MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 2 hours, 23 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25201 |
Search, retrieve, compare, and render SVG icons visually for AI agents.
|
F 30 4⁄3 | ||||||||
| 25202 |
My personal Claude Code and OpenAI Codex setup with battle-tested skills, comma…
|
F 30 4⁄3 | ||||||||
| 25203 |
A minimal MCP server template demonstrating basic tools, resources, and prompts…
|
F 30 4⁄4 | ||||||||
| 25204 |
Enables management and querying of multiple MySQL databases through natural lan…
|
F 30 4⁄4 | ||||||||
| 25205 |
A comprehensive MCP server providing an interface to MoviePy for professional-g…
|
F 30 4⁄4 | ||||||||
| 25206 |
AI-powered MCP marketplace enabling AI engineers to deploy, monetize, and scale…
|
F 30 4⁄3 | ||||||||
| 25207 |
An AI-powered Model Context Protocol server for Claude Code that provides code …
|
F 30 4⁄4 | ||||||||
| 25208 |
Control your macOS Homebrew setup using natural language via this MCP server. S…
|
F 30 4⁄3 | ||||||||
| 25209 |
MCP security proxy that sits between AI coding assistants and MCP servers, dete…
|
F 30 4⁄3 | ||||||||
| 25210 |
Provides unified project context and monitoring capabilities including project …
|
F 30 4⁄3 | ||||||||
| 25211 |
An MCP server that provides access to Google Cloud Monitoring API, enabling int…
|
F 30 4⁄4 | ||||||||
| 25212 |
Enables programmatic interaction with ArchiveBox web archiving functionality th…
|
F 30 4⁄4 | ||||||||
| 25213 |
Provides tools for AI assistants to manage and diagnose MWAA Airflow environmen…
|
F 30 4⁄3 | ||||||||
| 25214 |
A comprehensive Model Context Protocol server for advanced code analysis that p…
|
F 30 4⁄4 | ||||||||
| 25215 |
Enables AI-powered Slack workspace management with 18+ tools for messaging, cha…
|
F 30 4⁄4 | ||||||||
| 25216 |
A Model Context Protocol server that enables AI assistants to perform YARA rule…
|
F 30 4⁄4 | ||||||||
| 25217 |
Enables users to create professional React-powered videos through Claude Deskto…
|
F 30 4⁄3 | ||||||||
| 25218 |
Connects PyMOL to Claude AI through the Model Context Protocol, allowing for co…
|
F 30 4⁄3 | ||||||||
| 25219 |
45+ interactive charts, dashboards, flowcharts, and KPIs inside any AI conversa…
|
F 30 4⁄3 | ||||||||
| 25220 |
Semantic code search and RAG system written in Rust with tree-sitter chunking, …
|
F 30 4⁄3 | ||||||||
| 25221 |
🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
F 30 4⁄3 | ||||||||
| 25222 |
Open source MCP server specializing in easy, fast, and secure tools for Databas…
|
F 30 4⁄3 | ||||||||
| 25223 |
A server implementing the Model Context Protocol that enables AI assistants lik…
|
F 30 4⁄4 | ||||||||
| 25224 |
Serverless AI agent using LangChain.js and Model Context Protocol (MCP) integra…
|
F 30 4⁄3 | ||||||||
| 25225 |
Enables AI agents to manage VMware vSphere infrastructure through 55 typed tool…
|
F 30 4⁄4 | ||||||||
| 25226 |
A comprehensive integration providing over 46 tools for managing GitLab project…
|
F 30 4⁄4 | ||||||||
| 25227 |
Persistent intelligence infrastructure for agentic development that gives AI co…
|
F 30 4⁄3 | ||||||||
| 25228 |
An MCP server that provides access to supervisor evaluations and ratings from u…
|
F 30 4⁄3 | ||||||||
| 25229 |
A proxy server that bridges AI agents and external APIs by dynamically translat…
|
F 30 4⁄4 | ||||||||
| 25230 |
A Model Context Protocol server that wraps the official Obsidian CLI to allow A…
|
F 30 4⁄3 | ||||||||
| 25231 |
Automatically transforms markdown templates (like GitHub Issue templates) into …
|
F 30 4⁄4 | ||||||||
| 25232 |
Enables control of Android devices through ADB using natural language commands.…
|
F 30 4⁄3 | ||||||||
| 25233 |
A modular collection of MCP servers for automating virtual secretary tasks with…
|
F 30 4⁄4 | ||||||||
| 25234 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 25235 |
The immune system for AI coding agents
|
F 25 4⁄3 | ||||||||
| 25236 |
Manage your Anki collection with AnkiConnect & MCP
|
F 25 4⁄3 | ||||||||
| 25237 |
A server that connects to the Notion API and exposes functionality through Clau…
|
F 25 4⁄4 | ||||||||
| 25238 |
Flag features directly from chat in your IDE with [Reflag](https://reflag.com).
|
F 25 4⁄4 | ||||||||
| 25239 |
An MCP server that uses Groq's API to expose raw chain-of-thought tokens from Q…
|
F 25 4⁄4 | ||||||||
| 25240 |
Enables interaction with YApi API management platform through natural language,…
|
F 25 4⁄4 | ||||||||
| 25241 |
Enables integration with Tableau to query data, explore workbook content, and r…
|
F 25 4⁄4 | ||||||||
| 25242 |
Enables bidirectional control between Claude Code and Figma with real-time sync…
|
F 25 4⁄3 | ||||||||
| 25243 |
Enables interaction with MongoDB databases and MongoDB Atlas for querying data …
|
F 25 4⁄4 | ||||||||
| 25244 |
RobotMCP is a comprehensive Model Context Protocol (MCP) server that bridges th…
|
F 25 4⁄3 | ||||||||
| 25245 |
Enables AI assistants to access and manage Streamline tasks, notes, tags, and w…
|
F 25 4⁄4 | ||||||||
| 25246 |
Prediction market probability oracle. 500+ markets from Kalshi, Polymarket & Me…
|
F 25 4⁄3 | ||||||||
| 25247 |
Collection of Google-native tools (Gmail, Calendar, Drive, Tasks) for MCP with …
|
F 25 4⁄4 | ||||||||
| 25248 |
A secure Model Context Protocol server that enables Claude AI to list, search, …
|
F 25 4⁄4 | ||||||||
| 25249 |
A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.
|
F 25 4⁄3 | ||||||||
| 25250 |
A Model Context Protocol server to connect to MongoDB databases and MongoDB Atl…
|
F 25 4⁄3 | ||||||||