MCP Server Quality Scores
Independent quality analysis of 48900 public MCP servers
Last updated 2 hours, 13 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◐ Assessed Scores | ||||||||||
| 19451 |
Package bug screenshots into AI-ready fix instructions with MCP Server
|
B 83 3⁄3 | ||||||||
| 19452 |
Analyze listening patterns, build playlists, find missing albums, discover simi…
|
B 83 4⁄4 | ||||||||
| 19453 |
Fabric-Analytics-MCP
Claim
A Model Context Protocol (MCP) server that enables AI assistants to securely ac…
|
B 83 4⁄3 | ||||||||
| 19454 |
A lightweight, multi-guild Discord MCP server with 95+ tools
|
B 83 3⁄3 | ||||||||
| 19455 |
MCP server providing npm registry search, package details, dependency auditing,…
|
B 83 3⁄3 | ||||||||
| 19456 |
Parse partial / truncated / messy JSON for LLM tool calls and structured output…
|
B 83 3⁄3 | ||||||||
| 19457 |
Real-time currency exchange rates, historical data, and multi-currency lookups …
|
B 83 3⁄3 | ||||||||
| 19458 |
USASpending.gov
Claim
USASpending.gov federal contracts, subawards, recipients, agencies. 55 tools.
|
B 83 3⁄3 | ||||||||
| 19459 |
Web search, direct-URL fetch, crawl, and docs export MCP. smartfetch for URLs.
|
B 83 3⁄3 | ||||||||
| 19460 |
AI assistant integration for n8n workflow automation through Model Context Prot…
|
B 83 4⁄3 | ||||||||
| 19461 |
|
B 83 3⁄3 | ||||||||
| 19462 |
Design contract layer for your codebase. Scans Figma, code, Storybook, and toke…
|
B 83 3⁄3 | ||||||||
| 19463 |
Persistent long-term memory for AI agents — semantic recall across Claude, Curs…
|
B 83 3⁄3 | ||||||||
| 19464 |
|
B 83 3⁄3 | ||||||||
| 19465 |
Comprehensive Git MCP server enabling native git tools including clone, commit,…
|
B 83 4⁄3 | ||||||||
| 19466 |
Contact manager for AI agents with company, tags, and full-text search. Reads a…
|
B 83 3⁄3 | ||||||||
| 19467 |
Enables secure remote command execution and file operations over SSH/SFTP with …
|
B 83 3⁄3 | ||||||||
| 19468 |
|
B 83 3⁄3 | ||||||||
| 19469 |
Cortex is a Claude Code plugin that gives Claude persistent memory across sessi…
|
B 83 3⁄3 | ||||||||
| 19470 |
Search all of GitHub from your AI agent — find libraries, drill into repos, fin…
|
B 83 3⁄3 | ||||||||
| 19471 |
Color convert, palette, contrast checker for AI agents
|
B 83 3⁄3 | ||||||||
| 19472 |
Enables AI assistants to record, analyze, and compare Xcode Instruments traces,…
|
B 83 3⁄3 | ||||||||
| 19473 |
SQL formatting, schema visualization, migration generation
|
B 83 3⁄3 | ||||||||
| 19474 |
Refactory
Claim
Hybrid code decomposition — AI plans module boundaries, deterministic engine ha…
|
B 83 3⁄3 | ||||||||
| 19475 |
MCP server for OpenRouter management API: credits, key CRUD, activity drill-dow…
|
B 83 3⁄3 | ||||||||
| 19476 |
Bookmark manager for AI agents with tags, categories, and full-text search. Rea…
|
B 83 3⁄3 | ||||||||
| 19477 |
Secure MCP server for WordPress content management
|
B 83 4⁄3 | ||||||||
| 19478 |
A read-only MCP server that connects to Proton Mail via Proton Bridge, enabling…
|
B 83 3⁄3 | ||||||||
| 19479 |
Pre-computed metadata context engine for AI-driven data analytics
|
B 83 3⁄3 | ||||||||
| 19480 |
a mcp server to manage github project's functionality
|
B 83 4⁄3 | ||||||||
| 19481 |
MCP server for Claude, ChatGPT, coding agents (cursor, claude code etc), windsu…
|
B 83 3⁄3 | ||||||||
| 19482 |
Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform fo…
|
B 83 4⁄4 | ||||||||
| 19483 |
qidi-printer-mcp MCP server by MEOK AI Labs
|
B 82 3⁄3 | ||||||||
| 19484 |
Local-first personal agentic OS and everything app for coding, knowledge work, …
|
B 82 4⁄3 | ||||||||
| 19485 |
🚀 Active Fork of executeautomation/mcp-playwright
This repository is an activel…
|
B 82 4⁄3 | ||||||||
| 19486 |
Browser and mobile app automation using WebdriverIO, enabling AI agents to cont…
|
B 82 4⁄3 | ||||||||
| 19487 |
Explore the Star Wars universe with fast search across characters, planets, fil…
|
B 82 3⁄3 | ||||||||
| 19488 |
The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate…
|
B 82 4⁄3 | ||||||||
| 19489 |
A Model Context Protocol (MCP) server for Canny feedback management. Enables ma…
|
B 82 4⁄3 | ||||||||
| 19490 |
|
B 82 3⁄3 | ||||||||
| 19491 |
Security scanner for MCP servers. Detects backdoors, exfiltration code, obfusca…
|
B 82 3⁄3 | ||||||||
| 19492 |
SSWP MCP — Deterministic software attestation for AI-augmented development. Wit…
|
B 82 3⁄3 | ||||||||
| 19493 |
MCP server for Apple's Icon Composer: programmatically create .icon bundles wit…
|
B 82 3⁄3 | ||||||||
| 19494 |
apple-reminders
Claim
Fast, native macOS Apple Reminders via EventKit. 10-200x faster than AppleScrip…
|
B 82 3⁄3 | ||||||||
| 19495 |
Enables AI assistants to access and analyze MonarchMoney personal finance data …
|
B 82 4⁄4 | ||||||||
| 19496 |
Enables Git repository interaction and automation via LLMs, providing tools to …
|
B 82 3⁄3 | ||||||||
| 19497 |
A lightweight, powerful local memory server for AI agents supporting text, enti…
|
B 82 3⁄3 | ||||||||
| 19498 |
Project memory and scoping engine for AI coding agents. It gives any agent pers…
|
B 82 3⁄3 | ||||||||
| 19499 |
Enables AI assistants to capture screenshots and control desktop input (mouse, …
|
B 82 3⁄3 | ||||||||
| 19500 |
Hosted Playwright browser automation for AI agents. Returns accessibility trees…
|
B 82 3⁄3 | ||||||||