MCP Server Quality Scores
Independent quality analysis of 64698 public MCP servers
Last updated 3 hours, 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 39101 |
mcp-simple-joeleesuh
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| 39102 |
WHOOP MCP Server
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Gives Claude access to your WHOOP health data including recovery, sleep, workou…
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| 39103 |
Android mobile automation with uiautomator2. AI bot for taps, swipes, apps, XPa…
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| 39104 |
WAHA MCP Server
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Enables AI assistants to interact with WhatsApp through the WAHA (WhatsApp HTTP…
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| 39105 |
Amadeus MCP Server
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Integrates with Amadeus Flight Offers Search API to provide flight search capab…
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| 39106 |
fast-browser-mcp
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Adds persistent QA state to browser automation, enabling AI agents to maintain …
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| 39107 |
atlassian-dc-mcp-jira
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MCP server for Atlassian Jira Data Center - search, view, and create issues
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| 39108 |
agent-store
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Minimal agent telemetry store with OTLP/HTTP ingestion to Postgres and MCP stre…
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| 39109 |
Open House Copilot
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AI open-house assistant for agents: sign-in kiosk + automated, consent-aware fo…
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| 39110 |
PassNinja
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Issue and manage Apple Wallet & Google Wallet passes from any MCP-aware AI clie…
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| 39111 |
seo-audit
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Score any site or Shopify store for AEO/GEO/LLMO readiness — how likely AI sear…
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| 39112 |
mcp-service
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Dual-interface MCP server that exposes declarative tools and reusable skills vi…
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| 39113 |
travel
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AI travel agent — book flights, hotels, activities, and events worldwide via au…
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| 39114 |
investra-ai-mcp
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Real estate investment intelligence: search, comps, cash flow, off-market leads…
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| 39115 |
MemoV
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Provides a memory layer for AI coding agents with Git-powered version control, …
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| 39116 |
PacketMaster
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MCP server for network-troubleshooting PCAP analysis via tshark, enabling users…
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| 39117 |
nordic-data
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Company, KYB, VAT, sanctions, LEI and address data for 15 EU countries.
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| 39118 |
Jira MCP Server
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Connects Claude to Jira, allowing users to query tasks, log work, add comments,…
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| 39119 |
A structured problem-solving MCP server that breaks down complex tasks into seq…
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| 39120 |
recipe-mcp
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Generate and remix recipes using cookwith.co
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| 39121 |
Kryfto
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Provides 42+ MCP tools for browser automation, web scraping, and search, enabli…
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| 39122 |
codemem
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Persistent memory MCP server that captures coding session context and automatic…
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| 39123 |
arcadia-mcp
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MCP server for the Arcadia Arc utility data API, enabling retrieval of bill dat…
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| 39124 |
pymdu
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Enables Claude Desktop or Gemini CLI to communicate with PyMDU, allowing analys…
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| 39125 |
svg2vector-mcp
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MCP server for converting SVG files to Android Vector Drawable XML, enabling se…
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| 39126 |
LightNow Local Proxy
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Lets local MCP clients use one LightNow-managed MCP entry instead of storing ev…
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| 39127 |
ai-mind-map
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An MCP server that reduces AI coding agent token usage by 80-99% through a quer…
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| 39128 |
legis-link-mcp
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Construction trade compliance AI. Electrical, plumbing, HVAC and 7 other trades…
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| 39129 |
fitness-agent-mcp
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A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, …
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| 39130 |
HAR Analyzer MCP Server
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A Python MCP server that loads and analyzes HAR files locally, providing struct…
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| 39131 |
MCP Hub Security
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Security gate that scans MCP servers and Claude Code Skills for vulnerabilities…
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| 39132 |
Universal Ontology MCP
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Enables AI assistants to navigate and populate complex ontologies by transformi…
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| 39133 |
Estonian Business Register: companies, people, beneficial owners, trademarks. F…
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| 39134 |
pyscope-mcp
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MCP server that exposes Python function- and module-level call graphs for agent…
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| 39135 |
hr-assist
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Automates employee onboarding workflows for HR teams, enabling tasks like data …
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| 39136 |
Nocodb MCP Server
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Provides CRUD operations (Create, Read, Update, Delete) for Nocodb tables throu…
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| 39137 |
pyhood-mcp
Claim
Connect your Robinhood account to Claude Code (or any MCP client) for conversat…
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| 39138 |
seam-runtime
Claim
SEAM: local-first memory runtime for AI agents, with retrieval and glassbox pro…
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| 39139 |
vibops-mcp
Claim
VibOps MCP is the control plane between your AI agents and your GPU infrastruct…
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| 39140 |
A read-only MCP server generated by FirstCall that looks up public GitHub user
…
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| 39141 |
tokenlife-mcp
Claim
Enables AI to autonomously play the TokenLife text-based life simulation game, …
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| 39142 |
snmp-mcp
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An MCP server that wraps the IETF SNMP standard so AI agents can poll any SNMP-…
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| 39143 |
gpt-subagents-api
Claim
Lets Claude Code delegate to OpenAI expert models as subagents and provides orc…
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| 39144 |
petmed MCP Server
Claim
Provides tools to search and read markdown wiki documents and find animal hospi…
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| 39145 |
A comprehensive toolkit for deploying production-ready Generative AI infrastruc…
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| 39146 |
DOI Citation Verifier
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A Model Context Protocol (MCP) server that prevents citation hallucination by v…
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| 39147 |
code-review-automation
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MCP server for automated code review using AI agents. It analyzes code diffs or…
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| 39148 |
BugCatcher
Claim
Bug reports, AI diagnosis, and status management for Cursor, Claude, Windsurf.
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| 39149 |
Cobalt Strike MCP Server
Claim
Enables management of Cobalt Strike red team operations through natural languag…
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| 39150 |
switchai
Claim
Compare Italian energy tariffs with AI. Analyzes bills, finds best offers, live…
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