MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 41 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32451
capybarist
acquis Claim
Verified EU law: verbatim, signed provisions with EUR-Lex links. Read-only, not…
32452
OfflineCreatorStudio
Create images and videos with OfflineCreator Studio through OAuth or the npm st…
32453
FerhatDundar
MCP server for the AWS CLI. Read-only by default; single Go binary.
N/A N/A
32454
mithun4elp
Generate engineer-grade SaaS specifications — design systems, database schemas,…
N/A N/A
32455
TheoGirardin
mcp-lbc Claim
Exposes Leboncoin classified ads to Claude, allowing search with filters and fu…
32456
dev-tahir
An intelligent MCP server that searches for images, labels them, combines them …
32457
Lexmata
Enables AI assistants to manage GitHub Projects V2, including items, fields, an…
32458
junna-legal
A production-ready foundation for building secure, observable MCP servers with …
32459
Creator ROI, video conversion, trends, affiliate, and social commerce intellige…
N/A N/A 81
32460
figuard
figuard-mcp Claim
Pre-flight spend authorization for AI agents. Set a budget, enforce limits, aud…
N/A N/A
32461
staffdill
observe-mcp Claim
An MCP server for querying Observe.com logs using OPAL, with tools for dataset …
32462
treez250
keyreaper Claim
KeyReaper is an MCP server that gives Claude agents full control over API keys …
N/A N/A 95
32463
AyeJK
Middleware that gives AI personas a visible, reactive presence inside editors l…
N/A N/A
32464
chrisbusbin-pixel
applianceiq Claim
Home appliance MCP: CPSC recall lookup, lifespan, maintenance, repair-or-replac…
N/A N/A
32465
godson
godson_1 Claim
N/A N/A 95
32466
DipsySu
tmdb-media Claim
Provides tools for AI clients to scan, match, and scrape TMDB metadata for loca…
N/A N/A
32467
madrus
Enables AI assistants to run Vitest tests and analyze code coverage, supporting…
N/A N/A
32468
rokasklive
Source-code intelligence for agents, powered by OpenGrok and Go.
32469
GabrielAmz
WebAnatomy Claim
Help your AI improve landing pages, grounded in 3,500+ scored sections and 500 …
32470
wya5217799
simulink-mcp Claim
Give AI agents structured access to Simulink models via the MATLAB Engine for P…
N/A N/A
32471
li000592
weather-mcp Claim
Provides US weather alerts and forecasts via the National Weather Service API.
N/A N/A
32472
IngoKiy
Enables comprehensive interaction with Airtable databases through MCP for ChatG…
81
32473
madhawar
MCP server for Xray Cloud test management that enables importing automation res…
32474
ianbaistowdavies-spec
MCP server exposing Elden Ring game data (weapons, spells, talismans, armour) w…
N/A N/A
32475 N/A N/A 95
32476
xiaoshi7915
A versatile MCP server that connects to multiple relational databases (MySQL, P…
N/A N/A
32477
cssllcio
Arrange your own clips and instruments into finished song structures in Ableton…
N/A N/A
32478
restforge
MCP server that exposes RESTForge capabilities to AI agents, enabling them to s…
N/A N/A
32479
xekor
Gentkey Claim
One MCP URL for all your connectors — scoped writes, enforced constraints, and …
32480
Marysbrain
x402 analytics feed + 20+ pay-per-call agent tools over x402 (data, LLM, risk),…
N/A N/A
32481
pulspeed
Enables AI agents to monitor website performance by scanning sites, retrieving …
32482
SubQuery-Network
test Claim
N/A N/A 95
32483
Foxhunt
Provides tools to interact with a self-hosted GitLab instance, enabling project…
32484
nikhilb2
Bridges to a simple_invoicing FastAPI backend, exposing invoice, product, ledge…
32485
Dishant27
Enables programmatic interaction with Medium's content ecosystem for intelligen…
32486
pipeworx-io
mcp-dart-kr Claim
Enables AI agents to access Korea's DART financial data system for retrieving a…
32487
QVerisAI
mcp Claim
Discover, inspect and call ranked external data & tool APIs with unified billin…
N/A N/A
32488
CSOAI-ORG
AI-powered survey builder ai MCP server for agents. Supports create survey, val…
N/A N/A
32489
Memstem
Memstem Claim
A standalone memory service that provides a unified, pull-based knowledge store…
N/A N/A
32490
emiliaprotocol
Human sign-off + trust receipts for AI agents: requires a named human's approva…
N/A N/A
32491
3121n
statfin-mcp Claim
Statistics Finland (StatFin/PxWeb): search tables, read metadata, fetch JSON-st…
N/A N/A
32492
Serhatcck
An MCP server that enables AI assistants to analyze Android APK and iOS IPA fil…
N/A N/A
32493
marekkacprzak
A Model Context Protocol server for controlling LIFX smart lights, enabling AI …
N/A N/A
32494
docentovich
Enables AI-powered Chrome automation through natural language, providing 56+ sp…
N/A N/A
32495
adminpb
Bridges your Nightscout CGM data with AI assistants via the Model Context Proto…
32496
shoshi-raz
MCP server enabling LLMs to fetch Israeli weather forecasts by automating a bro…
N/A N/A
32497
AIAll-TARS
naim Claim
nAIm API registry for AI agents — search, rate, and discover 310+ APIs.
32498
Mnexa-AI
Authenticated email gateway for AI agents — per-agent inboxes, HITL approval, S…
32499
grimlor
Enables AI agents to discover Azure DevOps repositories, manage pull requests, …
N/A N/A
32500
azmartone67
DC Hub Claim
Connects Claude to live data-center, power & grid intelligence data, enabling q…
Showing 32451–32500 of 66549 servers
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