MCP Server Quality Scores
Independent quality analysis of 33449 public MCP servers
Last updated 34 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15401 |
Enables intelligent code analysis and debugging through the Perplexity AI's API…
|
F 30 5⁄5 | ||||||||
| 15402 |
A Model Context Protocol server that enables AI agents to join and interact wit…
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F 30 5⁄5 | ||||||||
| 15403 |
Enables LLMs to host and play Situation Puzzle (海龟汤) games where users solve my…
|
F 30 5⁄4 | ||||||||
| 15404 |
A server that implements Retrieval-Augmented Generation using GroundX and OpenA…
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F 30 5⁄5 | ||||||||
| 15405 |
A simple Model Context Protocol server demonstration that provides SSE streamin…
|
F 30 5⁄5 | ||||||||
| 15406 |
Enables Claude to interact with Things 3 on macOS, allowing users to create, up…
|
F 30 5⁄4 | ||||||||
| 15407 |
A secure Model Context Protocol server that allows AI assistants to execute ter…
|
F 30 5⁄4 | ||||||||
| 15408 |
An intelligent MCP server that analyzes folder contents to automatically catego…
|
F 30 5⁄4 | ||||||||
| 15409 |
Integrates SEO analysis and Google Search Console data directly into Claude Cod…
|
F 30 5⁄5 | ||||||||
| 15410 |
An MCP server that allows Claude to use OpenAI's image generation capabilities …
|
F 30 5⁄5 | ||||||||
| 15411 |
IP Geolocation MCP server using IP2Location.io API to ease the query of geoloca…
|
F 30 5⁄5 | ||||||||
| 15412 |
An MCP server that enables integration with SonarQube Server or Cloud for code …
|
F 30 6⁄4 | ||||||||
| 15413 |
A Node.js MCP server that loads and manages decision trees from .rtdq files and…
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F 30 5⁄5 | ||||||||
| 15414 |
FastMCP is a comprehensive MCP server allowing secure and standardized data and…
|
F 30 5⁄5 | ||||||||
| 15415 |
An MCP server that provides healthcare tools for interacting with FHIR data and…
|
F 30 5⁄5 | ||||||||
| 15416 |
A tool-augmented LLM system for the full PDDL planning pipeline, improving reli…
|
F 30 5⁄4 | ||||||||
| 15417 |
A robust Model Context Protocol server for managing todos with capabilities for…
|
F 30 5⁄5 | ||||||||
| 15418 |
Expose Gemini CLI functionalities as MCP-compliant tools to enable AI agents to…
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F 30 5⁄4 | ||||||||
| 15419 |
An MCP server that enables LLMs to generate spoken audio from text using OpenAI…
|
F 30 5⁄5 | ||||||||
| 15420 |
Enables Claude to monitor and inspect running processes through a lightweight w…
|
F 30 5⁄4 | ||||||||
| 15421 |
A Model Context Protocol server that allows AI applications to interact with Cr…
|
F 30 5⁄5 | ||||||||
| 15422 |
A FastMCP-powered microserver that allows users to programmatically generate we…
|
F 30 5⁄4 | ||||||||
| 15423 |
Enables music generation through Suno AI, providing tools for account authentic…
|
F 30 5⁄4 | ||||||||
| 15424 |
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 | ||||||||
| 15425 |
Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.m…
|
F 30 5⁄4 | ||||||||
| 15426 |
Enables AI assistants to interact with Gmail accounts for reading unread emails…
|
F 30 5⁄4 | ||||||||
| 15427 |
databricks-mcp-server
|
F 30 5⁄5 | ||||||||
| 15428 |
Guides problem-solving by breaking down complex problems into steps and recomme…
|
F 30 5⁄5 | ||||||||
| 15429 |
An MCP server that aggregates multiple upstream MCP tools into a single 'codemo…
|
F 30 5⁄5 | ||||||||
| 15430 |
A local vector database RAG system that integrates with Playwright MCP for web …
|
F 30 5⁄4 | ||||||||
| 15431 |
Provides unified natural language access to 40+ astronomical databases and surv…
|
F 30 5⁄5 | ||||||||
| 15432 |
Access your iTerm session and control terminal commands seamlessly.
|
F 30 5⁄5 | ||||||||
| 15433 |
A multi-provider AI image generation server that allows users to create and tra…
|
F 30 5⁄4 | ||||||||
| 15434 |
|
F 30 5⁄4 | ||||||||
| 15435 |
A TypeScript-based Model Context Protocol server that enables large language mo…
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F 30 5⁄5 | ||||||||
| 15436 |
Enables Claude to collect and search for product feedback directly from Slack w…
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F 30 5⁄5 | ||||||||
| 15437 |
A template for deploying an authentication-free MCP server on Cloudflare Worker…
|
F 30 5⁄5 | ||||||||
| 15438 |
Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system …
|
F 30 5⁄4 | ||||||||
| 15439 |
A smart router that helps users discover the most relevant tools from an MCP ca…
|
F 30 5⁄4 | ||||||||
| 15440 |
An MCP server for browser automation that allows AI to perform web tasks using …
|
F 30 5⁄4 | ||||||||
| 15441 |
Retrieves blog articles from an external API with metadata including titles, au…
|
F 30 5⁄5 | ||||||||
| 15442 |
Enables AI agents to interact with the AI-Archive platform for research paper d…
|
F 30 5⁄5 | ||||||||
| 15443 |
Find relevant Smart‑Thinking memories fast. Fetch full entries by ID to get com…
|
F 30 6⁄6 | ||||||||
| 15444 |
A Node.js MCP server that acts as a communication bridge for the HandsAI Java a…
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F 30 5⁄4 | ||||||||
| 15445 |
Enables AI agents to interact with Discord by sending notifications, creating c…
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F 30 5⁄5 | ||||||||
| 15446 |
Enables processing of Excel, Word, and PDF documents through reading, writing, …
|
F 30 5⁄4 | ||||||||
| 15447 |
Clayton Christensen persona agent for strategic advisory using disruption theory
|
F 30 5⁄5 | ||||||||
| 15448 |
Enables access to prompt templates managed in MLflow through Claude Desktop, al…
|
F 30 5⁄5 | ||||||||
| 15449 |
MCP server providing access to ACI.dev managed functions (tools) either directl…
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F 30 5⁄5 | ||||||||
| 15450 |
An MCP server that registers customizable prompt templates as tools for natural…
|
F 30 5⁄5 | ||||||||