MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
44501
bioanywhere
Connects AI assistants to GitLab, enabling natural language queries for merge r…
81
44502
agents-finance
bank Claim
The financial layer for the agent economy. Self-custody wallets, on-chain USDC …
81
44503
dantte-lp
MCP server for semantic search across the complete ObjectARX 2026 documentation…
N/A N/A
44504
Ppp111ppp111
Enables creditworthiness analysis for non-traditional borrowers using rule-base…
44505
la-rebelion
Enables developers to define, expose, and consume APIs using the Model Context …
N/A N/A
44506
Chaeyun06
Enables users to access Naver Maps API functionality including directions, plac…
N/A N/A 95
44507
ebartan
Provide a scaffold for building MCP servers with ease. Accelerate development b…
N/A N/A 95
44508
enrichlayer
Provides 25 tools to enrich company, person, contact, school, and job data via …
44509
mickpletcher
Enables Claude Desktop to read and control Home Assistant devices via natural l…
N/A N/A
44510
openshift-eng
A comprehensive, AI-powered performance analysis and monitoring platform for Op…
44511
nikondrat
cctx-mcp Claim
An MCP server that provides structure-aware code analysis (symbol trees, depend…
N/A N/A
44512
bramleyjl
notion-mcp Claim
Personal Notion MCP server with tools for task management, wrapping the Notion …
44513
lockon-n
An MCP server that provides access to WooCommerce REST API functionality, enabl…
N/A N/A
44514
clauxel
A paid remote MCP for Statewright, built to return verdicts, receipts, usage lo…
44515
ZYHB
Enables interaction with Feishu (Lark) multidimensional tables (Bitable) throug…
81
44516
er77
A powerful Model Context Protocol server that creates intelligent graph represe…
N/A N/A
44517
zeljkolivaja
A local Model Context Protocol server that enables secure interaction with self…
N/A N/A 95
44518
stijnVanHorenbeek
Local MCP server for focused Marten documentation retrieval with caching, searc…
N/A N/A
44519
Heretek-RE
re-winedbg Claim
Enables headless debugging of Windows executables from Linux/macOS hosts by orc…
N/A N/A
44520
jredondo-aden
Exposes Aden Aggregates submittal data as tools callable by Claude, enabling re…
81
44521
b-shields
cmxflow Claim
Composable, tunable cheminformatics workflows: library preparation, clustering,…
N/A N/A
44522
trendsmcp
Enables AI assistants to query YouTube search trends, including rising topics, …
44523
sanjibani
storedge-mcp Claim
MCP server for StorEdge self-storage management platform, enabling agents to ma…
44524
gorizond
An MCP server that provides tools for retrieving and processing documentation t…
44525
nishota
Exposes Poi's external APIs (file upload/download, commenting, license key issu…
44526
paytience
Enables AI assistants to view, create, update, search, and manage Google Calend…
44527
XENOMORPH0
Enables LLM agents to analyze portfolios and execute orders on the Indian stock…
44528
greatquestion
Great Question is the Agentic UX research platform for product builders. Run in…
81
44529
fastmcp-me
mcp-acp Claim
Enables management of Ambient Code Platform (ACP) sessions, including creating,…
44530
cvagner
MCP server for geocoding French addresses, POIs, and cadastral parcels using th…
44531
Alex-Keyes
Integrates with the Boostcamp fitness platform to provide access to training hi…
N/A N/A
44532
wyre-technology
kaseya-bms-mcp Claim 1
MCP server for Kaseya BMS PSA — tickets, accounts, time entries, and contracts.…
81
44533
struq
struqvault Claim
N/A N/A 95
44534
panda-studio-dev
Enables AI assistants to perform Japanese invoice and tax calculations, includi…
44535
zmzhace
A feature-rich Model Context Protocol server built with FastMCP that provides v…
81
44536
ManaBuyTeam
ManaBuy MCP server for product search, order quote, and AI-assisted ordering.
N/A N/A
44537
andri-setiawan
MCP-scopus Claim
Enables AI assistants to search and retrieve real academic papers from Scopus, …
N/A N/A
44538
sangeethdba
oracledb-mcp Claim
MCP server for Oracle SQL performance diagnostics and AWR analysis, compatible …
N/A N/A
44539
Jackalope-Dev
Moxie Docs Claim
Living docs and MCP context for GitHub repos — conventions, gaps, and source-ci…
44540
balloonf
An advanced SSH session manager that allows Claude to establish and manage mult…
81
44541
axel-belfort
Comprehensive on-page SEO audit API for AI agents. Analyze any URL: meta tags, …
81
44542
senderkit
SenderKit Claim
Build and send email, SMS, and push straight from your AI agent.
44543
mattarm
Fantasy MCP Claim
Multi-agent parlay optimization system using CrewAI to analyze games, evaluate …
44544
oranger07
MCP server for retrieving and verifying audit regulations, clauses, and audit i…
N/A N/A
44545
kongenlabs
LLM reasoning regime detection, cross-domain pattern transfer, and model routin…
N/A N/A 83
44546
arcaelas
Arcaelas MCP Claim
Provides AI-powered tools for image generation, text-to-speech conversion, back…
81
44547
PatrickKalkman
AI-powered assistant that connects Claude to video encoding workflows, translat…
81
44548
shelbeely
An MCP server that enables AI assistants to generate and edit professional web …
N/A N/A
44549
biswajitpanday
optivise Claim
Optivise is an intelligent MCP tool that enhances AI-assisted Optimizely develo…
44550
shaowen310
Integrates AI assistants with WPS Office to automate operations across Writer, …
N/A N/A
Showing 44501–44550 of 66518 servers
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