MCP Server Quality Scores
Independent quality analysis of 60600 public MCP servers
Last updated 1 hour, 27 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25051 |
A proxy server that bridges AI agents and external APIs by dynamically translat…
|
F 30 4⁄4 | ||||||||
| 25052 |
A server implementing the Model Context Protocol that enables AI assistants lik…
|
F 30 4⁄4 | ||||||||
| 25053 |
A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and E…
|
F 30 4⁄3 | ||||||||
| 25054 |
A simple Meta-agent Communication Protocol server built with FastMCP framework …
|
F 30 4⁄4 | ||||||||
| 25055 |
Search, retrieve, compare, and render SVG icons visually for AI agents.
|
F 30 4⁄3 | ||||||||
| 25056 |
Enables AI agents to securely read and write data to an Atomic CRM instance via…
|
F 30 4⁄4 | ||||||||
| 25057 |
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS,…
|
F 30 4⁄3 | ||||||||
| 25058 |
Enables AI agents to perform comprehensive person and company lookups by integr…
|
F 30 4⁄4 | ||||||||
| 25059 |
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
|
F 30 4⁄4 | ||||||||
| 25060 |
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
|
F 30 4⁄3 | ||||||||
| 25061 |
Server fleet management MCP — monitor, deploy, and manage distributed Linux ser…
|
F 30 4⁄3 | ||||||||
| 25062 |
A comprehensive security scanner for Model Context Protocol (MCP) servers that …
|
F 30 4⁄3 | ||||||||
| 25063 |
Add Obsidian integrations like semantic search and custom Templater prompts to …
|
F 30 4⁄3 | ||||||||
| 25064 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 25065 |
Enables AI assistants to access educational domain tools including grading, cog…
|
F 30 4⁄4 | ||||||||
| 25066 |
A FastAPI-based Model Context Protocol server that exposes herd data through a …
|
F 30 4⁄4 | ||||||||
| 25067 |
Provides dynamic short-term and long-term memory management with keyword-based …
|
F 30 4⁄3 | ||||||||
| 25068 |
An advanced management platform that integrates FastAPI and React TypeScript, p…
|
F 30 4⁄4 | ||||||||
| 25069 |
🏛 [UNDER CONSTRUCTION] A (roman) claude plugin marketplace
|
F 30 4⁄3 | ||||||||
| 25070 |
Acts as an AI Gateway for MCP servers using Azure API Management, implementing …
|
F 30 4⁄4 | ||||||||
| 25071 |
MCP Server for kubernetes management, and analyze your cluster, application hea…
|
F 30 4⁄4 | ||||||||
| 25072 |
An auto-generated MCP server that enables interaction with Google Kubernetes En…
|
F 30 4⁄4 | ||||||||
| 25073 |
An MCP server for Amazon Q CLI that supports operations on Alibaba Cloud servic…
|
F 30 4⁄4 | ||||||||
| 25074 |
An AI-powered Model Context Protocol server for Claude Code that provides code …
|
F 30 4⁄4 | ||||||||
| 25075 |
Provides a tiered, persistent memory architecture for Claude to automatically c…
|
F 30 4⁄4 | ||||||||
| 25076 |
🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
F 30 4⁄3 | ||||||||
| 25077 |
MCP Server that enables natural language interaction with iSendPro's SMS messag…
|
F 30 4⁄4 | ||||||||
| 25078 |
A demonstration tool that showcases potential security attack vectors against M…
|
F 30 4⁄3 | ||||||||
| 25079 |
Manage, explore, transform and join data in Kafka topics across multiple cluste…
|
F 30 4⁄3 | ||||||||
| 25080 |
Extract content from URLs, documents, videos, and audio files using intelligent…
|
F 30 4⁄3 | ||||||||
| 25081 |
This MCP (Model Context Protocol) Server provides a communication interface for…
|
F 30 4⁄3 | ||||||||
| 25082 |
An AI-powered compliance assistant that analyzes financial marketing content fo…
|
F 30 4⁄4 | ||||||||
| 25083 |
Save thousands of lines of code by building universal, domain-agnostic Multi-Ag…
|
F 30 4⁄3 | ||||||||
| 25084 |
A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, …
|
F 30 4⁄3 | ||||||||
| 25085 |
Enables first-order logic reasoning including theorem proving, model finding, c…
|
F 30 4⁄4 | ||||||||
| 25086 |
A Model Context Protocol server providing programmatic access to 3D protein str…
|
F 30 4⁄3 | ||||||||
| 25087 |
Enables AI assistants to create, update, delete, and search Confluence pages di…
|
F 30 4⁄4 | ||||||||
| 25088 |
Provides personalized book recommendations through OpenRouter and ChatGPT based…
|
F 30 4⁄4 | ||||||||
| 25089 |
Connects PyMOL to Claude AI through the Model Context Protocol, allowing for co…
|
F 30 4⁄3 | ||||||||
| 25090 |
Enables interaction with Rundeck instances to list jobs, execute jobs with opti…
|
F 30 4⁄4 | ||||||||
| 25091 |
Provides advanced web scraping with HTTP client, smart content extraction to Ma…
|
F 30 4⁄3 | ||||||||
| 25092 |
Enables control of Android devices through ADB using natural language commands.…
|
F 30 4⁄3 | ||||||||
| 25093 |
A simple server that enables management of LimeSurvey surveys and responses thr…
|
F 30 4⁄4 | ||||||||
| 25094 |
My personal Claude Code and OpenAI Codex setup with battle-tested skills, comma…
|
F 30 4⁄3 | ||||||||
| 25095 |
Enables LLM agents to query and analyze ActivityWatch time tracking data, inclu…
|
F 30 4⁄4 | ||||||||
| 25096 |
Enables users to interact with GitHub's Projects v2 API through natural languag…
|
F 30 4⁄4 | ||||||||
| 25097 |
Enables interaction with Ethereum-compatible smart contracts through their ABI,…
|
F 30 4⁄4 | ||||||||
| 25098 |
AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and …
|
F 30 4⁄4 | ||||||||
| 25099 |
Bridges the WhatsApp HTTP API with AI assistants to enable full control over me…
|
F 30 4⁄4 | ||||||||
| 25100 |
Comprehensive video and audio editing MCP server with advanced operations inclu…
|
F 30 4⁄3 | ||||||||