MCP Server Quality Scores
Independent quality analysis of 67226 public MCP servers
Last updated 2 hours, 35 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15101 |
Connects Claude Desktop and Claude Code, enabling autonomous exchange of messag…
|
F 30 5⁄4 | ||||||||
| 15102 |
A Model Context Protocol server that provides OpenAI's DALL-E 3 image generatio…
|
F 30 5⁄5 | ||||||||
| 15103 |
A lightning-fast, self-hosted knowledge store and memory layer for AI agents
|
F 30 5⁄4 | ||||||||
| 15104 |
Scaffold production-ready MCP servers in seconds
|
F 30 5⁄4 | ||||||||
| 15105 |
Enables querying Azure Application Insights logs by order number through natura…
|
F 30 5⁄5 | ||||||||
| 15106 |
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
|
F 30 5⁄5 | ||||||||
| 15107 |
An MCP server designed for SQL analysis that demonstrates sampling capabilities…
|
F 30 5⁄4 | ||||||||
| 15108 |
A Node.js implementation for vector search using LanceDB and Ollama's embedding…
|
F 30 5⁄5 | ||||||||
| 15109 |
Intent-based project documentation server that automatically maps natural langu…
|
F 30 5⁄5 | ||||||||
| 15110 |
Agent-to-agent referral network where AI agents discover, recommend, and refer …
|
F 30 6⁄6 | ||||||||
| 15111 |
Model Context Protocol server for awesome-copilot agents and collections
|
F 30 5⁄4 | ||||||||
| 15112 |
An AI tutoring system that runs as an MCP server, allowing Claude to access and…
|
F 30 5⁄5 | ||||||||
| 15113 |
Analyzes codebases to suggest relevant learning projects and generate interacti…
|
F 30 5⁄5 | ||||||||
| 15114 |
|
F 30 5⁄4 | ||||||||
| 15115 |
Python MCP server that bridges VS Code Copilot agents to the Firm Gateway ecosy…
|
F 30 5⁄4 | ||||||||
| 15116 |
Interact seamlessly with the Bybit API to fetch market data, manage your accoun…
|
F 30 5⁄5 | ||||||||
| 15117 |
MCP server that provides [AgentQL](https://agentql.com)'s data extraction capab…
|
F 30 5⁄5 | ||||||||
| 15118 |
Read jira data via JQL and api and execute requests to create and edit tickets.
|
F 30 5⁄5 | ||||||||
| 15119 |
A multi-purpose MCP server that enables Reddit research for market validation, …
|
F 30 5⁄5 | ||||||||
| 15120 |
Monitor MCP registry for new servers - Discord Slack notifications alerts
|
F 30 5⁄4 | ||||||||
| 15121 |
Provides web and local search capabilities via Brave Search combined with advan…
|
F 30 5⁄5 | ||||||||
| 15122 |
A base setup for creating MCP servers that integrate with Google's Gemini CLI, …
|
F 30 5⁄5 | ||||||||
| 15123 |
Enables LLMs to retrieve and analyze Steam game reviews, providing access to re…
|
F 30 5⁄5 | ||||||||
| 15124 |
Spectra Finance MCP server: yield discovery, PT/YT, looping, Morpho, 10 chains
|
F 30 5⁄4 | ||||||||
| 15125 |
Enables comprehensive MySQL database operations including CRUD, performance opt…
|
F 30 5⁄5 | ||||||||
| 15126 |
Integrates the Detox mobile testing framework with Claude, enabling test execut…
|
F 30 5⁄4 | ||||||||
| 15127 |
A Node.js MCP server that loads and manages decision trees from .rtdq files and…
|
F 30 5⁄5 | ||||||||
| 15128 |
An MCP server that enables LLMs to generate spoken audio from text using OpenAI…
|
F 30 5⁄5 | ||||||||
| 15129 |
Automatically generates and runs MCP servers by scraping API documentation and …
|
F 30 5⁄5 | ||||||||
| 15130 |
A template project for building custom MCP servers that enables direct access t…
|
F 30 5⁄5 | ||||||||
| 15131 |
A locally-hosted MCP server that provides AI assistants with advanced web crawl…
|
F 30 5⁄4 | ||||||||
| 15132 |
A customizable MCP server for integrating Salesforce APIs with GenAI applicatio…
|
F 30 5⁄4 | ||||||||
| 15133 |
An MCP server that helps developers integrate Vonage API capabilities by provid…
|
F 30 5⁄5 | ||||||||
| 15134 |
AI Agent Team-拥有24/7专业AI开发团队：产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。一键安装，支持中英文命令，…
|
F 30 5⁄4 | ||||||||
| 15135 |
Enables AI-powered multimodal content generation using Volcano Engine's Jimeng …
|
F 30 5⁄5 | ||||||||
| 15136 |
Enables AI assistants to read, search, and analyze local file systems with tool…
|
F 30 5⁄4 | ||||||||
| 15137 |
Enables LLM interactions with Juniper Junos network devices, allowing natural l…
|
F 30 5⁄5 | ||||||||
| 15138 |
A MCP Server that allows AI such as Claude to read from the directory structure…
|
F 30 5⁄4 | ||||||||
| 15139 |
An advanced sequential thinking process using a Multi-Agent System (MAS) built …
|
F 30 5⁄5 | ||||||||
| 15140 |
A Model Context Protocol server implementation that provides tools for querying…
|
F 30 5⁄4 | ||||||||
| 15141 |
Provides OCR services powered by Google's Gemini API to extract text from image…
|
F 30 5⁄5 | ||||||||
| 15142 |
A tool that integrates process mining capabilities with Claude AI, allowing use…
|
F 30 5⁄4 | ||||||||
| 15143 |
Enables processing of Excel, Word, and PDF documents through reading, writing, …
|
F 30 5⁄4 | ||||||||
| 15144 |
A Model Context Protocol server that enables generating and executing Elisp cod…
|
F 30 5⁄4 | ||||||||
| 15145 |
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
|
F 30 5⁄4 | ||||||||
| 15146 |
Enables MCP clients to interact with Sally AI assistant using x402 blockchain-b…
|
F 30 5⁄5 | ||||||||
| 15147 |
Exposes an internal engineering knowledge base to AI assistants, allowing users…
|
F 30 5⁄5 | ||||||||
| 15148 |
Automatically converts feedback and bug reports from websites and web apps into…
|
F 30 5⁄4 | ||||||||
| 15149 |
Enables integration with Google Drive for listing, reading, and searching over …
|
F 30 5⁄5 | ||||||||
| 15150 |
A ModelContextProtocol server providing high-quality translation services with …
|
F 30 5⁄5 | ||||||||