MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22051 |
This MCP server enables product management and mathematical calculations throug…
|
F 30 4⁄3 | ||||||||
| 22052 |
MCP proxy that lazy-loads tool schemas to cut context token overhead by 6-7x
|
F 30 4⁄3 | ||||||||
| 22053 |
Enables interaction with Rundeck instances to list jobs, execute jobs with opti…
|
F 30 4⁄4 | ||||||||
| 22054 |
Provides 12 tools to query South Korean building register data, including title…
|
F 30 4⁄3 | ||||||||
| 22055 |
Acts as an AI Gateway for MCP servers using Azure API Management, implementing …
|
F 30 4⁄4 | ||||||||
| 22056 |
Update, create, delete content, content-models and assets in your Contentful Sp…
|
F 30 4⁄3 | ||||||||
| 22057 |
CoexistAI is a modular, developer-friendly research assistant framework . It en…
|
F 30 4⁄3 | ||||||||
| 22058 |
An MCP server that retrieves and provides Wikipedia content for requested topic…
|
F 30 4⁄3 | ||||||||
| 22059 |
Convert docs to agent-readable specs with criteria and constraints. $0.10/conve…
|
F 30 4⁄3 | ||||||||
| 22060 |
The most powerful MCP server for Slack Workspaces.
|
F 30 4⁄4 | ||||||||
| 22061 |
Enables automated Douyin video uploads and account management using Playwright …
|
F 30 4⁄3 | ||||||||
| 22062 |
Semantic code search and RAG system written in Rust with tree-sitter chunking, …
|
F 30 4⁄3 | ||||||||
| 22063 |
Infrastructure Auto Provisioner
|
F 30 4⁄4 | ||||||||
| 22064 |
A Docker-containerized MCP proxy that provides AI image generation, text genera…
|
F 30 4⁄4 | ||||||||
| 22065 |
A demonstration MCP server showcasing the xmcp framework's structured approach …
|
F 30 4⁄3 | ||||||||
| 22066 |
A context-optimized web scraping server that converts HTML to markdown/text and…
|
F 30 4⁄4 | ||||||||
| 22067 |
AI-powered MCP marketplace enabling AI engineers to deploy, monetize, and scale…
|
F 30 4⁄3 | ||||||||
| 22068 |
MCP server for Salesforce B2C Commerce Cloud development assistance
|
F 30 4⁄3 | ||||||||
| 22069 |
An advanced management platform that integrates FastAPI and React TypeScript, p…
|
F 30 4⁄4 | ||||||||
| 22070 |
1000+ scientific tools for AI scientists: life science, reserach, literature, a…
|
F 30 4⁄3 | ||||||||
| 22071 |
Zread.ai MCP Server - 连接 zread.ai 文档平台的 MCP 服务器，让 AI 助手能够阅读 GitHub 仓库文档、搜索代码、与仓…
|
F 30 4⁄3 | ||||||||
| 22072 |
swagger-mcp is a tool designed to scrape Swagger UI by extracting the swagger.j…
|
F 30 4⁄4 | ||||||||
| 22073 |
A model context protocol server that allows interaction with TriliumNext Notes,…
|
F 30 4⁄3 | ||||||||
| 22074 |
A lightweight, AI-native server that enables GPT-based AI agents to fetch real-…
|
F 30 4⁄4 | ||||||||
| 22075 |
Enables AI-powered Slack workspace management with 18+ tools for messaging, cha…
|
F 30 4⁄4 | ||||||||
| 22076 |
A server providing text-to-speech and speech-to-text functionalities using Wind…
|
F 30 4⁄3 | ||||||||
| 22077 |
An MCP server that enables AI assistants to order food from TGO Yemek by browsi…
|
F 30 4⁄4 | ||||||||
| 22078 |
Persistent memory system for AI coding assistants. Captures decisions, learning…
|
F 30 4⁄3 | ||||||||
| 22079 |
Integration with [QA Sphere](https://qasphere.com/) test management system, ena…
|
F 30 4⁄4 | ||||||||
| 22080 |
Processes test scenarios from user prompts to generate complete WDIO test suite…
|
F 30 4⁄3 | ||||||||
| 22081 |
Standalone Roblox Studio MCP Server
|
F 30 4⁄3 | ||||||||
| 22082 |
Talk to your SaaS tools including HubSpot, Salesforce, and more
|
F 30 4⁄4 | ||||||||
| 22083 |
Empowering AI with Workflow Orchestration
|
F 30 4⁄3 | ||||||||
| 22084 |
An MCP-compatible Flask server that integrates with the educhain Python library…
|
F 30 4⁄3 | ||||||||
| 22085 |
Persistent intelligence infrastructure for agentic development that gives AI co…
|
F 30 4⁄3 | ||||||||
| 22086 |
A server that allows AI tools like Claude and Cursor to automate and control Ph…
|
F 30 4⁄4 | ||||||||
| 22087 |
Enables searching and retrieving academic papers from arXiv by topic, allowing …
|
F 30 4⁄4 | ||||||||
| 22088 |
Integrates Taiwan-specific medical data including ICD-10 codes, FDA drug databa…
|
F 30 4⁄4 | ||||||||
| 22089 |
Provides a tiered, persistent memory architecture for Claude to automatically c…
|
F 30 4⁄4 | ||||||||
| 22090 |
A Model Context Protocol server that wraps the official Obsidian CLI to allow A…
|
F 30 4⁄3 | ||||||||
| 22091 |
A comprehensive integration providing over 46 tools for managing GitLab project…
|
F 30 4⁄4 | ||||||||
| 22092 |
Enables management of the Proflores budgeting system, allowing users to interac…
|
F 30 4⁄4 | ||||||||
| 22093 |
A production-grade memory server for LibreChat that stores conversation turns a…
|
F 30 4⁄4 | ||||||||
| 22094 |
Trust and quality infrastructure for AI agents. 233+ quality-scored capabilitie…
|
F 30 4⁄4 | ||||||||
| 22095 |
Connects PyMOL to Claude AI through the Model Context Protocol, allowing for co…
|
F 30 4⁄3 | ||||||||
| 22096 |
MCP Server for kubernetes management, and analyze your cluster, application hea…
|
F 30 4⁄4 | ||||||||
| 22097 |
Enables AI agents to control Minecraft bots via natural language commands by br…
|
F 30 4⁄4 | ||||||||
| 22098 |
Enable question answering workflows with a simple agent setup. Facilitate autom…
|
F 30 4⁄3 | ||||||||
| 22099 |
A server implementing the Model Context Protocol that enables AI assistants lik…
|
F 30 4⁄4 | ||||||||
| 22100 |
Provides a natural language interface for querying and managing PostgreSQL, MyS…
|
F 30 4⁄4 | ||||||||