MCP Server Quality Scores
Independent quality analysis of 69153 public MCP servers
Last updated 47 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 15451 |
An observational memory server that uses LLM agents to capture, compress, and r…
|
F 30 5⁄4 | ||||||||
| 15452 |
Providing real-time cross-chain bridge metrics.
|
F 30 5⁄5 | ||||||||
| 15453 |
A lightning-fast, self-hosted knowledge store and memory layer for AI agents
|
F 30 5⁄4 | ||||||||
| 15454 |
An MCP server that securely interfaces with your iMessage database via the Mode…
|
F 30 5⁄4 | ||||||||
| 15455 |
An MCP server that allows a planning agent to delegate tasks to executor agents…
|
F 30 5⁄5 | ||||||||
| 15456 |
Provides an HTTP API for Claude Code using a native MCP channel to enable stabl…
|
F 30 5⁄4 | ||||||||
| 15457 |
A behavioral intelligence server that detects a user's unique interaction style…
|
F 30 5⁄4 | ||||||||
| 15458 |
A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functio…
|
F 30 5⁄4 | ||||||||
| 15459 |
AI-powered design and management for Webflow Sites
|
F 30 6⁄6 | ||||||||
| 15460 |
Enables AI assistants to interact with the SciX (formerly NASA ADS) API to sear…
|
F 30 5⁄5 | ||||||||
| 15461 |
Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also inclu…
|
F 30 5⁄4 | ||||||||
| 15462 |
An MCP server that allows users to upload projects (single files or directories…
|
F 30 6⁄6 | ||||||||
| 15463 |
Enables AI models to interactively prompt users for input or clarification dire…
|
F 30 5⁄5 | ||||||||
| 15464 |
Provides AI-powered search and documentation tools using Google Vertex AI or Ge…
|
F 30 5⁄5 | ||||||||
| 15465 |
Utilize advanced API capabilities to enhance your coding experience.
|
F 30 5⁄4 | ||||||||
| 15466 |
7-layer recursive agent memory with context branching, holographic recall, drea…
|
F 30 5⁄5 | ||||||||
| 15467 |
Generate comprehensive, paint-by-numbers development plans using the [ClaudeCod…
|
F 30 6⁄6 | ||||||||
| 15468 |
Provides pre-defined prompt templates for AI assistants to generate comprehensi…
|
F 30 5⁄5 | ||||||||
| 15469 |
[MCP Server] The Security Agent for AI assisted coding
|
F 30 5⁄4 | ||||||||
| 15470 |
A Model Context Protocol server that provides tools for code modification and g…
|
F 30 5⁄5 | ||||||||
| 15471 |
Enables AI assistants to search products, manage shopping carts, place orders, …
|
F 30 5⁄4 | ||||||||
| 15472 |
Enables querying Azure Application Insights logs by order number through natura…
|
F 30 5⁄5 | ||||||||
| 15473 |
An MCP server that automatically generates documentation, test plans, and code …
|
F 30 5⁄5 | ||||||||
| 15474 |
feedback-loop-mcp
|
F 30 5⁄5 | ||||||||
| 15475 |
Add RAG-powered AI chat to any website with one command. Local vector store, mu…
|
F 30 5⁄4 | ||||||||
| 15476 |
A custom Model Context Protocol server that enables GitHub Copilot Agent to per…
|
F 30 5⁄4 | ||||||||
| 15477 |
Enables AI agents to write and execute Python code in an isolated sandbox that …
|
F 30 5⁄4 | ||||||||
| 15478 |
搜索笔记、浏览首页推荐、查看笔记内容与评论,并发表你的评论。直接在工作流中与小红书内容互动,高效跟进话题。
|
F 30 6⁄6 | ||||||||
| 15479 |
Integrates Gmail with Claude Desktop to fetch unread emails, generate AI-powere…
|
F 30 5⁄5 | ||||||||
| 15480 |
Personalize your study with on‑demand tutoring that generates tailored lessons …
|
F 30 5⁄4 | ||||||||
| 15481 |
A Model Context Protocol server that retrieves real-time financial and company …
|
F 30 5⁄5 | ||||||||
| 15482 |
Pinecone integration with vector search capabilities
|
F 30 5⁄5 | ||||||||
| 15483 |
Hand off conversation context between Claude Desktop projects and across MCP cl…
|
F 30 5⁄4 | ||||||||
| 15484 |
An MCP server for Tendem that enables users to complete tasks using a hybrid of…
|
F 30 5⁄5 | ||||||||
| 15485 |
An MCP server that aggregates live governance proposals from major DAOs.
|
F 30 5⁄5 | ||||||||
| 15486 |
Generates beautiful App Store and Play Store screenshots by inserting app image…
|
F 30 5⁄5 | ||||||||
| 15487 |
🧠 Production-ready MCP server providing intelligent memory for Claude Code with…
|
F 30 5⁄4 | ||||||||
| 15488 |
An MCP server that enables graph database interactions with Neo4j, allowing use…
|
F 30 5⁄5 | ||||||||
| 15489 |
Model Context Protocol (MCP) Server for reading from Google Drive and editing G…
|
F 30 5⁄5 | ||||||||
| 15490 |
An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into st…
|
F 30 5⁄5 | ||||||||
| 15491 |
A Model Context Protocol server that enables LLMs to retrieve web content and s…
|
F 30 5⁄5 | ||||||||
| 15492 |
MCP server for video analysis — extracts transcripts, key frames, OCR text, and…
|
F 30 5⁄5 | ||||||||
| 15493 |
Enables AI assistants to interact with the Hive blockchain through the Model Co…
|
F 30 6⁄6 | ||||||||
| 15494 |
Enables AI-powered Amazon product searches and recommendations by integrating t…
|
F 30 5⁄5 | ||||||||
| 15495 |
Build effective agents using Model Context Protocol and simple workflow patterns
|
F 30 6⁄6 | ||||||||
| 15496 |
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
|
F 30 5⁄4 | ||||||||
| 15497 |
A bridge between iOS simulators and the Model Context Protocol, enabling progra…
|
F 30 5⁄4 | ||||||||
| 15498 |
MCP server for free Google AI Mode search with citations. Query optimization, C…
|
F 30 5⁄5 | ||||||||
| 15499 |
An MCP server that provides semantic search capabilities by integrating with an…
|
F 30 5⁄5 | ||||||||
| 15500 |
Provides OCR services powered by Google's Gemini API to extract text from image…
|
F 30 5⁄5 | ||||||||