MCP Server Quality Scores

Independent quality analysis of 64728 public MCP servers

64728
Discovered
30711
Scored
2112
Verified
16953
Complete

Last updated 3 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33401
jurgisgavenas
A read-only MCP server for Google Search Console that lets you query search per…
33402
CSOAI-ORG
EU Platform Workers Directive (2024/2831) compliance — employment-status presum…
N/A N/A
33403
Citadel-Cloud-Management
Enables interaction with GitHub repositories, issues, pull requests, code searc…
33404
deadmau5v
Enables AI agents to securely access and search enterprise WeChat (WeCom) chat …
33405
God1n
eazy-ba Claim
Captures and organizes requirements as markdown, tracks relationships between p…
N/A N/A
33406
james-julius
Connects Claude to a Markdrop knowledge base, allowing it to search and retriev…
N/A N/A
33407
dancleary54
Convalytics Claim
Web and product analytics for Convex apps. MCP server to chat with AI about you…
81
33408
valentin-harrang
Enables scaffolding and managing Clean Architecture in Next.js projects, provid…
N/A N/A
33409
markhuangai
Dense Mem Claim
About Self-hosted AI agent memory server with MCP, evidence provenance, typed c…
33410
hjxxlogic
An MCP server for reading and querying FSDB waveform files, enabling AI assista…
N/A N/A
33411
hpe-networking-lab
Query your Juniper Mist network in natural language directly from Claude Deskto…
N/A N/A
33412
kingplaybookHQadmin1
Kings Playbook sports API for AI agents: NBA/MLB/NHL lineups, projections, and …
N/A N/A
33413
MCP server for orchestrating Node.js development servers (backend, frontend, da…
N/A N/A 81
33414
ratph6
mc-mod-mcp Claim
Provides grounded answers for writing Minecraft mods, targeting 1.8.9 and 1.21.…
N/A N/A 95
33415
Acuris-GmbH
Address validation, UK postcode lookup (PAF), geocoding & reverse-geocoding in …
N/A N/A
33416
Vanszs
Enables automated generation and publishing of TikTok Shop Affiliate videos usi…
33417
lulin70
CarryMem Claim
Your portable AI memory layer. Classify, store, and recall what matters across …
N/A N/A
33418
axelterrier
Enables interaction with Lidarr music collection management through natural lan…
81
33419
ppengit
Enables SQL Server database operations (queries, table management) and file sys…
81
33420
US1929
switchai Claim
Compare Italian energy tariffs with AI. Analyzes bills, finds best offers, live…
N/A N/A
33421
MickeyDB
Enables management of Cobalt Strike red team operations through natural languag…
81
33422
fDiosc
BugCatcher Claim
Bug reports, AI diagnosis, and status management for Cursor, Claude, Windsurf.
N/A N/A 95
33423
KennyWayn3
MCP server for automated code review using AI agents. It analyzes code diffs or…
33424
null
A Model Context Protocol (MCP) server that prevents citation hallucination by v…
81
33425
aws-samples
A comprehensive toolkit for deploying production-ready Generative AI infrastruc…
N/A N/A
33426
Aaron-AI-ai
Provides tools to search and read markdown wiki documents and find animal hospi…
N/A N/A
33427
Wally-Ahmed
Lets Claude Code delegate to OpenAI expert models as subagents and provides orc…
33428
acato
snmp-mcp Claim
An MCP server that wraps the IETF SNMP standard so AI agents can poll any SNMP-…
33429
CyberSealNull
Enables AI to autonomously play the TokenLife text-based life simulation game, …
N/A N/A
33430
rad1092
A read-only MCP server generated by FirstCall that looks up public GitHub user …
33431
VibOpsai
vibops-mcp Claim
VibOps MCP is the control plane between your AI agents and your GPU infrastruct…
33432
BlackhatShiftey
seam-runtime Claim
SEAM: local-first memory runtime for AI agents, with retrieval and glassbox pro…
N/A N/A
33433
bakernyc
pyhood-mcp Claim
Connect your Robinhood account to Claude Code (or any MCP client) for conversat…
N/A N/A
33434
granthooks
Provides CRUD operations (Create, Read, Update, Delete) for Nocodb tables throu…
33435
dishant1901-prog
hr-assist Claim
Automates employee onboarding workflows for HR teams, enabling tasks like data …
N/A N/A
33436
hyang0129
pyscope-mcp Claim
MCP server that exposes Python function- and module-level call graphs for agent…
N/A N/A
33437
Nimistu
Estonian Business Register: companies, people, beneficial owners, trademarks. F…
33438
seonwookim92
Enables AI assistants to navigate and populate complex ontologies by transformi…
N/A N/A 95
33439
mcp-hub-corp
Security gate that scans MCP servers and Claude Code Skills for vulnerabilities…
33440
polybeta2
A Python MCP server that loads and analyzes HAR files locally, providing struct…
N/A N/A
33441
alinjfz
A universal fitness intelligence layer for AI assistants like Claude, ChatGPT, …
33442
ricky-farmerai
Construction trade compliance AI. Electrical, plumbing, HVAC and 7 other trades…
N/A N/A 95
33443
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
33444
lightnow-ai
Lets local MCP clients use one LightNow-managed MCP entry instead of storing ev…
N/A N/A
33445
SuLG-ik
MCP server for converting SVG files to Android Vector Drawable XML, enabling se…
N/A N/A
33446
rupeelab17
pymdu Claim
Enables Claude Desktop or Gemini CLI to communicate with PyMDU, allowing analys…
N/A N/A
33447
soapboxbuild
arcadia-mcp Claim
MCP server for the Arcadia Arc utility data API, enabling retrieval of bill dat…
33448
kunickiaj
codemem Claim
Persistent memory MCP server that captures coding session context and automatic…
N/A N/A
33449
ExceptionRegret
Kryfto Claim
Provides 42+ MCP tools for browser automation, web scraping, and search, enabli…
33450
blaideinc
recipe-mcp Claim
Generate and remix recipes using cookwith.co
N/A N/A 95
Showing 33401–33450 of 64728 servers
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