MCP Server Quality Scores

Independent quality analysis of 64698 public MCP servers

64698
Discovered
30691
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39101 N/A N/A 95
39102
maangy
Gives Claude access to your WHOOP health data including recovery, sleep, workou…
N/A N/A
39103
Android mobile automation with uiautomator2. AI bot for taps, swipes, apps, XPa…
N/A N/A 81
39104
seejux
Enables AI assistants to interact with WhatsApp through the WAHA (WhatsApp HTTP…
81
39105
donghyun-chae
Integrates with Amadeus Flight Offers Search API to provide flight search capab…
39106
donleqt
Adds persistent QA state to browser automation, enabling AI agents to maintain …
N/A N/A
39107
MrRefactoring
MCP server for Atlassian Jira Data Center - search, view, and create issues
N/A N/A
39108
zyx1121
agent-store Claim
Minimal agent telemetry store with OTLP/HTTP ingestion to Postgres and MCP stre…
39109
Real-Estate-OS
AI open-house assistant for agents: sign-in kiosk + automated, consent-aware fo…
39110
flomio
PassNinja Claim
Issue and manage Apple Wallet & Google Wallet passes from any MCP-aware AI clie…
N/A N/A
39111
riverliu8
seo-audit Claim
Score any site or Shopify store for AEO/GEO/LLMO readiness — how likely AI sear…
39112
logus2k
mcp-service Claim
Dual-interface MCP server that exposes declarative tools and reusable skills vi…
39113
Autonomad1
travel Claim
AI travel agent — book flights, hotels, activities, and events worldwide via au…
39114
perkinsandre
Real estate investment intelligence: search, comps, cash flow, off-market leads…
N/A N/A 83
39115
memovai
MemoV Claim
Provides a memory layer for AI coding agents with Git-powered version control, …
N/A N/A
39116
Jctechbr
PacketMaster Claim
MCP server for network-troubleshooting PCAP analysis via tshark, enabling users…
N/A N/A
39117
Mnymann
nordic-data Claim
Company, KYB, VAT, sanctions, LEI and address data for 15 EU countries.
39118
pedrohedro
Connects Claude to Jira, allowing users to query tasks, log work, add comments,…
N/A N/A
39119
zengwenliang416
A structured problem-solving MCP server that breaks down complex tasks into seq…
39120
blaideinc
recipe-mcp Claim
Generate and remix recipes using cookwith.co
N/A N/A 95
39121
ExceptionRegret
Kryfto Claim
Provides 42+ MCP tools for browser automation, web scraping, and search, enabli…
39122
kunickiaj
codemem Claim
Persistent memory MCP server that captures coding session context and automatic…
N/A N/A
39123
soapboxbuild
arcadia-mcp Claim
MCP server for the Arcadia Arc utility data API, enabling retrieval of bill dat…
39124
rupeelab17
pymdu Claim
Enables Claude Desktop or Gemini CLI to communicate with PyMDU, allowing analys…
N/A N/A
39125
SuLG-ik
MCP server for converting SVG files to Android Vector Drawable XML, enabling se…
N/A N/A
39126
lightnow-ai
Lets local MCP clients use one LightNow-managed MCP entry instead of storing ev…
N/A N/A
39127
shdra06
ai-mind-map Claim
An MCP server that reduces AI coding agent token usage by 80-99% through a quer…
N/A N/A
39128
ricky-farmerai
Construction trade compliance AI. Electrical, plumbing, HVAC and 7 other trades…
N/A N/A 95
39129
alinjfz
A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, …
39130
polybeta2
A Python MCP server that loads and analyzes HAR files locally, providing struct…
N/A N/A
39131
mcp-hub-corp
Security gate that scans MCP servers and Claude Code Skills for vulnerabilities…
39132
seonwookim92
Enables AI assistants to navigate and populate complex ontologies by transformi…
N/A N/A 95
39133
Nimistu
Estonian Business Register: companies, people, beneficial owners, trademarks. F…
39134
hyang0129
pyscope-mcp Claim
MCP server that exposes Python function- and module-level call graphs for agent…
N/A N/A
39135
dishant1901-prog
hr-assist Claim
Automates employee onboarding workflows for HR teams, enabling tasks like data …
N/A N/A
39136
granthooks
Provides CRUD operations (Create, Read, Update, Delete) for Nocodb tables throu…
39137
bakernyc
pyhood-mcp Claim
Connect your Robinhood account to Claude Code (or any MCP client) for conversat…
N/A N/A
39138
BlackhatShiftey
seam-runtime Claim
SEAM: local-first memory runtime for AI agents, with retrieval and glassbox pro…
N/A N/A
39139
VibOpsai
vibops-mcp Claim
VibOps MCP is the control plane between your AI agents and your GPU infrastruct…
39140
rad1092
A read-only MCP server generated by FirstCall that looks up public GitHub user …
39141
CyberSealNull
Enables AI to autonomously play the TokenLife text-based life simulation game, …
N/A N/A
39142
acato
snmp-mcp Claim
An MCP server that wraps the IETF SNMP standard so AI agents can poll any SNMP-…
39143
Wally-Ahmed
Lets Claude Code delegate to OpenAI expert models as subagents and provides orc…
39144
Aaron-AI-ai
Provides tools to search and read markdown wiki documents and find animal hospi…
N/A N/A
39145
aws-samples
A comprehensive toolkit for deploying production-ready Generative AI infrastruc…
N/A N/A
39146
null
A Model Context Protocol (MCP) server that prevents citation hallucination by v…
81
39147
KennyWayn3
MCP server for automated code review using AI agents. It analyzes code diffs or…
39148
fDiosc
BugCatcher Claim
Bug reports, AI diagnosis, and status management for Cursor, Claude, Windsurf.
N/A N/A 95
39149
MickeyDB
Enables management of Cobalt Strike red team operations through natural languag…
81
39150
US1929
switchai Claim
Compare Italian energy tariffs with AI. Analyzes bills, finds best offers, live…
N/A N/A
Showing 39101–39150 of 64698 servers
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