MCP Server Quality Scores
Independent quality analysis of 66518 public MCP servers
Last updated 42 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 22251 |
|
C 66 3⁄3 | ||||||||
| 22252 |
Enables semantic search across indexed documents using vector embeddings. Index…
|
C 66 4⁄3 | ||||||||
| 22253 |
Model Context Protocol server that enables AI assistants like Claude to access …
|
C 66 4⁄4 | ||||||||
| 22254 |
|
C 66 3⁄3 | ||||||||
| 22255 |
MCP server for Slurm workload management and HPC job scheduling
|
C 66 4⁄3 | ||||||||
| 22256 |
A production-ready MCP server built with FastAPI, providing an enhanced tool re…
|
C 66 4⁄4 | ||||||||
| 22257 |
Enables AI agents to manage Linear issues, projects, teams, users, comments, an…
|
C 66 4⁄4 | ||||||||
| 22258 |
Excel Finance MCP
Claim
Enables comprehensive Excel operations and financial calculations including inv…
|
C 66 4⁄3 | ||||||||
| 22259 |
vllora
Claim
Debug your AI agents
|
C 66 4⁄3 | ||||||||
| 22260 |
XActions MCP Server
Claim
Enables AI agents to automate Twitter/X interactions with over 140 tools, requi…
|
C 66 4⁄3 | ||||||||
| 22261 |
Record and replay AI agent execution for debugging
|
C 66 3⁄3 | ||||||||
| 22262 |
GitHub Repos Manager MCP Server
|
C 66 4⁄4 | ||||||||
| 22263 |
8,000+ pay-per-call APIs via x402 USDC micropayments on Base. No API keys neede…
|
C 66 3⁄3 | ||||||||
| 22264 |
An MCP server that provides secure access to 1Password secrets and item managem…
|
C 66 3⁄3 | ||||||||
| 22265 |
MCP server for Node-RED — safe deploy, optimistic locking, smart search, 13 too…
|
C 66 3⁄3 | ||||||||
| 22266 |
Context window token analysis and budget management
|
C 66 3⁄3 | ||||||||
| 22267 |
Provides intelligent retrieval capabilities for local files by scanning directo…
|
C 66 4⁄3 | ||||||||
| 22268 |
annas-mcp
Claim
MCP server and CLI tool for searching and downloading documents from Anna's Arc…
|
C 66 4⁄3 | ||||||||
| 22269 |
MCP server for Intervals.icu — access training, wellness, and performance data …
|
C 66 3⁄3 | ||||||||
| 22270 |
MCP File Tools
Claim
Non-UTF-8/Unicode encoding: CP1251, CP1252, KOI8-R, ISO-8859 with auto-detection
|
C 66 4⁄3 | ||||||||
| 22271 |
Take Wayland screenshots via grim/slurp. Full screen, region, or interactive cr…
|
C 66 3⁄3 | ||||||||
| 22272 |
Aluvia
Claim
The Aluvia MCP server exposes browser session management, geo-targeting, and ac…
|
C 66 3⁄3 | ||||||||
| 22273 |
Provides access to the eBird API 2.0 for retrieving bird observation data, chec…
|
C 66 4⁄4 | ||||||||
| 22274 |
An MCP server for managing MCP server registries with health checks, duplicate …
|
C 66 3⁄3 | ||||||||
| 22275 |
Provides programmatic access to Sidemail.io's transactional email, contacts, do…
|
C 66 4⁄4 | ||||||||
| 22276 |
DMCPServer
Claim
Dinos MCP Server, make your code, on MCP Action and execute by AI
|
C 66 3⁄3 | ||||||||
| 22277 |
Provides deterministic Python code quality analysis using flake8, mypy, McCabe,…
|
C 66 3⁄3 | ||||||||
| 22278 |
Exposes Django REST Framework API documentation via MCP for AI coding agents to…
|
C 66 4⁄3 | ||||||||
| 22279 |
Provides AI agents with institutional-grade quantitative finance tools includin…
|
C 66 4⁄4 | ||||||||
| 22280 |
A production-grade multi-tenant MCP server that provides different tools and co…
|
C 66 4⁄4 | ||||||||
| 22281 |
Per-byte USDC data feeds and oracles for AI agents. Verifiable, no token, no AP…
|
C 66 3⁄3 | ||||||||
| 22282 |
Mnemo
Claim
Provides AI assistants with extended memory by loading large codebases, documen…
|
C 66 4⁄4 | ||||||||
| 22283 |
DiffuGen
Claim
Powerful image generation system leveraging multiple Stable Diffusion models (f…
|
C 65 4⁄3 | ||||||||
| 22284 |
Connects Claude with Microsoft Outlook through the Graph API, providing compreh…
|
C 65 4⁄4 | ||||||||
| 22285 |
Enables AI applications to send and read WeChat messages on Windows PCs through…
|
C 65 3⁄3 | ||||||||
| 22286 |
An MCP server for Things 3 on macOS that enables AI assistants to create, read,…
|
C 65 4⁄3 | ||||||||
| 22287 |
Implements human-like cognitive architecture for enhanced AI reasoning through …
|
C 65 4⁄3 | ||||||||
| 22288 |
dev-assist
Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
|
C 65 4⁄3 | ||||||||
| 22289 |
mobile-dev-mcp-server
Claim
This is a MCP designed to manage and interact with mobile devices and simulator…
|
C 65 3⁄3 | ||||||||
| 22290 |
An AI-powered native browser that provides 12 MCP tools for AI clients to brows…
|
C 65 5⁄5 | ||||||||
| 22291 |
qcqx-project-manage-mcp
Claim
qcqx-project-manage MCP Server — 将项目管理能力暴露给 AI Agent（Cursor、Claude Desktop 等）
|
C 65 3⁄3 | ||||||||
| 22292 |
Provides production-grade tools for YouTube channel resolution, video metadata …
|
C 65 4⁄4 | ||||||||
| 22293 |
An MCP server for downloading academic papers from multiple sources using intel…
|
C 65 4⁄4 | ||||||||
| 22294 |
An AI-powered eldercare platform that enables AI agents to monitor passive sens…
|
C 65 4⁄4 | ||||||||
| 22295 |
AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot d…
|
C 65 4⁄3 | ||||||||
| 22296 |
MCP server for Forge, Voxell's hosted text-embedding API. Tools: embed and list…
|
C 65 3⁄3 | ||||||||
| 22297 |
melrose
Claim
interactive programming of melodies, producing MIDI
|
C 65 4⁄3 | ||||||||
| 22298 |
A server for managing and controlling Marvin, providing an interface for intera…
|
C 65 4⁄3 | ||||||||
| 22299 |
A unified interface for major African payment providers including M-Pesa, Payst…
|
C 65 4⁄4 | ||||||||
| 22300 |
Connects LLMs to NewsData.io to search for latest news, cryptocurrency trends, …
|
C 65 4⁄4 | ||||||||