including ge…
|
F 25 6⁄6 | ||||||||
| 16345 |
Enables AI agents to access a wide range of AI tools and services through the O…
|
F 25 6⁄6 | ||||||||
| 16346 |
Discover and compare L402 + x402 paid API services from satring.com, the best c…
|
F 25 5⁄5 | ||||||||
| 16347 |
Enables the retrieval of subtitles, danmaku (bullet comments), and video commen…
|
F 25 5⁄5 | ||||||||
| 16348 |
Create crafted UI components inspired by the best 21st.dev design engineers.
|
F 25 5⁄4 | ||||||||
| 16349 |
Provides advanced code structure and semantic analysis through Abstract Syntax …
|
F 25 5⁄4 | ||||||||
| 16350 |
Enables AI assistants to interact with Figma files through the ModelContextProt…
|
F 25 5⁄5 | ||||||||