MCP Server Quality Scores
Independent quality analysis of 57580 public MCP servers
Last updated 1 hour, 38 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15501 |
Converts images, PDFs, Word documents, and Excel spreadsheets to structured mar…
|
F 30 5⁄5 | ||||||||
| 15502 |
A Model Context Protocol server that exposes project-specific development tools…
|
F 30 5⁄5 | ||||||||
| 15503 |
A Node.js MCP server that enables AI assistants to interact with Yandex Tracker…
|
F 30 5⁄5 | ||||||||
| 15504 |
A Python-based execution tool that mimics a Jupyter notebook environment. It ac…
|
F 30 5⁄5 | ||||||||
| 15505 |
An MCP server for getting ASCII banners
|
F 30 5⁄4 | ||||||||
| 15506 |
Enables AI assistants to interact with Lemonade's insurance services for renter…
|
F 30 5⁄4 | ||||||||
| 15507 |
A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functio…
|
F 30 5⁄4 | ||||||||
| 15508 |
Clayton Christensen persona agent for strategic advisory using disruption theory
|
F 30 5⁄5 | ||||||||
| 15509 |
An MCP server for running code locally via Docker and supporting multiple progr…
|
F 30 5⁄4 | ||||||||
| 15510 |
A Model Context Protocol server implementation that enables connection between …
|
F 30 6⁄6 | ||||||||
| 15511 |
Enables AI assistants running in WSL to capture Windows screenshots of full des…
|
F 30 5⁄5 | ||||||||
| 15512 |
A Model Context Protocol server that allows Claude to make API requests on your…
|
F 30 5⁄5 | ||||||||
| 15513 |
Enable natural language interactions with CircleCI functionality through MCP-en…
|
F 30 5⁄5 | ||||||||
| 15514 |
A lightweight and modular framework for building MCP-based file management syst…
|
F 30 5⁄5 | ||||||||
| 15515 |
Provides tools for automated company research, competitor identification, and b…
|
F 30 5⁄5 | ||||||||
| 15516 |
Real-time screen analysis, context-aware recording, and UI monitoring MCP serve…
|
F 30 5⁄4 | ||||||||
| 15517 |
Connects QGIS to Claude AI through the Model Context Protocol, enabling AI-assi…
|
F 30 5⁄4 | ||||||||
| 15518 |
Enables querying an internal LightRAG knowledge base to retrieve technical docu…
|
F 30 5⁄5 | ||||||||
| 15519 |
A minimal fastmcp demonstration server that provides a simple addition tool thr…
|
F 30 5⁄5 | ||||||||
| 15520 |
Triangulates HelpScout support tickets and ProductLift feature requests to gene…
|
F 30 5⁄5 | ||||||||
| 15521 |
Provides AI agents access to news aggregation from 80,000+ sources via the News…
|
F 30 5⁄5 | ||||||||
| 15522 |
A Model Context Protocol server that provides Flutter UI templates for developm…
|
F 30 5⁄4 | ||||||||
| 15523 |
一个用于联网搜索的MCP服务器，基于博查搜索API
A MCP server for internet search, based on the Bocha …
|
F 30 5⁄5 | ||||||||
| 15524 |
An MCP server that enables AI-assisted network packet analysis using Wireshark'…
|
F 30 5⁄4 | ||||||||
| 15525 |
A Python MCP server that enables semantic search through Search Labs blog posts…
|
F 30 5⁄5 | ||||||||
| 15526 |
An MCP server that enables integration with SonarQube Server or Cloud for code …
|
F 30 6⁄4 | ||||||||
| 15527 |
Provides secure access to Tennis Warehouse product data, enabling users to sear…
|
F 30 5⁄5 | ||||||||
| 15528 |
Enables LLMs to search and retrieve PayNow Component documentation directly, ac…
|
F 30 6⁄6 | ||||||||
| 15529 |
Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. B…
|
F 30 5⁄4 | ||||||||
| 15530 |
A production-ready unified entry point for AI agents that implements the Model …
|
F 30 5⁄5 | ||||||||
| 15531 |
A powerful, self-extending MCP server for dynamic AI tool orchestration. Featur…
|
F 30 5⁄4 | ||||||||
| 15532 |
Refine messy backlog items into structured, actionable work items with titles, …
|
F 30 5⁄5 | ||||||||
| 15533 |
A powerful research assistant that conducts intelligent, iterative research thr…
|
F 30 5⁄5 | ||||||||
| 15534 |
Connects Claude to Google Docs, allowing users to list, read, create, update, s…
|
F 30 5⁄4 | ||||||||
| 15535 |
A bridge between Gemini and GLM-4.5 models that provides 25 tools for automatin…
|
F 30 5⁄5 | ||||||||
| 15536 |
An MCP server that enables users to book, cancel, reschedule, and list appointm…
|
F 30 5⁄4 | ||||||||
| 15537 |
Let AI agents interact with serial devices — list ports, connect, send, and rea…
|
F 30 5⁄5 | ||||||||
| 15538 |
Enables AI assistants to interact with MikroTik RouterOS devices through API an…
|
F 30 5⁄5 | ||||||||
| 15539 |
Enables intelligent search and retrieval of Japanese legal statutes through the…
|
F 30 5⁄5 | ||||||||
| 15540 |
Enables users to extract, search, and analyze YouTube video transcripts directl…
|
F 30 5⁄5 | ||||||||
| 15541 |
Image Edit RMCP is a powerful Model Context Protocol service that provides Open…
|
F 30 6⁄6 | ||||||||
| 15542 |
This MCP server provides a tool to generate manual test cases in Markdown or CS…
|
F 30 5⁄5 | ||||||||
| 15543 |
Qurio brings multi-provider models, custom agents, reusable skills, MCP servers…
|
F 30 5⁄4 | ||||||||
| 15544 |
A secure middleware that intercepts AI agent tool calls to evaluate risks and m…
|
F 30 5⁄5 | ||||||||
| 15545 |
Send requests to OpenAI, MistralAI, Anthropic, xAI, Google AI or DeepSeek using…
|
F 30 5⁄5 | ||||||||
| 15546 |
MCP server for the POX SDN controller to provides network control and managemen…
|
F 30 5⁄4 | ||||||||
| 15547 |
Enables Claude Desktop to interact with MySQL databases through secure query ex…
|
F 30 5⁄5 | ||||||||
| 15548 |
Spectra Finance MCP server: yield discovery, PT/YT, looping, Morpho, 10 chains
|
F 30 5⁄4 | ||||||||
| 15549 |
A TypeScript-based MCP server that implements a simple notes system, allowing u…
|
F 30 5⁄4 | ||||||||
| 15550 |
A high-performance MCP server that enables AI assistants to safely interact wit…
|
F 30 5⁄5 | ||||||||