MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29913
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22351
iunera
druid-mcp-server Claim 1
AI-powered MCP server for Apache Druid cluster management and analytic
C 65 33 54 N/A N/A 72 75
22352
richinex
A universal framework for creating and deploying custom Model Context Protocol …
C 65 44 96 32 34 81
22353
cycodehq
Cycode Claim
Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning
C 65 44 60 45 81 81
22354
akash143antor
vision-mcp Claim 2
An MCP server that analyzes images using OpenRouter's Gemini Flash model, suppo…
C 65 33 63 N/A N/A 30 95
22355
intellectronica
skillz Claim
An MCP server for loading skills (shim for non-claude clients).
C 65 44 72 32 N/A 74 81
22356
Oxidane-bot
An MCP server for downloading academic papers from multiple sources using intel…
C 65 44 45 70 70 81
22357
pickpppcc
qBittorrent MCP Claim
A service that provides programmatic access to qBittorrent's WebUI API, enablin…
C 65 44 78 58 32 81
22358
tobiasGuta
shodan-mcp Claim
Passive reconnaissance MCP server powered by Shodan, enabling host lookups, sea…
C 65 33 66 N/A N/A 25 95
22359
custardcream98
Extracts YouTube video metadata, titles, and descriptions along with transcript…
C 65 43 60 63 N/A 41 92
22360
iseppo
Estonian e-arveldaja (RIK e-Financials) accounting — invoices, bank import, rep…
C 65 44 72 48 N/A 54 82
22361
ZLeventer
Marketo Claim 1
MCP server for Marketo — 32 tools for leads, programs, emails, forms, lists, an…
C 65 33 57 N/A N/A 54 83
22362
njayp
ophis Claim
Transform any Cobra CLI into an MCP server
C 65 43 68 27 N/A 83 87
22363
aprilelevengo
swotpal-mcp-server Claim 1
MCP Server for SWOTPal — SWOT analysis tools for AI agents (Claude, Cursor, Win…
C 65 33 57 N/A N/A 55 83
22364
tomatitito
Generates narrated video walkthroughs of git commits, staged/unstaged changes, …
C 65 43 78 41 N/A 36 95
22365
Techiral
OmniMind Claim
OmniMind: An open-source Python library for effortless MCP (Model Context Proto…
C 65 43 60 42 N/A 69 90
22366
lucas-flatwhite
Things App MCP Claim 1
An MCP server for Things 3 on macOS that enables AI assistants to create, read,…
C 65 43 57 71 N/A 35 90
22367
danieldunderfelt
Provides emotional support and mental health tools for AI agents, including cri…
C 65 44 86 56 19 81
22368
CoderDayton
Semantic Cache MCP Claim
Reduces token consumption by over 80% through intelligent file caching, returni…
C 65 43 60 32 N/A 84 89
22369
nguyenvanduocit
Some useful tools for developer, almost everything an engineer need: confluence…
C 65 33 58 N/A N/A 38 95
22370
quarkiverse
Connect to any JDBC-compatible database and query, insert, update, delete, and …
C 65 33 44 N/A N/A 61 95
22371
m2ai-archive
ComfyUI MCP Server Claim
Enables Claude to generate images through a local ComfyUI instance using Stable…
C 65 33 66 N/A N/A 25 95
22372
llnl
ParaView-MCP Claim
Integrates multimodal large language models with ParaView to enable the creatio…
C 65 43 82 30 N/A 48 90
22373
yfmeii
Enables AI assistants to automate WeChat Developer Tools for mini programs, all…
C 65 43 54 62 N/A 55 89
22374
theYahia
travelpayouts-mcp Claim 1
MCP server for Travelpayouts API -- flight search, popular routes, price calend…
C 65 33 55 N/A N/A 58 83
22375
Galadriel-Tech-Solutions
CloudPulse MCP Server Claim 2
Cross-cloud observability for AI agents. Discover resources, correlate logs, an…
C 65 33 76 53 60
22376
qxchuckle
qcqx-project-manage MCP Server — 将项目管理能力暴露给 AI Agent(Cursor、Claude Desktop 等)
C 65 33 50 N/A N/A 52 95
22377
LinuxDevil
Create-MCP Claim
A modern CLI tool for generating production-ready Model Context Protocol (MCP) …
C 65 43 60 45 N/A 65 92
22378
glonorce
YouTube MCP Claim
Provides production-grade tools for YouTube channel resolution, video metadata …
C 65 44 64 47 67 84
22379
kznr02
OpenTester Claim
OpenTester is a testing execution engine designed for AI coding tools (Claude C…
C 65 44 56 58 68 80
22380
examplary-ai
Provides AI assistants with access to Examplary's exam management platform, ena…
C 65 44 56 62 61 82
22381
Stoops0311
Automate and accelerate Indian legal research with intelligent tools that searc…
C 65 43 60 70 N/A 30 92
22382
googleworkspace
dev-assist Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
C 65 43 58 50 N/A 65 89
22383
scmcphub
Scanpy-MCP Claim
Provides a natural language interface for scRNA-Seq analysis using the Scanpy l…
C 65 44 56 68 55 80
22384
samuelgursky
MCP server integration for DaVinci Resolve providing powerful tools for video e…
C 65 43 80 31 N/A 55 87
22385
yokan-board
Yokan Board MCP Claim
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
C 65 44 56 73 48 81
22386
loglmhq
A server that allows AI assistants to browse and read files from specified GitH…
C 65 44 68 68 35 81
22387
vectra-ai-research
Connects AI assistants to the Vectra AI security platform to enable intelligent…
C 65 44 56 67 48 86
22388
kw510
strava-mcp Claim 1
An MCP server for Strava, an app for tracking physical exercise
C 65 44 67 63 49 78
22389
interzoid
MCP server exposing 29 AI-powered Interzoid data quality APIs — company/name/ad…
C 65 44 84 37 46 82
22390
pdogra1299
Bitbucket MCP Server Claim 1
An MCP server that enables interaction with Bitbucket repositories through the …
C 65 44 77 43 54 81
22391
mckinsey
vizro-mcp Claim
Tools and templates to create validated and maintainable data charts and dashbo…
C 65 43 60 30 N/A 79 96
22392
sdiehl
sympy-mcp Claim 1
A MCP server for symbolic manipulation of mathematical expressions
C 65 44 57 58 N/A 66 81
22393
daviddraiumbrella
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
C 65 44 96 40 27 81
22394
back1ply
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 65 33 50 N/A N/A 51 95
22395
praveenc
kiro-powers Claim
Repository of custom kiro powers. https://kiro.dev/docs/powers/
C 65 33 54 N/A N/A 43 95
22396
peakflames
MCP Server for Polarion
C 65 43 71 28 N/A 65 95
22397
gitkraken
gk-cli Claim
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab,…
C 65 33 50 N/A N/A 49 95
22398
granular-software
mcpresso Claim
TypeScript framework to build robust, agent-ready MCP servers around your APIs.
C 65 43 84 30 N/A 39 95
22399
Kvadratni
Speech MCP Claim
A Goose MCP extension providing voice interaction with modern audio visualizati…
C 65 43 90 0 N/A 72 95
22400
BjornMelin
A comprehensive unified knowledge management system integrating multiple data s…
C 65 33 58 N/A N/A 37 95
Showing 22351–22400 of 59993 servers
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