MCP Server Quality Scores
Independent quality analysis of 47403 public MCP servers
Last updated 2 hours, 10 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 25151 |
Persistent memory system for AI coding assistants. Captures decisions, learning…
|
F 30 4⁄3 | ||||||||
| 25152 |
A server implementing the Model Context Protocol that enables AI assistants lik…
|
F 30 4⁄4 | ||||||||
| 25153 |
swagger-mcp is a tool designed to scrape Swagger UI by extracting the swagger.j…
|
F 30 4⁄4 | ||||||||
| 25154 |
Add AI-powered security and moderation to your MCP setup by aggregating multipl…
|
F 30 4⁄3 | ||||||||
| 25155 |
An advanced management platform that integrates FastAPI and React TypeScript, p…
|
F 30 4⁄4 | ||||||||
| 25156 |
Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline mo…
|
F 30 4⁄3 | ||||||||
| 25157 |
A specialized code review service that provides 36+ critics for different progr…
|
F 30 4⁄3 | ||||||||
| 25158 |
A productivity coaching assistant designed for ADHD support that provides intel…
|
F 30 4⁄3 | ||||||||
| 25159 |
Enables AI assistants to access educational domain tools including grading, cog…
|
F 30 4⁄4 | ||||||||
| 25160 |
Add Obsidian integrations like semantic search and custom Templater prompts to …
|
F 30 4⁄3 | ||||||||
| 25161 |
Enables monitoring and querying of telecom performance management (PM) counters…
|
F 30 4⁄4 | ||||||||
| 25162 |
Acts as an AI Gateway for MCP servers using Azure API Management, implementing …
|
F 30 4⁄4 | ||||||||
| 25163 |
Enables AI agents to control Minecraft bots via natural language commands by br…
|
F 30 4⁄4 | ||||||||
| 25164 |
A unified gateway and web dashboard that aggregates multiple MCP servers into a…
|
F 30 4⁄4 | ||||||||
| 25165 |
Standalone Roblox Studio MCP Server
|
F 30 4⁄3 | ||||||||
| 25166 |
The Offorte Proposal Software MCP server enables creation and sending of busine…
|
F 30 4⁄4 | ||||||||
| 25167 |
Provides comprehensive access to Salesforce B2C Commerce Cloud development tool…
|
F 30 4⁄3 | ||||||||
| 25168 |
MCP server for the SynergyAge database of synergistic and antagonistic genetic …
|
F 30 4⁄4 | ||||||||
| 25169 |
CoexistAI is a modular, developer-friendly research assistant framework . It en…
|
F 30 4⁄3 | ||||||||
| 25170 |
Enables AI assistants to interact with the MetaTrader 5 trading platform for ma…
|
F 30 4⁄3 | ||||||||
| 25171 |
A simple GUI for managing MCP servers, for easy toggle mcp servers.
|
F 30 4⁄3 | ||||||||
| 25172 |
Provides intelligent access to local music collections through advanced metadat…
|
F 30 4⁄4 | ||||||||
| 25173 |
A comprehensive MCP server providing an interface to MoviePy for professional-g…
|
F 30 4⁄4 | ||||||||
| 25174 |
Enables AI to interact with Microsoft Access (.mdb, .accdb) and SQLite 3 databa…
|
F 30 4⁄3 | ||||||||
| 25175 |
|
F 30 4⁄3 | ||||||||
| 25176 |
A minimal MCP server template demonstrating basic tools, resources, and prompts…
|
F 30 4⁄4 | ||||||||
| 25177 |
|
F 30 4⁄3 | ||||||||
| 25178 |
MCP Server for kubernetes management, and analyze your cluster, application hea…
|
F 30 4⁄4 | ||||||||
| 25179 |
Enables Claude and other MCP-compatible AI assistants to manage Nutanix Databas…
|
F 30 4⁄4 | ||||||||
| 25180 |
A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, …
|
F 30 4⁄3 | ||||||||
| 25181 |
This server provides an API to query Large Language Models using context from l…
|
F 30 4⁄3 | ||||||||
| 25182 |
Enables AI assistants to create, update, delete, and search Confluence pages di…
|
F 30 4⁄4 | ||||||||
| 25183 |
Enables AI-powered Slack workspace management with 18+ tools for messaging, cha…
|
F 30 4⁄4 | ||||||||
| 25184 |
Connects PyMOL to Claude AI through the Model Context Protocol, allowing for co…
|
F 30 4⁄3 | ||||||||
| 25185 |
Enables users to interact with GitHub's Projects v2 API through natural languag…
|
F 30 4⁄4 | ||||||||
| 25186 |
Connects to the Zread.ai documentation platform, enabling AI assistants to read…
|
F 30 4⁄3 | ||||||||
| 25187 |
A simple server that enables management of LimeSurvey surveys and responses thr…
|
F 30 4⁄4 | ||||||||
| 25188 |
Processes test scenarios from user prompts to generate complete WDIO test suite…
|
F 30 4⁄3 | ||||||||
| 25189 |
Bridges the WhatsApp HTTP API with AI assistants to enable full control over me…
|
F 30 4⁄4 | ||||||||
| 25190 |
MCP Server for 3D protein structural data retrieval & analysis from RCSB PDB, P…
|
F 30 4⁄3 | ||||||||
| 25191 |
Extract content from URLs, documents, videos, and audio files using intelligent…
|
F 30 4⁄3 | ||||||||
| 25192 |
Provides a natural language interface for querying and managing PostgreSQL, MyS…
|
F 30 4⁄4 | ||||||||
| 25193 |
A modular collection of MCP servers for automating virtual secretary tasks with…
|
F 30 4⁄4 | ||||||||
| 25194 |
A server that allows AI tools like Claude and Cursor to automate and control Ph…
|
F 30 4⁄4 | ||||||||
| 25195 |
A demonstration tool that showcases potential security attack vectors against M…
|
F 30 4⁄3 | ||||||||
| 25196 |
Integrate with Docker to manage containers, images, volumes, and networks.
|
F 30 4⁄3 | ||||||||
| 25197 |
Update, create, delete content, content-models and assets in your Contentful Sp…
|
F 30 4⁄3 | ||||||||
| 25198 |
A production-grade memory server for LibreChat that stores conversation turns a…
|
F 30 4⁄4 | ||||||||
| 25199 |
A Model Context Protocol server that wraps the official Obsidian CLI to allow A…
|
F 30 4⁄3 | ||||||||
| 25200 |
🐍 ☁️ MCP to search and read medical / life sciences papers from PubMed.
|
F 30 4⁄3 | ||||||||