MCP Server Quality Scores
Independent quality analysis of 58073 public MCP servers
Last updated 1 hour, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 8551 |
Enables AI assistants to interact with MariaDB databases through standard SQL o…
|
C 68 5⁄5 | ||||||||
| 8552 |
An advanced MCP Server for accessing and analyzing clinical evidence data, with…
|
C 68 5⁄5 | ||||||||
| 8553 |
Windows MCP Server
Claim
Enables comprehensive Windows desktop automation including screen capture, OCR …
|
C 68 5⁄4 | ||||||||
| 8554 |
An MCP server for the Octopus Energy Japan GraphQL API that allows users to ret…
|
C 68 5⁄5 | ||||||||
| 8555 |
A browser monitoring and interaction tool that enables AI applications to captu…
|
C 68 5⁄4 | ||||||||
| 8556 |
An MCP server for intelligent YouTube video analysis that provides token-optimi…
|
C 68 5⁄5 | ||||||||
| 8557 |
Provides AI assistants with access to Payman's documentation, helping developer…
|
C 68 5⁄5 | ||||||||
| 8558 |
h1-brain
Claim
Connects AI assistants to HackerOne to pull bug bounty history, program scopes,…
|
C 68 5⁄4 | ||||||||
| 8559 |
A Model Context Protocol server that provides browser automation capabilities u…
|
C 68 5⁄5 | ||||||||
| 8560 |
Notion Query MCP Server
Claim
Provides structured, SQL-style query access to Notion databases, allowing Claud…
|
C 68 5⁄5 | ||||||||
| 8561 |
Enables interaction with Google Spreadsheets through the Model Context Protocol…
|
C 68 5⁄5 | ||||||||
| 8562 |
SmartThingsMCP
Claim
Enables comprehensive interaction with SmartThings devices, locations, scenes, …
|
C 68 5⁄5 | ||||||||
| 8563 |
Integrates CRM data with AI agents to manage leads, track pipeline statistics, …
|
C 68 5⁄5 | ||||||||
| 8564 |
A Model Context Protocol server that integrates with Microsoft's Edit tool, all…
|
C 68 5⁄5 | ||||||||
| 8565 |
DeFi signal intelligence + agent discovery. Funding arb, whale alerts, Zora, co…
|
C 68 5⁄5 | ||||||||
| 8566 |
Code Summarizer MCP
Claim
Allows LLM tools like Claude Desktop and Cursor AI to access and summarize code…
|
C 68 5⁄5 | ||||||||
| 8567 |
A Cloudflare Workers-based MCP server that enables secure remote connections us…
|
C 68 5⁄5 | ||||||||
| 8568 |
Enables context-aware semantic search across codebases using Qdrant vector data…
|
C 68 5⁄5 | ||||||||
| 8569 |
Manages knowledge graph data synchronized with GitHub repositories, enabling re…
|
C 68 5⁄5 | ||||||||
| 8570 |
Beancount MCP Server is an experimental implementation that utilizes the Model …
|
C 68 5⁄5 | ||||||||
| 8571 |
An MCP server that streamlines the integration of the @appolabs/appo SDK into w…
|
C 68 5⁄5 | ||||||||
| 8572 |
FastAPI MCP Demo Server
Claim
A demonstration MCP server built with FastAPI that provides basic mathematical …
|
C 68 5⁄4 | ||||||||
| 8573 |
Allows users to integrate their custom Quickchat AI Agents into various AI appl…
|
C 68 5⁄4 | ||||||||
| 8574 |
MI PANA APP MCP Server
Claim
Enables management of ride-sharing operations including searching for available…
|
C 68 5⁄5 | ||||||||
| 8575 |
Provides multi-provider image generation with automatic fallback across service…
|
C 68 5⁄5 | ||||||||
| 8576 |
Provides comprehensive filesystem operations (read, write, list, create, delete…
|
C 68 5⁄5 | ||||||||
| 8577 |
Enables dynamic generation of tools based on user-specific permissions from an …
|
C 68 5⁄5 | ||||||||
| 8578 |
Provides AI agents with access to Zero Network documentation, SDK integration g…
|
C 68 5⁄5 | ||||||||
| 8579 |
rae-mcp
Claim
🏎️ ☁️ 🍎 🪟 🐧 MCP Server to connect your preferred model with https://rae-api.com…
|
C 68 5⁄4 | ||||||||
| 8580 |
An MCP server that integrates Google Search Console and Google Analytics 4 to p…
|
C 68 5⁄5 | ||||||||
| 8581 |
MCP server for Robokassa payment API — generate payment URLs, check invoice sta…
|
C 68 4⁄4 | ||||||||
| 8582 |
Enhanced knowledge graph memory server for AI assistants that uses Neo4j as the…
|
C 68 5⁄5 | ||||||||
| 8583 |
Analyze React code locally, generate docs / llm.txt for whole project at once
|
C 68 5⁄4 | ||||||||
| 8584 |
Enables Claude to control Spotify features including playback control, playlist…
|
C 68 5⁄5 | ||||||||
| 8585 |
Local-first memory for Claude & AI agents with hybrid search, Graph-RAG, and ti…
|
C 68 5⁄4 | ||||||||
| 8586 |
A TypeScript MCP server that provides integration with GitLab's REST API, allow…
|
C 68 5⁄5 | ||||||||
| 8587 |
Enables AI assistants to intelligently fetch, parse, search, and rank resumes f…
|
C 68 5⁄5 | ||||||||
| 8588 |
A lightweight MCP server that provides read-only access to SQLite databases, al…
|
C 68 5⁄4 | ||||||||
| 8589 |
MCP ContentEngineering
Claim
Enables direct access to raw Markdown content from files or directories without…
|
C 68 5⁄5 | ||||||||
| 8590 |
An MCP server with integrated ATXP micropayment functionality that requires USD…
|
C 68 5⁄5 | ||||||||
| 8591 |
ComfyUI MCP Server
Claim
Enables orchestration of ComfyUI workflows through natural language by discover…
|
C 68 5⁄5 | ||||||||
| 8592 |
transition-mcp
Claim
AI-powered multisport coaching — workouts, training plans, and performance anal…
|
C 68 5⁄4 | ||||||||
| 8593 |
Connects Ableton Live to AI assistants through Model Context Protocol (MCP), en…
|
C 68 5⁄4 | ||||||||
| 8594 |
Access any storage with Apache OpenDAL™
|
C 68 5⁄5 | ||||||||
| 8595 |
An MCP server that enables remote SSH command execution and bidirectional file …
|
C 68 5⁄5 | ||||||||
| 8596 |
Provides real-time access to Transport for London data, enabling users to check…
|
C 68 5⁄5 | ||||||||
| 8597 |
temple-bridge
Claim
The Sovereign Stack: MCP server binding local AI capabilities with governance p…
|
C 68 5⁄4 | ||||||||
| 8598 |
A minimal MCP server implementation designed for learning how to integrate tool…
|
C 68 5⁄5 | ||||||||
| 8599 |
A Model Context Protocol server that provides browser automation capabilities u…
|
C 68 5⁄5 | ||||||||
| 8600 |
A foundational implementation of a Model Context Protocol (MCP) server designed…
|
C 68 4⁄4 | ||||||||