MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 6 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9051
RuumaLilja
Aggregates technical articles from multiple sources (Qiita, Dev.to, NewsAPI, Ha…
C 68 55 72 67 24 81 83
9052
psaboia
A TypeScript-based MCP server designed for experimentation and integration with…
C 68 55 86 82 N/A 25 95 33
9053
QianYin-Zhou
trae-swagger-mcp Claim
Enables Trae IDE to parse and query Swagger/Knife4j API documentation by conver…
C 68 54 78 72 N/A 32 82 61
9054
FreeRiverHouse
AbletonMCP Claim
Connects Ableton Live to Claude AI via the Model Context Protocol for prompt-as…
C 68 54 66 35 N/A 48 90 100
9055
404-error-notfound
MySQL MCP Server Claim
Enables comprehensive MySQL database operations including cross-database querie…
C 68 55 90 48 26 81 84
9056
tatn
This server provides a tool to generate unified diffs between two text strings,…
C 68 55 78 83 38 81 47
9057
Apofenic
Global MCP Server Claim
A modular MCP server that extends GitHub Copilot's capabilities through intelli…
C 68 55 86 56 18 77 86
9058
Xiyueyy
ssh-mcp-server Claim 1
An MCP server that enables remote SSH command execution and bidirectional file …
C 68 55 51 68 45 76 100
9059
sanatava
Enables interaction with the RCSB Protein Data Bank to search, analyze, and vis…
C 68 55 100 33 22 77 93
9060
shaunie2fly
Enables AI assistants to perform comprehensive code reviews of local uncommitte…
C 68 55 76 87 N/A 26 95 40
9061
StuMason
Enables interaction with Coolify applications and resources through the Coolify…
C 68 55 50 82 31 81 90
9062
Sunwood-ai-labs
Ideogram MCP Server Claim 2
A Model Context Protocol server that provides image generation capabilities usi…
C 68 55 57 66 48 80 88
9063
Olson3R
Confluence MCP Server Claim 2
A Model Context Protocol server that provides secure access to Atlassian Conflu…
C 68 55 75 57 23 80 95
9064
surferdot
MCP SVG Converter Claim 1
A Model Context Protocol server that provides tools for converting SVG code to …
C 68 54 39 65 N/A 52 90 100
9065
craigashields
Enables AI assistants to interact with Basecamp projects through natural langua…
C 68 55 66 51 49 81 93
9066
anoopt
Provides real-time access to Transport for London data, enabling users to check…
C 68 55 84 91 28 81 36
9067
egyleader
Dart MCP Server Claim 1
Bridge the gap between AI coding assistants and Dart/Flutter development workfl…
C 68 55 66 82 N/A 53 95 33
9068
ggiraudon
Email MCP Server Claim
Enables interaction with email servers through IMAP protocol for managing email…
C 68 55 80 52 21 81 92
9069
NSO-developer
Exposes Cisco Network Services Orchestrator (NSO) operations and data as MCP to…
C 68 55 66 41 49 82 100
9070
IskanderAl
Connects Claude to GitHub Pull Requests to fetch and filter code diffs for AI-a…
C 68 54 64 41 N/A 45 92 95
9071
demomagic
LI.FI MCP Server Claim
Enables AI assistants to interact with LI.FI's cross-chain infrastructure, prov…
C 68 55 66 67 21 81 96
9072
izzzzzi
codewiki-mcp Claim 1
MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and…
C 68 55 49 82 78 95 37
9073
mikah13
mcp-clickup Claim 2
MCP Server for the ClickUp API,
C 68 55 51 65 60 78 88
9074
ebhattad
nfl-mcp Claim 2
An MCP server that provides access to over 12 years of NFL play-by-play data th…
C 68 54 63 30 N/A 65 92 94
9075
MikeyBeez
MCP Reminders Claim
A simple system that allows Claude to leave and manage notes for itself across …
C 68 55 84 75 N/A 26 95 41
9076
logos-42
Enables blockchain payment operations across multiple networks including Base, …
C 68 55 84 91 44 81 21
9077
asattelmaier
GNOME UI MCP Claim
GNOME Wayland desktop automation via AT-SPI discovery and Mutter input.
C 68 54 78 22 N/A 65 90 89
9078
fireproof-storage
Fireproof ledger database with multi-user sync
C 68 55 80 50 25 80 96
9079
tingyiy
An open-source Model Context Protocol (MCP) server for Atlassian Jira and Confl…
C 68 55 70 33 60 81 97
9080
HeTalksInMaths
ToGMAL MCP Server Claim
Provides real-time, privacy-preserving analysis of LLM interactions to detect p…
C 68 54 96 33 N/A 22 95 80
9081
arthurcolle
Substack MCP Server Claim 1
Enables AI tools to programmatically manage Substack content, including creatin…
C 68 55 90 74 N/A 24 90 39
9082
appdevlpr
Enables Large Language Models to connect to various real-world applications thr…
C 68 55 94 31 24 81 98
9083
cdmx-in
goodday-mcp Claim
Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to se…
C 68 55 72 43 49 77 99
9084
benpeke
Provides tools to create, update, delete, and search catalog items through the …
C 68 55 72 68 22 78 90
9085
LunarPerovskite
docalyze Claim 1
Read and analyze local documents (PDF, Excel, CSV, Word, PowerPoint, images). N…
C 68 54 72 38 N/A 48 90 88
9086
betmoar
Enterprise-grade code intelligence platform providing AI-powered code analysis,…
C 68 55 94 28 28 81 96
9087
preshlele
Enables automated customer reminder management by connecting to Google Sheets t…
C 68 55 78 51 20 81 100
9088
GoCoder7
Coolify MCP Server Claim 1
Enables AI assistants to interact with Coolify self-hosted instances for applic…
C 68 55 84 95 20 81 40
9089
lolbyte-code
Enables interaction with League of Legends game data through the Riot Games API…
C 68 55 72 100 23 81 45
9090
agenthotspot
Enables AI agents to search and discover over 6,000 curated MCP connectors from…
C 68 55 64 43 54 82 98
9091
cuongdev
A Model Context Protocol server that integrates with AWS CodePipeline, allowing…
C 68 55 85 58 25 82 75
9092
PaulCailly
A minimal MCP server demonstrating how to build ChatGPT-compatible applications…
C 68 55 66 67 27 82 91
9093
iankan04
Enables Claude to control Spotify features including playback control, playlist…
C 68 55 60 68 24 81 99
9094
jafforgehq
SEO Analytics MCP Claim 3
An MCP server that integrates Google Search Console and Google Analytics 4 to p…
C 68 55 45 82 N/A 29 92 85
9095
PatrikFehrenbach
h1-brain Claim
MCP server that connects AI assistants to HackerOne for bug bounty hunting
C 68 54 70 35 N/A 47 90 95
9096
jwaresolutions
Polygon MCP Server Claim 1
A Model Context Protocol server that enables users to interact with Polygon.io …
C 68 55 63 66 22 81 99
9097
davidkingzyb
SCAST MCP Server Claim 1
Converts code into UML diagrams and flowcharts through static analysis, enablin…
C 68 55 72 58 49 71 86
9098
obrien-matthew
Tarkov MCP Server Claim
Provides comprehensive access to Escape from Tarkov game data, including item s…
C 68 55 84 27 42 83 97
9099
402-md
@402md/mcp Claim 1
An MCP server that transforms SKILL.md files into executable tools for AI agent…
C 68 55 63 61 35 82 93
9100
kroq86
Provides an MCP-native operational interface for diagnostics, explainability, r…
C 68 54 72 31 59 90 88
Showing 9051–9100 of 47923 servers
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