MCP Server Quality Scores
Independent quality analysis of 57597 public MCP servers
Last updated 2 hours, 8 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 16351 |
League of Legends AI coaching: player profiles, match history, ranked stats & p…
|
F 25 6⁄6 | ||||||||
| 16352 |
A Model Context Protocol (MCP) server for Dust.tt agents, designed for seamless…
|
F 25 5⁄4 | ||||||||
| 16353 |
Semantic code intelligence — call graphs, dependencies, impact analysis, and te…
|
F 25 5⁄4 | ||||||||
| 16354 |
Provides secure, sandboxed file system access for AI assistants to read, write,…
|
F 25 5⁄5 | ||||||||
| 16355 |
Enables debugging of Python, JavaScript/TypeScript, Go, and Rust code using rea…
|
F 25 5⁄4 | ||||||||
| 16356 |
12306 ticket purchase search server based on Model Context Protocol (MCP). It p…
|
F 25 6⁄6 | ||||||||
| 16357 |
A Model Context Protocol server for scraping Weibo that provides tools to searc…
|
F 25 5⁄5 | ||||||||
| 16358 |
The only Multi-LLM Compliance Engine (GPT-4o + Claude + DeepSeek). Auto-fix GDP…
|
F 25 5⁄4 | ||||||||
| 16359 |
Bridges browser content, developer tools data, and web page interactions with C…
|
F 25 5⁄4 | ||||||||
| 16360 |
An MCP discovery and installation engine that enables users to search for, inst…
|
F 25 5⁄5 | ||||||||
| 16361 |
Enables AI agents to control and automate browser actions through an MCP server…
|
F 25 5⁄5 | ||||||||
| 16362 |
Enables Claude AI to send real-time notifications to Slack channels with suppor…
|
F 25 5⁄5 | ||||||||
| 16363 |
Embeddable MCP stdio → HTTP bridge with background jobs & live dashboard. Survi…
|
F 25 5⁄4 | ||||||||
| 16364 |
LLM-driven context and memory management with wide-recall + precise-reranking R…
|
F 25 5⁄5 | ||||||||
| 16365 |
An automated research agent that leverages Google Gemini models and Google Sear…
|
F 25 5⁄5 | ||||||||
| 16366 |
A Model Context Protocol server enabling product searches across e-commerce pla…
|
F 25 5⁄5 | ||||||||
| 16367 |
Easiest framework for building MCP servers with automatic discovery of tools, p…
|
F 25 5⁄4 | ||||||||
| 16368 |
MCP server that allocates Google Colab GPU runtimes (T4/L4) and executes Python…
|
F 25 5⁄4 | ||||||||
| 16369 |
MindBridge is an AI orchestration MCP server that lets any app talk to any LLM …
|
F 25 5⁄5 | ||||||||
| 16370 |
Enables LLM agents to execute arbitrary Python code in secure, isolated sandbox…
|
F 25 5⁄5 | ||||||||
| 16371 |
A companion MCP server for writing applications on Reddit's developer platform …
|
F 25 5⁄5 | ||||||||
| 16372 |
A server for hosting Model Context Protocol (MCP) tools on Cloudflare Workers w…
|
F 25 5⁄5 | ||||||||
| 16373 |
Context window optimization for AI coding agents. Sandboxes tool output, 98% re…
|
F 25 5⁄4 | ||||||||
| 16374 |
Enables secure SSH connections to remote servers for executing shell commands a…
|
F 25 5⁄5 | ||||||||
| 16375 |
An implementation of the Model Context Protocol (MCP) server that exposes Twili…
|
F 25 6⁄6 | ||||||||
| 16376 |
An MCP server to access and updates profiles on an Apache Unomi CDP server.
|
F 25 5⁄5 | ||||||||
| 16377 |
A Model Context Protocol server for TikTok Ads API integration, enabling AI ass…
|
F 25 5⁄5 | ||||||||
| 16378 |
AutoApply automates job applications using a real Playwright browser. Save your…
|
F 25 5⁄5 | ||||||||
| 16379 |
A Python server that enables interaction with macOS native applications (Contac…
|
F 25 5⁄4 | ||||||||
| 16380 |
An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP…
|
F 25 5⁄4 | ||||||||
| 16381 |
MCP server for interacting with Neon Management API and databases.
|
F 25 6⁄6 | ||||||||
| 16382 |
A suite of MCP servers that allow LLMs to interact with blockchains through Met…
|
F 25 5⁄5 | ||||||||
| 16383 |
An MCP server designed to retrieve DevOps skills, code standards, and SAP Fiori…
|
F 25 5⁄5 | ||||||||
| 16384 |
🐍 Automatic operation of on-screen GUI.
|
F 25 5⁄4 | ||||||||
| 16385 |
An MCP server that gives LLMs access to geographic data conversion tools, enabl…
|
F 25 5⁄5 | ||||||||
| 16386 |
A Model Context Protocol server that enables Claude Desktop integration with AA…
|
F 25 5⁄5 | ||||||||
| 16387 |
Enables dynamic creation and execution of custom tools/functions in multiple pr…
|
F 25 6⁄4 | ||||||||
| 16388 |
Enables natural language management of GitHub Actions Runner Controller (ARC) i…
|
F 25 5⁄5 | ||||||||
| 16389 |
Provides integration with PayPal's Account Updater service, enabling merchants …
|
F 25 5⁄5 | ||||||||
| 16390 |
Feriados Brasileiros direto no seu agente de IA,
consulte feriados nacionais, e…
|
F 25 6⁄6 | ||||||||
| 16391 |
Enables users to manage and launch eTalent recruitment processes on the Evaluar…
|
F 25 5⁄5 | ||||||||
| 16392 |
Enables AI assistants to create and manage Cursor Cloud Agents that autonomousl…
|
F 25 5⁄5 | ||||||||
| 16393 |
AI image generation using Google Gemini's nano banana model.
|
F 25 5⁄4 | ||||||||
| 16394 |
A local Model Context Protocol server designed to share contextual information …
|
F 25 5⁄5 | ||||||||
| 16395 |
Production-ready MCP server providing 13 tools for AI agents: web search, conte…
|
F 25 5⁄5 | ||||||||
| 16396 |
A comprehensive MCP server aggregating 20+ tools including SEO optimization, do…
|
F 25 5⁄5 | ||||||||
| 16397 |
Enables users to create and manage activities in the meupontoonline system thro…
|
F 25 5⁄5 | ||||||||
| 16398 |
AI-powered prompt refinement with adaptive questioning and multi-provider suppo…
|
F 25 5⁄4 | ||||||||
| 16399 |
An MCP server that analyzes wallets’ trading activity and profitability on Pump…
|
F 25 5⁄5 | ||||||||
| 16400 |
A server based on Model Context Protocol (MCP) that provides query and search f…
|
F 25 6⁄6 | ||||||||