MCP Server Quality Scores

Independent quality analysis of 67181 public MCP servers

67181
Discovered
32311
Scored
2112
Verified
16953
Complete

Last updated 3 hours ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
36851
thefranceway
mcp-ad4m Claim
Enables Claude Code with persistent semantic memory, cross-session context, and…
N/A N/A
36852
balakumardev
Unlimited, session-authenticated web search and fetch for AI tools using your o…
N/A N/A
36853
Jatin-IITB
Enables AI assistants to access food product information from Open Food Facts, …
36854
xhae123
leafeep-mcp Claim
A quiz distribution and grading server for educators. Create exams, generate st…
36855
laobuilt
SwingFix AI Claim
AI-powered golf swing analysis. Submit a swing image URL and receive scored met…
N/A N/A
36856
zekebuilds-lab
Minimal MCP server demonstrating L402 pay-per-call with Depth-of-Identity reput…
36857
ProductionLineHQ
Cortex Claim
Persistent memory MCP server for Claude Code that captures and recalls project …
N/A N/A
36858
junter1989k-ai
Thailand payments for AI agents — PromptPay QR, cards, TrueMoney via Opn (Omise…
36859
radimsem
remindb Claim
An agentic memory database that cuts session tokens by 82–99%. One portable SQL…
N/A N/A
36860
pipeworx-io
mcp-data-la Claim
Enables querying Los Angeles open data from data.lacity.org via the Socrata SOD…
36861
pipeworx-io
mcp-currents Claim
Wraps the Currents API to provide access to news articles and headlines through…
36862
BlueWaterCorp
RiskModels Claim
Dividend-adjusted US equity total returns, risk decomposition, attribution & ET…
36863
jyswee
vips Claim
Creator economy platform for agents: posts, paid content, subscriptions, stream…
36864
Aki894
Enables drug terminology standardization and name normalization via RxNav API, …
N/A N/A
36865
julianobarbosa
Analyzes Azure cloud costs, audits for waste, and provides budget insights via …
N/A N/A
36866
ccamborde
Search French companies, directors and associations (INPI, INSEE, RNA).
N/A N/A
36867
geraservicesuk
Browse courses, enroll, track progress, find tutors. Education platform. 50+ co…
N/A N/A 95
36868
pipeworx-io
mcp-iso Claim
Enables looking up ISO standards (e.g., 27001, 9001) with live status, pricing,…
36869
PantelisGeorgiadis
MCP server exposing a DICOMweb DICOM archive to AI assistants via QIDO-RS and W…
N/A N/A
36870
ryotaro-tanaka
An MCP server that scouts truly beginner-friendly open-source issues from GitHu…
N/A N/A
36871
ontorata
Ratary is an AI Brain Platform — infrastructure that gives AI: Persistent memo…
36872
OnePowerUser88
MCP server for developing and maintaining pyRevit extensions with static analys…
N/A N/A
36873
Tencent
Enables large language models to directly access Tencent Cloud Log Service for …
36874
notifly-tech
Enables AI agents to search Notifly documentation and SDK code examples for sea…
36875
iflow-mcp
MCP server that provides standardized access to Google Maps, Flights, Hotels, a…
36876
Hanzhi0807
A no-server MCP toolkit that organizes project wikis from Feishu documents, mes…
N/A N/A
36877
Browncabinet
Hire autonomous PR outreach agents from any MCP-compatible LLM. All-in-one AI o…
N/A N/A
36878
ilia-sokolov
MCP server that lets agents edit real Microsoft Word (.docx) documents - tracke…
36879
oscarzamora
onpe-mcp Claim
MCP server for querying Peruvian electoral data (ONPE) including mesa results, …
36880
shabib87
A Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG)…
N/A N/A
36881
eduresser
Enables code execution in isolated Docker containers with persistent IPython, N…
N/A N/A
36882
emergentphysicslab
CryptoGuard Claim
Protect cryptocurrency investments by validating trades and scanning for potent…
81
36883
david-spies
Enterprise-grade dynamic MCP proxy that eliminates token bloat by lazy-loading …
36884
juandisay
Enables local semantic code search across repositories using natural language, …
N/A N/A
36885
panenotgeor
# API Marketplace MCP Server Real-time product data from Amazon, eBay, Walmart…
81
36886
ssasuoirafen
Enables Claude to inspect and operate Apache Airflow over its REST API, providi…
36887
khaleelclark
ResumeMCP Claim
Enables AI assistants to fetch a master resume, tailor it to a job description,…
36888
PurpleLiu
siyuan-mcp Claim
MCP server for SiYuan Note, enabling AI tools to search, read, create, and orga…
36889
jorkal-crypto
Solana NFT market data from Magic Eden — floor prices, cheapest listings, colle…
36890
praveenkumar
crc-doc-mcp Claim
An MCP server that provides intelligent access to CRC/OpenShift Local documenta…
36891
elicitly
Elicitly Claim
Human-in-the-loop for AI agents over MCP elicitation: confirm/form dialogs plus…
N/A N/A
36892
Tehnolabs
An MCP server for AI-powered image generation, editing, analysis, and transform…
36893
pipeworx-io
Enables AI agents to search and query the Michigan Open Data catalog, running S…
36894
zhengjs1225
MCP server that enables AI agents to interact with Feishu (Lark) for calendar e…
36895
yourpropertyexpert
Provides breaking changes analysis for libraries across multiple languages, ena…
36896 N/A N/A 95
36897
docs Claim 1
Search how-to docs for Merchinary's Shopify Bulk Product Editor and Image Edito…
N/A N/A 81
36898
CSOAI-ORG
fitness-ai-mcp MCP server by MEOK AI Labs
N/A N/A
36899
marc-shade
Enables persistent task and goal management with AI-powered decomposition, cros…
N/A N/A
36900
opastorello
A10 Guardian Claim
MCP server that enables AI agents to manage A10 Networks DDoS mitigation device…
Showing 36851–36900 of 67181 servers
« Prev 1 736 737 738 739 740 1344 Next »