MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 3 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 11951 |
A server that provides organized documentation content for various applications…
|
C 62 5⁄5 | ||||||||
| 11952 |
Facilitates interaction with Starknet blockchain via MCP by exposing various RP…
|
C 62 5⁄5 | ||||||||
| 11953 |
Mifactory
Claim
Extract clean text and metadata from any URL to simplify web data collection. T…
|
C 62 5⁄5 | ||||||||
| 11954 |
Enables semantic search and conversational querying across a personal research …
|
C 62 5⁄5 | ||||||||
| 11955 |
A Model Context Protocol server that enables natural language interaction with …
|
C 62 5⁄5 | ||||||||
| 11956 |
MCP Server
Claim
A configurable server implementation that provides MCP (Model-Controller-Protoc…
|
C 62 5⁄5 | ||||||||
| 11957 |
Enables Claude to directly access and analyze Ruby SimpleCov coverage reports f…
|
C 62 5⁄4 | ||||||||
| 11958 |
An MCP integration for signal-cli that allows AI agents to send and receive Sig…
|
C 62 5⁄4 | ||||||||
| 11959 |
A basic MCP server built with the FastMCP framework that provides fundamental m…
|
C 62 5⁄4 | ||||||||
| 11960 |
Enables AI agents to interact with your personal WhatsApp account to search mes…
|
C 62 5⁄5 | ||||||||
| 11961 |
Enables control of Android emulators (MumuEmulator or ADB-connected devices) th…
|
C 62 5⁄4 | ||||||||
| 11962 |
Errata Tool MCP Server
Claim
FastMCP server that enables AI assistants to integrate with Red Hat Errata Tool…
|
C 62 5⁄4 | ||||||||
| 11963 |
An educational implementation of a Model Context Protocol server that demonstra…
|
C 62 5⁄4 | ||||||||
| 11964 |
A Model Context Protocol (MCP) server that provides access to Crunchbase data f…
|
C 62 6⁄6 | ||||||||
| 11965 |
mcptrust
Claim
Runtime security proxy for MCP: lockfile enforcement, drift detection, artifact…
|
C 62 5⁄4 | ||||||||
| 11966 |
Zuul CI — build failure analysis, log search, pipeline status, and job configur…
|
C 62 5⁄5 | ||||||||
| 11967 |
Enables Claude to directly access Google Drive files and analyze High Performan…
|
C 62 5⁄4 | ||||||||
| 11968 |
A serverless MCP implementation on Cloudflare Workers that allows connecting AI…
|
C 62 5⁄5 | ||||||||
| 11969 |
A template for deploying authentication-free MCP servers on Cloudflare Workers …
|
C 62 5⁄5 | ||||||||
| 11970 |
AI-powered SEO content automation platform with 38 MCP tools. Scout trending to…
|
C 62 5⁄5 | ||||||||
| 11971 |
A template for deploying authentication-free MCP servers on Cloudflare Workers.…
|
C 62 5⁄5 | ||||||||
| 11972 |
MCP智能简历投递助手
Claim
Enables AI-driven job application automation for LinkedIn and SEEK platforms wi…
|
C 62 5⁄4 | ||||||||
| 11973 |
Enables AI agents to programmatically control a live Excalidraw canvas through …
|
C 62 5⁄5 | ||||||||
| 11974 |
MCP server for AI CLI tools (Claude, Codex, and Gemini) with background process…
|
C 62 6⁄4 | ||||||||
| 11975 |
Terminal multiplexer MCP server for orchestrating parallel AI agents. Manages w…
|
C 62 5⁄4 | ||||||||
| 11976 |
AdminMCP
Claim
Provides LLMs with administrative capabilities to execute shell commands on loc…
|
C 62 5⁄4 | ||||||||
| 11977 |
Enables users to query MLB Statcast, FanGraphs, and Baseball Reference data usi…
|
C 62 5⁄5 | ||||||||
| 11978 |
diabetes-mcp
Claim
Check your latest Dexcom glucose and instantly look up carb counts for foods. C…
|
C 62 5⁄5 | ||||||||
| 11979 |
Enables efficient vector database operations for embedding storage and similari…
|
C 62 5⁄5 | ||||||||
| 11980 |
Enables web search capabilities through the Tavily API. Allows users to search …
|
C 62 5⁄5 | ||||||||
| 11981 |
Takeoff
Claim
Fetch the latest posts and weekly news from Takeoff. Track AI issue updates and…
|
C 62 5⁄4 | ||||||||
| 11982 |
Enables secure SSH connections to multiple remote servers with support for comm…
|
C 62 5⁄5 | ||||||||
| 11983 |
A customized MCP server that enables integration between LLM applications and d…
|
C 62 5⁄5 | ||||||||
| 11984 |
A Model Context Protocol server for coordinating multiple parallel agents worki…
|
C 62 5⁄4 | ||||||||
| 11985 |
The Comfy MCP Server uses the FastMCP framework to generate images from prompts…
|
C 62 5⁄4 | ||||||||
| 11986 |
mcp-server
Claim
Autonomous DeFi yield for AI agents on Base. Query APY, simulate splits, manage…
|
C 62 5⁄5 | ||||||||
| 11987 |
Enables AI-powered ROI prediction and tracking with Monte Carlo simulations, Du…
|
C 62 5⁄5 | ||||||||
| 11988 |
Provides Claude with real-time system monitoring capabilities, including CPU, m…
|
C 62 5⁄4 | ||||||||
| 11989 |
An MCP server that allows accessing and managing ledger files through Claude by…
|
C 62 5⁄4 | ||||||||
| 11990 |
Weather
Claim
Get location-based forecasts and real-time US weather alerts. Plan your day wit…
|
C 62 5⁄4 | ||||||||
| 11991 |
100+ tool MCP server for real-time global intelligence — markets, FX, bonds, ea…
|
C 62 5⁄5 | ||||||||
| 11992 |
Enables Claude and other MCP clients to analyze and describe images using the Q…
|
C 62 5⁄5 | ||||||||
| 11993 |
Jadx MCP Server
Claim
A server that exposes the Jadx decompiler API over HTTP, enabling Claude to int…
|
C 62 5⁄5 | ||||||||
| 11994 |
Manage GA4 properties, data streams, conversions, and run reports via Admin & D…
|
C 62 5⁄4 | ||||||||
| 11995 |
An MCP server that wraps the Riza Code Interpreter API and presents endpoints a…
|
C 62 5⁄5 | ||||||||
| 11996 |
An MCP server providing robust browser automation tools for AI assistants, incl…
|
C 62 5⁄4 | ||||||||
| 11997 |
Penpot MCP server
|
C 62 5⁄5 | ||||||||
| 11998 |
A FastAPI-based MCP server scaffold designed to extract material tables from Au…
|
C 62 5⁄4 | ||||||||
| 11999 |
Indexes local files (PDF, TXT, CSV, Markdown) with embeddings for semantic sear…
|
C 62 5⁄4 | ||||||||
| 12000 |
Italian legislation via MCP — full-text search across statutes and provisions
|
C 62 6⁄4 | ||||||||