MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 28 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15401 |
Exposes an internal engineering knowledge base to AI assistants, allowing users…
|
F 30 5⁄5 | ||||||||
| 15402 |
Enables fetching and extracting web content as markdown using Firecrawl API, wi…
|
F 30 5⁄5 | ||||||||
| 15403 |
Enables AI agents to interact with Windows operating systems through native UI …
|
F 30 5⁄4 | ||||||||
| 15404 |
A personality-based MCP server that enables AI assistants to manage WordPress c…
|
F 30 5⁄5 | ||||||||
| 15405 |
A Model Context Protocol server that enables AI assistants to interact with iTe…
|
F 30 5⁄4 | ||||||||
| 15406 |
A smart router that helps users discover the most relevant tools from an MCP ca…
|
F 30 5⁄4 | ||||||||
| 15407 |
A local server that enables Claude Desktop to interact with your macOS Contacts…
|
F 30 5⁄5 | ||||||||
| 15408 |
An enhanced Model Context Protocol (MCP) server that allows running Claude Code…
|
F 30 5⁄4 | ||||||||
| 15409 |
An MCP server that enables web search capabilities using OpenAI's o3 model, all…
|
F 30 5⁄5 | ||||||||
| 15410 |
Retrieve context from your [Ragie](https://www.ragie.ai) (RAG) knowledge base c…
|
F 30 6⁄6 | ||||||||
| 15411 |
Read jira data via JQL and api and execute requests to create and edit tickets.
|
F 30 5⁄5 | ||||||||
| 15412 |
MCP server that connects AI assistants to ReviewWebsite.com API for creating an…
|
F 30 5⁄5 | ||||||||
| 15413 |
An agent-based tool that provides web search and advanced research capabilities…
|
F 30 5⁄5 | ||||||||
| 15414 |
Enables MCP clients to interact with Sally AI assistant using x402 blockchain-b…
|
F 30 5⁄5 | ||||||||
| 15415 |
Enables users to extract, search, and analyze YouTube video transcripts directl…
|
F 30 5⁄5 | ||||||||
| 15416 |
Interfaces with the Perplexity AI API to provide advanced question answering ca…
|
F 30 5⁄5 | ||||||||
| 15417 |
Enables semantic search and insight extraction across Granola meeting notes, ca…
|
F 30 5⁄4 | ||||||||
| 15418 |
MCP server that turns articles, transcripts, and markdown into LinkedIn carouse…
|
F 30 5⁄4 | ||||||||
| 15419 |
Enables autonomous data exploration on .csv-based datasets, providing intellige…
|
F 30 5⁄5 | ||||||||
| 15420 |
A server implementation of the Model Context Protocol that enables calling iFly…
|
F 30 5⁄5 | ||||||||
| 15421 |
Enables AI-powered frontend code review and unit test generation for Phabricato…
|
F 30 5⁄5 | ||||||||
| 15422 |
Integrates the Reachy Mini robot or its simulation with Claude Code to provide …
|
F 30 5⁄4 | ||||||||
| 15423 |
Automatically detects security vulnerabilities in AI-generated code, scanning f…
|
F 30 5⁄5 | ||||||||
| 15424 |
An advanced integration package that leverages OpenRouter and Perplexity APIs t…
|
F 30 5⁄5 | ||||||||
| 15425 |
Intentionally vulnerable Model Context Protocol (MCP) server designed for secur…
|
F 30 5⁄5 | ||||||||
| 15426 |
Enables querying an internal LightRAG knowledge base to retrieve technical docu…
|
F 30 5⁄5 | ||||||||
| 15427 |
|
F 30 5⁄4 | ||||||||
| 15428 |
Enterprise-grade Rust implementation of Anthropic's MCP protocol
|
F 30 5⁄4 | ||||||||
| 15429 |
Check domain availability across 600+ TLDs on Namecheap with pricing and purcha…
|
F 30 5⁄4 | ||||||||
| 15430 |
Scaffold production-ready MCP servers in seconds
|
F 30 5⁄4 | ||||||||
| 15431 |
An API-complete MCP server to manage Prometheus-compatible backends.
|
F 30 5⁄4 | ||||||||
| 15432 |
An MCP server for browser automation that allows AI to perform web tasks using …
|
F 30 5⁄4 | ||||||||
| 15433 |
A server that connects MCP clients (Claude, Cursor, Windsurf, etc.) to EventCat…
|
F 30 6⁄6 | ||||||||
| 15434 |
Evolve and optimize solutions across multiple generations using genetic algorit…
|
F 30 5⁄4 | ||||||||
| 15435 |
A Model Context Protocol server for accessing Confluence API using Personal Acc…
|
F 30 5⁄5 | ||||||||
| 15436 |
A starter project designed to help developers quickly build and deploy Model Co…
|
F 30 5⁄4 | ||||||||
| 15437 |
Provides comprehensive BioPython capabilities for biological sequence analysis,…
|
F 30 5⁄5 | ||||||||
| 15438 |
A demo MCP server implementation that provides a single stock search tool which…
|
F 30 5⁄4 | ||||||||
| 15439 |
A Python-based execution tool that mimics a Jupyter notebook environment. It ac…
|
F 30 5⁄5 | ||||||||
| 15440 |
Integrates with the AgentCraft framework to enable secure communication and dat…
|
F 30 5⁄4 | ||||||||
| 15441 |
Extracts watermark-free videos and images from Douyin (TikTok) and Xiaohongshu …
|
F 30 5⁄5 | ||||||||
| 15442 |
A demonstration MCP server that provides access to a SQLite employee database w…
|
F 30 5⁄4 | ||||||||
| 15443 |
Provides statistical analysis and usage tracking for Claude Code, enabling user…
|
F 30 5⁄5 | ||||||||
| 15444 |
Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline an…
|
F 30 5⁄4 | ||||||||
| 15445 |
Enables LLMs to search and retrieve PayNow Component documentation directly, ac…
|
F 30 6⁄6 | ||||||||
| 15446 |
A boilerplate project for quickly developing Model Context Protocol servers usi…
|
F 30 5⁄4 | ||||||||
| 15447 |
MCP server that helps AI models understand Vite/Nuxt applications better, avail…
|
F 30 5⁄4 | ||||||||
| 15448 |
Provides web search functionality for the Gemini Terminal Agent, handling concu…
|
F 30 5⁄5 | ||||||||
| 15449 |
A tool that integrates process mining capabilities with Claude AI, allowing use…
|
F 30 5⁄4 | ||||||||
| 15450 |
Enable natural language interactions with CircleCI functionality through MCP-en…
|
F 30 5⁄5 | ||||||||