MCP Server Quality Scores

Independent quality analysis of 66455 public MCP servers

66455
Discovered
31805
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
61351
luckysolanki902
webpilot Claim
A semantic terminal browser that renders web pages as structured numbered eleme…
N/A N/A
61352
kevintpeng
Enables Puppeteer-based web automation (navigation, screenshots, PDF generation…
N/A N/A
61353
milliomics
millimap-mcp Claim
Enables Claude Desktop to read and drive analyses on the active MilliMap sessio…
N/A N/A
61354
krissanders
Audit how AI sees your website. Per-bot robots.txt verdicts for 22 known AI use…
N/A N/A
61355
acailic
Enables searching and analyzing over 3,400 datasets from the Serbian government…
81
61356
loryanstrant
ESPHome MCP Claim
Enables MCP clients to manage ESPHome devices via the 2026.6+ dashboard WebSock…
61357
keeponfirst
Enables AI-powered UI/UX design generation and management via Google Stitch, ha…
N/A N/A
61358
yukihito-jokyu
Provides read-only access to MySQL database schema and sample data, offering to…
61359
BlockBenny
tubemcp Claim
MCP server that lets AI agents search YouTube and fetch transcripts.
61360
googoles
Read-only MCP server for finding, comparing, and shortlisting engineering parts…
61361
cacheout-app
cacheout-mcp Claim
MCP server for macOS disk cache management. Enables AI agents to free disk spac…
N/A N/A
61362
sdtempo
Get personalized workout recommendations based on your menstrual cycle phase. A…
N/A N/A 95
61363
Deeptanshuu
mydy-lms Claim
An MCP server for interacting with the MyDy (Moodle-based) LMS, enabling attend…
61364
pipeworx-io
Enables searching and querying City of Tulsa GIS open geospatial datasets (parc…
61365
tuskermanshu
vue-mcp-next Claim
Enables real-time debugging and state manipulation of Vue.js applications throu…
N/A N/A
61366
pipeworx-io
Enables searching and querying City of Yakima GIS open geospatial datasets, suc…
61367
swamy.fwd
av1 Claim
N/A N/A 95
61368
pipeworx-io
Enables AI agents to search, query, and explore City of Sumter, South Carolina …
61369
freqkflag
Provides structured project management through phase-based workflows, enabling …
81
61370
BinaryVortex
A Model Context Protocol (MCP) server that bridges BMAD agents with GitHub Copi…
N/A N/A
61371
inceon
Enables retrieval of pull request metadata and diffs from Bitbucket Cloud and S…
61372
lunnynight
MCP server for Ketcher chemical structure editor integration, enabling SMILES/M…
N/A N/A
61373
withsivram
Enables reading and searching handwritten notes from GoodNotes on macOS, provid…
N/A N/A
61374
mm
project-0 Claim
N/A N/A 95
61375
vipulawl
Backlink SEO Claim
Classic SEO suites charge heavily for link indexes. This MCP gives individuals …
61376
gannonh
AgentPM Claim
A planning and orchestration system for AI-driven software development that int…
N/A N/A
61377
Deltologic
DataDoe MCP Claim
Hosted Amazon Seller and Vendor MCP server for Claude, ChatGPT, Cursor, Codex, …
61378
Buer2333
A read-only MCP server that provides comprehensive access to the TikTok Busines…
N/A N/A
61379
gatesplan
taskforce Claim
MCP server for AI agents to conduct multi-LLM roundtable discussions, returning…
N/A N/A
61380
3ii-factory
Enables AI coding agents to verify code against YAML specifications, detecting …
N/A N/A
61381
evan-moon
memex Claim
Persistent note storage for AI agents. Memex lets your assistant save, search, …
N/A N/A
61382
SrenoG
strava-mcp Claim
MCP server to fetch Strava activities using OAuth authentication with automatic…
N/A N/A
61383
reer-ide
RhinoMCP Claim
Connects Rhino and Grasshopper to Claude AI via the Model Context Protocol, ena…
N/A N/A
61384
SuppleAardvark
An MCP server that provides tools to interact with JIRA for sprint management, …
61385
manuelcecchetto
Enforces the Agent Task Protocol (.atp.json) contract, enabling worker agents t…
N/A N/A
61386
twinity1
Syncs Confluence spaces to local files for efficient editing by coding agents, …
N/A N/A
61387
MiChaelinzo
MediLinkAI Claim
Clinical decision-support MCP server that lets AI agents reason over live FHIR …
61388
dallask
Provides conversational, actionable accessibility testing for AI agents, includ…
N/A N/A
61389
perforce
Enables AI assistants to interact with P4 Plan project management data via Grap…
61390
naaomiur
SimuBridge Claim
Enables AI assistants to control MATLAB Simulink models through natural languag…
N/A N/A
61391
kame6493-del
kabu-mcp Claim
Enables AI assistants to access real-time Japanese and global stock market data…
61392
gyannetics
A beginner-friendly MCP server offering time, math, internet quotes, dad jokes,…
61393
neelavalareddy
Enables Claude to search and install skills from a database of ~200k scraped Cl…
N/A N/A
61394
MuliMuri
Enables searching Google Scholar papers with year filtering, deduplication, and…
61395
Lubodi-Code
Enables Claude to query Binance Spot market data, account balances, and execute…
61396
iflow-mcp
WinAutoWx Claim
An MCP server for automating WeChat on Windows, enabling sending messages to fr…
N/A N/A
61397
severity1
3commas-mcp Claim
A Model Context Protocol (MCP) server that integrates AI assistants with the 3C…
61398
pipeworx-io
Search, query, and explore City of Phoenix open geospatial data (parcels, zonin…
61399
pipeworx-io
Enables querying and searching Lincoln & Lancaster County GIS open geospatial d…
61400
dkeeno
Enables comprehensive GitHub operations including repository management, push, …
N/A N/A
Showing 61351–61400 of 66455 servers