MCP Server Quality Scores
Independent quality analysis of 30006 public MCP servers
Last updated 3 weeks, 2 days ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 26001 |
A managed MCP server enabling AI agents to access AWS using docs, API calls, an…
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| 26002 |
A Playwright-based MCP server that prioritizes browser observation over automat…
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| 26003 |
GitHub MCP Server
Claim
Connects Claude Desktop to GitHub repositories, enabling users to perform git o…
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| 26004 |
wopee-mcp
Claim
AI testing agents for web apps — dispatch test runs, crawls, fetch artifacts an…
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| 26005 |
A Model Context Protocol server that provides access to the HackTricks knowledg…
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| 26006 |
voice-mcp
Claim
Complete voice interaction server supporting speech-to-text, text-to-speech, an…
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| 26007 |
AI-powered meeting scheduling with intelligent auto-scheduling for Claude and A…
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| 26008 |
Run Lighthouse audits, check SSL certificates, detect tech stacks, query WHOIS …
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| 26009 |
TokenGuard
Claim
Secure and manage API credentials through a protected vault—and save 80% on AP…
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| 26010 |
YouTube MCP
Claim
An MCP server that enables users to retrieve YouTube transcripts and perform vi…
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| 26011 |
Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ t…
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| 26012 |
settlegrid-discovery
Claim
Discover monetized AI tools on SettleGrid. Search by category, get pricing.
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| 26013 |
Conductor
Claim
Local task scheduler and worker manager with MCP integration for Claude Desktop.
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| 26014 |
scrumboy
Claim
a self-hosted project management & Kanban solution + Instant shareable boards
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| 26015 |
skillmatch-mcp
Claim
Job search and ranking pipeline via MCP for Claude Desktop.
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| 26016 |
relayzero
Claim
Agent economy network - arena games, tasks, USDC settlement via x402
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| 26017 |
Ombre-Brain
Claim
For Claude.
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| 26018 |
welink
Claim
🔍微信聊天数据分析的本地化AI-agent(Docker/Windows/MacOS) · AI分身 / 大模型分析 / 好友排行 / 词云 / 情感趋势 /…
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| 26019 |
Telbase
Claim
Deploy any web project with one command. AI-native platform with self-healing f…
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| 26020 |
Sephera
Claim
Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bund…
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| 26021 |
mcp-jest
Claim
Automated testing for Model Context Protocol servers. Ship MCP Servers with con…
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| 26022 |
brick-mcp-app
Claim
🧱 MCP App for making my brick dreams a reality
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| 26023 |
webiny-js
Claim
Open-source, self-hosted CMS platform on AWS serverless (Lambda, DynamoDB, S3).…
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| 26024 |
reshapr
Claim
The open source, no-code MCP Server for AI-Native API Access
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| 26025 |
unity-editor-mcp
Claim
An MCP server and client for LLMs to interact with Unity Projects
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| 26026 |
mcp
Claim
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| 26027 |
Scan websites for security vulnerabilities, headers, TLS, and email security.
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| 26028 |
cookwith-mcp
Claim
AI-powered recipe generation and transformation tools by Cookwith
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| 26029 |
TempoGraph
Claim
Code graph context engine with 24 MCP tools. 170+ languages via tree-sitter.
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| 26030 |
Zotero MCP Bridge
Claim
Enables LLM clients to browse and query your Zotero library through tool calls.…
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| 26031 |
twitterapi-docs-mcp
Claim
Offline access to TwitterAPI.io docs for AI assistants. 52 endpoints, guides, p…
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| 26032 |
sqlite-mcp-server2
Claim
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| 26033 |
xxx
Claim
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| 26034 | — | |||||||||
| 26035 |
Library Docs MCP Server
Claim
Searches and fetches real-time documentation for libraries like Langchain, Open…
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| 26036 |
frostbyte
Claim
MCP server giving AI agents access to 40+ APIs: geo, crypto, screenshots, DNS, …
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| 26037 |
Joplin MCP Server
Claim
Enables AI assistants to manage Joplin Notes through the Web Clipper API, suppo…
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| 26038 |
Guardian
Claim
Verifies cooking recipes against professional master standards to ensure techni…
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| 26039 |
Omnier
Claim
Omnier is a CRM built for AI agents.
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| 26040 |
cashpilot-mcp
Claim
MCP server for CashPilot — monitor passive income, bandwidth sharing, and DePIN…
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| 26041 |
MCP server for AI assistants: read, write, edit, and manage files securely on l…
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| 26042 |
Greetings & Utilities
Claim
Greet people in multiple languages, perform quick calculations, and check curre…
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| 26043 |
Generates customized, production-grade MCP servers for Rocket.Chat by selecting…
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| 26044 |
french-business-analyser
Claim
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| 26045 |
cq_mini
Claim
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| 26046 |
Public MCP server surfacing LabelHead's artist momentum intelligence. Discover …
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| 26047 |
haldir
Claim
Haldir is a security and governance layer for AI agents. Session-scoped permiss…
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| 26048 |
Aggregates data from Google Calendar, TripIt, and Fireflies.ai to generate comp…
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| 26049 |
Syndicate Links MCP
Claim
Attribution and commission infrastructure for AI agents. Track conversions, ver…
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| 26050 |
apogeoapi-mcp
Claim
Geographic data, live exchange rates, and IP geolocation for Claude Desktop, Cu…
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