MCP Server Quality Scores
Independent quality analysis of 33842 public MCP servers
Last updated 2 hours, 21 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15001 |
A TypeScript-based server that connects MCP Clients to Dify applications, dynam…
|
F 30 5⁄5 | ||||||||
| 15002 |
Draw on your website, let your AI agent see it. Visual context for code generat…
|
F 30 6⁄6 | ||||||||
| 15003 |
AI-powered Git workflow intelligence — 10 tools for commit messages, branch nam…
|
F 30 5⁄4 | ||||||||
| 15004 |
An MCP server that allows Claude to use OpenAI's image generation capabilities …
|
F 30 5⁄5 | ||||||||
| 15005 |
An MCP server that gives Claude Desktop complete intelligence about any public …
|
F 30 5⁄5 | ||||||||
| 15006 |
A debug tool for platform developers to verify that their MCP App hosts correct…
|
F 30 5⁄5 | ||||||||
| 15007 |
Provides access to OpenSincera API for retrieving digital advertising publisher…
|
F 30 5⁄5 | ||||||||
| 15008 |
Automates Notion task workflows with AI-powered tag processing, enabling Claude…
|
F 30 5⁄5 | ||||||||
| 15009 |
Enable Claude Code, Cursor, or your favorite LLM to interact with Xcode, buildi…
|
F 30 5⁄4 | ||||||||
| 15010 |
Enables comprehensive MySQL database operations including CRUD, performance opt…
|
F 30 5⁄5 | ||||||||
| 15011 |
Enables interaction with Amazon services through AI assistants, allowing users …
|
F 30 5⁄5 | ||||||||
| 15012 |
An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and …
|
F 30 5⁄5 | ||||||||
| 15013 |
7-layer recursive agent memory with context branching, holographic recall, drea…
|
F 30 5⁄5 | ||||||||
| 15014 |
A Model Context Protocol server that enhances LLM capabilities by connecting to…
|
F 30 5⁄5 | ||||||||
| 15015 |
Unofficial MCP server for searching and retrieving scientific data from the Cat…
|
F 30 5⁄4 | ||||||||
| 15016 |
A Cloudflare Worker-based MCP server that utilizes a space wars roleplay scenar…
|
F 30 6⁄6 | ||||||||
| 15017 |
Connects AI assistants directly to Obsidian vaults with intelligent note creati…
|
F 30 5⁄4 | ||||||||
| 15018 |
An MCP server for browser automation that allows AI to perform web tasks using …
|
F 30 5⁄4 | ||||||||
| 15019 |
N-to-1 MCP Orchestration. Unified gateway for multiple MCP servers with intelli…
|
F 30 5⁄4 | ||||||||
| 15020 |
Enables querying Azure Application Insights logs by order number through natura…
|
F 30 5⁄5 | ||||||||
| 15021 |
Enables automated README file management for development projects through MCP t…
|
F 30 5⁄5 | ||||||||
| 15022 |
Enables searching and downloading court documents, listing cases, and retrievin…
|
F 30 6⁄6 | ||||||||
| 15023 |
A multi-agent framework that models complex social systems through a coordinate…
|
F 30 5⁄5 | ||||||||
| 15024 |
Access your reMarkable tablet - read documents, browse files, extract text and …
|
F 30 5⁄4 | ||||||||
| 15025 |
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
|
F 30 5⁄5 | ||||||||
| 15026 |
Studio MCP transforms any CLI command into an AI tool by using a simple templat…
|
F 30 5⁄4 | ||||||||
| 15027 |
Real-time screen analysis, context-aware recording, and UI monitoring MCP serve…
|
F 30 5⁄4 | ||||||||
| 15028 |
Enables AI assistants to navigate and query hierarchical documentation structur…
|
F 30 5⁄5 | ||||||||
| 15029 |
A lightweight Model Context Protocol (MCP) server that enables AI assistants li…
|
F 30 5⁄4 | ||||||||
| 15030 |
Integrates Google NotebookLM into Claude to allow users to manage notebooks, ad…
|
F 30 5⁄4 | ||||||||
| 15031 |
An AI-agent-first framework for building MCP servers that deliver interactive R…
|
F 30 5⁄5 | ||||||||
| 15032 |
A production-ready Python scaffold for building Model Context Protocol (MCP) se…
|
F 30 5⁄4 | ||||||||
| 15033 |
Triangulates HelpScout support tickets and ProductLift feature requests to gene…
|
F 30 5⁄5 | ||||||||
| 15034 |
A Python-based execution tool that mimics a Jupyter notebook environment. It ac…
|
F 30 5⁄5 | ||||||||
| 15035 |
Enables interaction with Arcanna's AI-powered security use cases, allowing user…
|
F 30 5⁄5 | ||||||||
| 15036 |
MCP Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-o…
|
F 30 5⁄5 | ||||||||
| 15037 |
Offline access to TwitterAPI.io docs for AI assistants. 67 endpoints, 32 pages,…
|
F 30 5⁄4 | ||||||||
| 15038 |
Automatically detects security vulnerabilities in AI-generated code, scanning f…
|
F 30 5⁄5 | ||||||||
| 15039 |
MCP server for Pinchwork - an agent-to-agent task marketplace with credits-base…
|
F 30 6⁄6 | ||||||||
| 15040 |
A Model Context Protocol server allowing Claude AI to interact with AWS resourc…
|
F 30 5⁄5 | ||||||||
| 15041 |
Enables AI agents to autonomously manage and improve execution processes for re…
|
F 30 5⁄4 | ||||||||
| 15042 |
Enables Claude to intelligently query and analyze your resume using RAG technol…
|
F 30 5⁄4 | ||||||||
| 15043 |
A FastMCP server providing session-based memory and dynamic authentication usin…
|
F 30 5⁄5 | ||||||||
| 15044 |
Enables management of insurance claims, inspections, and contractors through in…
|
F 30 5⁄4 | ||||||||
| 15045 |
Access a versatile collection of tools for media generation, web scraping, and …
|
F 30 6⁄6 | ||||||||
| 15046 |
MCP server that provides [AgentQL](https://agentql.com)'s data extraction capab…
|
F 30 5⁄5 | ||||||||
| 15047 |
An MCP server that provides native Discord tools for Claude Code, enabling bidi…
|
F 30 5⁄5 | ||||||||
| 15048 |
An AI-powered crypto trading MCP server providing technical analysis, market se…
|
F 30 6⁄6 | ||||||||
| 15049 |
This an Model Context Protocol (MCP) server that integrates Notion into your AI…
|
F 30 5⁄4 | ||||||||
| 15050 |
Provides programmatic access to Arcas OnlineEDA platform for electronic design …
|
F 30 5⁄5 | ||||||||