MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11451
luuisotorres
mcp-ai-agent Claim
AI Agent built with Google ADK that leverages Google Maps MCP Server to answer …
C 63 54 66 32 N/A 48 95 71
11452
linxule
Lotus Wisdom Claim 1
Contemplative reasoning with Lotus Sutra wisdom framework and ext-apps visualiz…
C 63 66 81 68 0 65 82 86
11453
keepview
A Model Context Protocol server that enables real-time communication using Serv…
C 63 54 45 63 N/A 21 95 82
11454
abekek
A Python-based Model Context Protocol server that provides AI assistants with a…
C 63 55 60 35 45 80 98
11455
kakao-yanoo-kim
A tool that lets users access Prometheus metrics data through a Model Context P…
C 63 55 72 43 18 82 91
11456
jake-ccnh
Integrates the Planning Center Online API with an MCP server to enable natural …
C 63 55 62 30 40 81 100
11457
walkingzzzy
Office MCP Server Claim
AI-powered Office automation server that enables creating, editing, and process…
C 63 55 78 30 40 81 78
11458
professordnyc
Integrates Square sandbox catalog and orders management with voice commands (vi…
C 63 54 60 28 N/A 41 95 91
11459
thelabvenice
memdata Claim
Persistent memory for AI agents. Store context, retrieve it semantically.
C 63 64 72 72 0 52 83 100
11460
KrishnaPramodParupudi
kaggle Claim
This Kaggle MCP Server makes Kaggle more accessible by letting you browse compe…
C 63 54 56 30 N/A 37 90 100
11461
Unlock-MCP
Provides direct access to local documentation files through simple search and o…
C 63 54 66 22 N/A 34 95 93
11462
ChinYoong
Veracode MCP Claim
Enables interaction with the Veracode platform to perform security tasks like r…
C 63 54 60 41 N/A 25 90 94
11463
askbudi
roundtable Claim
Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code,…
C 63 55 72 31 32 80 95
11464
cohnen
mcp-google-ads Claim
An MCP tool that connects Google Ads with Claude AI/Cursor and others, allowing…
C 63 64 76 66 0 50 90 95
11465
ilyoungkim
A minimal FastAPI implementation that mimics Model Context Protocol functionali…
C 63 55 60 58 18 81 88
11466
puran-water
An intelligent MCP server for the automated design and sizing of aerobic biolog…
C 63 55 84 26 30 81 85
11467
patw
Enables querying and analyzing the MongoDB sample_mflix movie dataset through n…
C 63 55 70 38 36 81 87
11468
cnych
Backlinks MCP Claim 1
A MCP server for retrieving backlink information for any domain(SEO).
C 63 55 57 37 47 80 97
11469
dabblefish-solutions
Enables the analysis of DBT manifests with automatic schema version detection a…
C 63 55 68 30 36 82 95
11470
rftsngl
Provides job search functionality using Careerjet API with features for keyword…
C 63 55 60 58 16 81 92
11471
CollinDex
Block MCP Server Claim
Enables AI agents to interact with multiple blockchain networks to check wallet…
C 63 55 60 47 29 77 99
11472
antunesgabriel
Logaflow Claim
Enhance your applications with real-time logging and monitoring capabilities. S…
C 63 54 44 70 N/A 15 95 84
11473
jefferythewind
Provides GPU-accelerated gradient boosting model training and inference through…
C 63 66 94 67 0 32 81 96
11474
moohoorama
A tool that enables access to Prometheus metrics data through a Model Context P…
C 63 55 72 41 18 80 93
11475
djbriane
Plex MCP Server Claim
A Python-based MCP server that integrates with Plex Media Server API to search …
C 63 55 60 43 26 81 98
11476
springwq
An implementation that enables AI models to access and analyze Kayzen advertisi…
C 63 55 54 61 22 81 92
11477
sin4ch
Enables currency conversion between 161+ currencies using real-time exchange ra…
C 63 55 66 43 25 81 93
11478
Exspiravit
Weather MCP Claim
Enables users to get real-time weather information for any city in the world. P…
C 63 55 62 50 42 81 78
11479
xiaoshi7915
Enables intelligent form data collection for mediation/dispute resolution servi…
C 63 55 86 32 16 76 91
11480
b48f8f5xg2-blip
Enables secure execution of shell commands through a dynamic approval system th…
C 63 54 62 27 N/A 39 95 93
11481
ahmad2x4
Seq MCP Server Claim
The Seq MCP Server enables interaction with Seq's API endpoints for logging and…
C 63 55 66 82 48 81 27
11482
trtyr
MCP-Gateway Claim
MCP-Gateway
C 63 55 60 31 47 81 97
11483
moveleq67
Enables deployment of Model Context Protocol servers on Cloudflare Workers with…
C 63 55 48 70 29 83 80
11484
pipeworx-io
jokes Claim
Jokes MCP — wraps JokeAPI v2 (free, no auth)
C 63 55 90 0 47 81 97
11485
mdg10215-svg
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
C 63 54 66 75 N/A 35 92 35
11486
weibaohui
kom Claim 1
Provides MCP multi-cluster Kubernetes management and operations. It can be inte…
C 63 55 66 37 87 81 50
11487
crtdaniele
A Claude Desktop MCP server that extracts and summarizes Medium articles from s…
C 63 54 66 20 N/A 36 95 94
11488
ReplenishRadar
MCP Claim 2
Multi-channel inventory intelligence for Shopify and Amazon sellers. 28 tools f…
C 63 66 94 65 0 49 82 84
11489
mcollina
PermShell MCP Claim 1
A Model Context Protocol server that allows LLMs to execute shell commands with…
C 63 55 39 100 N/A 34 95 39
11490
VibeCodingInc
vibe-mcp Claim
Social layer for Claude Code - DMs, presence, discovery, and games between AI-a…
C 63 64 100 35 0 75 95 80
11491
masna-ai
A server that enables AI models to interact with Confluence Data Center through…
C 63 55 72 41 23 76 93
11492
cmc12138
Analyzes frontend project code (React, Vue, Angular) and converts it into AI-un…
C 63 54 78 31 N/A 32 95 71
11493
OctagonAI
Octagon VC Agents Claim 1
An MCP server that runs AI-driven venture capitalist agents whose thinking is c…
C 63 55 49 62 46 81 76
11494
ljs11111
Enables large language models to access user geolocation information through Ed…
C 63 55 66 27 39 82 98
11495
amanasmuei
An MCP server that provides access to Malaysia prayer time data through Claude …
C 63 64 81 65 0 43 92 95
11496
Nur1sat
Provides tools for managing a product catalog, including functions to list, add…
C 63 55 54 55 22 80 99
11497
vinaykp
A server implementation of the Model Context Protocol (MCP) that provides REST …
C 63 54 54 37 N/A 23 95 100
11498
sourcefuse
A Model Context Protocol server that enables generating and managing Robot Fram…
C 63 55 45 82 N/A 45 95 44
11499
QoutaID
QoutaMCP Claim
Enables inspection and analysis of project structures to detect languages, fram…
C 63 64 90 61 0 29 95 93
11500
desvert
otparse-mcp Claim
A containerized MCP server for parsing OT/ICS packet captures, specifically sup…
C 63 55 60 32 54 83 91
Showing 11451–11500 of 30006 servers
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