MCP Server Quality Scores
Independent quality analysis of 66415 public MCP servers
Last updated 3 hours, 32 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◉ Complete Scores | ||||||||||
| 4351 |
|
B 75 5⁄4 | ||||||||
| 4352 |
An AI-powered SQLite assistant that converts natural language to SQL queries wi…
|
B 75 5⁄4 | ||||||||
| 4353 |
Enables AI assistants to search and retrieve information about Terraform provid…
|
B 75 5⁄5 | ||||||||
| 4354 |
gospy
Claim
Non-Invasive goroutine inspector
|
B 75 5⁄5 | ||||||||
| 4355 |
Enables accurate WCAG color contrast checking and accessibility analysis by cal…
|
B 75 5⁄5 | ||||||||
| 4356 |
|
B 75 5⁄4 | ||||||||
| 4357 |
protonmail-mcp
Claim
This MCP server provides email sending functionality using Protonmail's SMTP se…
|
B 75 5⁄5 | ||||||||
| 4358 |
A Model Context Protocol server that enables AI models to interact with the Nos…
|
B 75 5⁄4 | ||||||||
| 4359 |
Enables AI assistants to interact with Codecks project management for querying …
|
B 75 5⁄5 | ||||||||
| 4360 |
|
B 75 5⁄4 | ||||||||
| 4361 |
Enables Claude and other LLMs to search through any published MkDocs documentat…
|
B 75 5⁄5 | ||||||||
| 4362 |
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
|
B 75 5⁄4 | ||||||||
| 4363 |
Analyzes and optimizes Icecast streaming server configurations with automated s…
|
B 75 5⁄5 | ||||||||
| 4364 |
MCP server for Google Lighthouse performance metrics
|
B 75 5⁄5 | ||||||||
| 4365 |
devir
Claim
A command-line interface and MCP server for managing and monitoring multiple de…
|
B 75 5⁄4 | ||||||||
| 4366 |
|
B 75 5⁄4 | ||||||||
| 4367 |
CHOFF-A-MCP (Anamnesis)
Claim
Enables AI consciousness continuity and self-knowledge preservation across sess…
|
B 75 5⁄5 | ||||||||
| 4368 |
Enables Claude to generate executable test cases from decision tables in CSV, J…
|
B 74 5⁄5 | ||||||||
| 4369 |
🐘 Give AI assistants full PostgreSQL DBA superpowers — 30+ tools for performanc…
|
B 74 5⁄5 | ||||||||
| 4370 |
|
B 74 5⁄5 | ||||||||
| 4371 |
A Node In Layers package that simplifies creation of MCP (Model-Control-Protoco…
|
B 74 5⁄5 | ||||||||
| 4372 |
A unified control center for managing MCP servers, providing tooling for enviro…
|
B 74 5⁄5 | ||||||||
| 4373 |
Connects LLMs to GitHub and GitLab to analyze pull and merge requests for logic…
|
B 74 5⁄5 | ||||||||
| 4374 |
Integrates Ploi.io API functionality into AI assistants for managing servers, s…
|
B 74 5⁄5 | ||||||||
| 4375 |
MCP server for the DeepGHS anime AI ecosystem. Dataset discovery, tag search, c…
|
B 74 5⁄5 | ||||||||
| 4376 |
Enables AI assistants to manage YAPI API documentation by providing tools to cr…
|
B 74 5⁄5 | ||||||||
| 4377 |
A Model Context Protocol server that provides basic calculator functionality fo…
|
B 74 5⁄5 | ||||||||
| 4378 |
Enterprise-grade MySQL MCP Server with OAuth 2.0, 106 tools, and Docker deploym…
|
B 74 5⁄4 | ||||||||
| 4379 |
Monitors API endpoint health by checking availability, measuring response times…
|
B 74 5⁄4 | ||||||||
| 4380 |
Enables AI-powered translation of Django gettext .po files while intelligently …
|
B 74 5⁄4 | ||||||||
| 4381 |
Enables storing and querying memories in a Neo4j knowledge graph with automatic…
|
B 74 5⁄5 | ||||||||
| 4382 |
A TypeScript template for building Model Context Protocol (MCP) servers that en…
|
B 74 5⁄4 | ||||||||
| 4383 |
Provides access to European company data and financial filings from multiple so…
|
B 74 5⁄5 | ||||||||
| 4384 |
An AI accountability system that tracks what AI systems claim they will impleme…
|
B 74 5⁄5 | ||||||||
| 4385 |
Provides production insights and code analysis by leveraging Nexus instrumentat…
|
B 74 5⁄5 | ||||||||
| 4386 |
A server that integrates with Stripe for handling payments, customers, and refu…
|
B 74 5⁄5 | ||||||||
| 4387 |
Enables comprehensive management of UniFi Network infrastructure through 24 too…
|
B 74 5⁄5 | ||||||||
| 4388 |
MySQL MCP Performance Tuning Server - AI-powered MySQL performance tuning capab…
|
B 74 5⁄4 | ||||||||
| 4389 |
Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry…
|
B 74 5⁄5 | ||||||||
| 4390 |
A Model Context Protocol server that provides real-time weather data and foreca…
|
B 74 5⁄5 | ||||||||
| 4391 |
Play interactive chess games through conversation with move validation, Stockfi…
|
B 74 5⁄4 | ||||||||
| 4392 |
Docker MCP Server
Claim
Enables natural language management of Docker containers, images, networks, and…
|
B 74 5⁄5 | ||||||||
| 4393 |
Enables comprehensive video quality analysis including metadata extraction, GOP…
|
B 74 5⁄4 | ||||||||
| 4394 |
Connect Claude Code to Vim/Neovim - query state, execute commands, search help,…
|
B 74 5⁄4 | ||||||||
| 4395 |
Integrate your applications with the Handwriting OCR service to effortlessly up…
|
B 74 5⁄4 | ||||||||
| 4396 |
A Node.js MCP server that wraps the Claude Code CLI to enable parallel executio…
|
B 74 5⁄5 | ||||||||
| 4397 |
AITable.ai Model Context Protocol Server enables AI agents to connect and work …
|
B 74 5⁄5 | ||||||||
| 4398 |
The Okta MCP Server is a groundbreaking tool built by the team at Fctr that ena…
|
B 74 5⁄5 | ||||||||
| 4399 |
Personal Expense Tracker MCP Server — expenses, income, budgets & savings goals
|
B 74 5⁄5 | ||||||||
| 4400 |
Enables AI agents to monitor and read Android notifications in real-time via Te…
|
B 74 5⁄5 | ||||||||