MCP Server Quality Scores
Independent quality analysis of 33332 public MCP servers
Last updated 3 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 32851 |
mcp-contradiction-check
Claim
Find where your notes disagree — contradiction detection for markdown vaults.
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| 32852 |
TokenSave
Claim
Code intelligence for 15+ languages: semantic graph queries instead of file rea…
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| 32853 |
indautomation
Claim
AI-powered industrial fault diagnosis MCP server with 8 tools for diagnosing eq…
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| 32854 |
smithery-mcp-server
Claim
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| 32855 |
supabase-mcp-server
Claim
Supabase MCP Server for managing and creating projects and organisations in Sup…
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| 32856 |
vm
Claim
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| 32857 |
GitLab MCP Server
Claim
Connects AI assistants to GitLab projects, enabling natural language queries fo…
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| 32858 |
Shortlist MCP Server
Claim
Enables users to search for jobs, prefill applications using AI, and automate s…
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| 32859 |
Stop paying for your agent to rediscover what other agents already figured out.…
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| 32860 |
This TypeScript-based MCP server enables users to manage a simple notes system …
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| 32861 |
WhatsApp MCP Server
Claim
A Python-based MCP server that automates WhatsApp Web using Playwright to manag…
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| 32862 |
DateTime PDT
Claim
Provides the current date and time in Pacific Daylight Time (PDT) via a remote …
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| 32863 |
Thoughtproof-mcp
Claim
Adversarial multi-model reasoning verification for AI agents. Claude, Grok, and…
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| 32864 |
Connects AI agents to the WhatsApp Business Cloud API, allowing them to send me…
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| 32865 |
resonant-mind
Claim
Persistent cognitive infrastructure for AI systems. 27 MCP tools — semantic mem…
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| 32866 |
moltalyzer-mcp
Claim
Crypto intelligence, GitHub trends, market signals, and AI advisor via x402 pay…
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| 32867 |
Enables Claude to search and analyze Korean academic papers using the Korea Cit…
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| 32868 |
MCP Context Hub
Claim
A local MCP server for RAG memory, semantic search, and context optimization us…
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| 32869 |
local-rag
Claim
Semantic code search for AI agents — hybrid vector + BM25 with cross-encoder re…
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| 32870 |
Supabase MCP Server
Claim
Enables notes management through MCP integration with a Supabase PostgreSQL dat…
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| 32871 |
mcp-llm-gateway
Claim
MCP-compatible LLM gateway that proxies completion requests.
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| 32872 |
agentic-shelf
Claim
Agentic commerce MCP: live Shopify catalog + inventory + AI citation measurement
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| 32873 |
travel-hacking-toolkit
Claim
AI-powered travel hacking with points, miles, and award flights. Drop-in skills…
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| 32874 |
citrix-mcp-server
Claim
Citrix licensing and migration tools for AI assistants. 5 tools: check LAS migr…
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| 32875 |
patent-mcp
Claim
AI-powered patent search and analysis across 220M+ global patents. Semantic sea…
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| 32876 |
Assess your business's AI automation readiness across 20 industries. Get a pers…
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| 32877 |
sint-protocol
Claim
Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 …
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| 32878 |
MCPpedia
Claim
Search, evaluate, and compare 17,000+ MCP servers from the [MCPpedia](https://m…
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| 32879 |
code-context-mcp
Claim
Indexes codebases into a SQLite database to provide metadata, exports, dependen…
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| 32880 |
Nexar MCP Server
Claim
Enables searching for electronic components through the Nexar Supply API, provi…
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| 32881 |
Gitlab MCP Server
Claim
Model Context Protocol (MCP) server for GitLab — exposes 1000 GitLab REST & Gra…
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| 32882 |
ControlKeel
Claim
Governed MCP workflows with policy validation, findings tracking, and review ga…
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| 32883 |
beks
Claim
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| 32884 |
checklist
Claim
Machine-first beacon of operational ground truth for AI agents. Library regist…
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| 32885 |
ZettelForge
Claim
Agentic memory for cyber threat intelligence. STIX graphs, actor aliasing, offl…
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| 32886 |
drafturl
Claim
Share HTML/Markdown documents via URL instantly. Create, edit, delete docs from…
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| 32887 |
Axom MCP Server
Claim
Provides persistent SQLite-based memory and unified tool abstraction for AI age…
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| 32888 |
agentindexworld
Claim
26651 agents scanned 48137 SHA-256 blocks in an immutable chain 1169 Bitcoin an…
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| 32889 |
Search comparable property sales across 16 global markets with 43M+ government-…
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| 32890 |
r234
Claim
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| 32891 |
Industrial-grade MCP server for Siemens TIA Portal (V17–V21). 120+ tools for PL…
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| 32892 |
centian
Claim
Control and verify what your AI agents actually do — in real time.
AI agents ar…
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| 32893 |
twig
Claim
MCP server quality scoring and optimization for the agent economy.
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| 32894 |
Descript Complete
Claim
Provides full Descript integration for transcription, AI-powered editing, voice…
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| 32895 |
MCP Workbench MCP Server
Claim
Enables AI agents to programmatically inspect, test, and validate other MCP ser…
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| 32896 |
ActivityWatch MCP Server
Claim
Connects AI assistants to ActivityWatch for real-time computer activity awarene…
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| 32897 |
flood
Claim
Flood MCP — wraps Open-Meteo Flood API (free, no auth)
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| 32898 |
Brain MCP
Claim
Enables inter-session communication and coordination for multiple Claude Code i…
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| 32899 |
smart-context-mcp
Claim
Reduces AI agent token usage by 90% via context compression and task checkpoint…
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| 32900 |
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