MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29604
Scored
2112
Verified
16952
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8601
bunasQ
Brainrot MCP Claim
Automatically plays Subway Surfers gameplay in the background during coding ses…
C 68 54 68 56 N/A 26 95 85
8602
Raydius
Integrates Google's Gemini AI models into Claude Code and other MCP clients to …
C 68 55 60 45 62 81 94
8603
atinux
A simple Nuxt application that serves as a Model Context Protocol server deploy…
C 68 55 66 52 30 84 100
8604
Y1L1N10
XMind Generator MCP Claim 1
An MCP server that enables users to generate structured XMind mind maps with hi…
C 68 54 51 62 N/A 58 89 83
8605
z23cc
Kagi MCP Server Claim 1
Enables integration with Kagi search engine services including web search, cont…
C 68 55 66 75 21 76 89
8606
MaheshDoiphode
An MCP server that provides access to project files and their contents, allowin…
C 68 54 63 55 N/A 36 87 93
8607
bowwowxx
Enables seamless integration between MCP-compatible clients (like LM Studio) an…
C 68 55 76 57 18 81 95
8608
GtOkAi
Enables persistent memory and semantic search for development workflows with hi…
C 68 55 88 41 39 82 81
8609
Ryan0204
github-repo-mcp Claim 1
GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore di…
C 68 55 66 66 51 80 72
8610
pHequals7
A Model Context Protocol server that wraps the Tracxn REST API, providing a sta…
C 68 55 77 100 22 81 37
8611
realwigu
mcp-doctor Claim
Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude C…
C 68 55 72 25 N/A 72 80 100
8612
mcieunic
Hybris MCP Server Claim 1
Enables AI assistants to interact with SAP Commerce Cloud (Hybris) instances to…
C 68 55 78 57 27 69 97
8613
NSO-developer
Exposes Cisco Network Services Orchestrator (NSO) operations and data as MCP to…
C 68 55 66 41 49 82 100
8614
drleadflow
GHL MCP Server Claim
Enables AI agents to programmatically manage GoHighLevel accounts through a Clo…
C 68 55 60 72 30 76 93
8615
blackgirlbytes
Enables AI assistants to interact with GitHub project boards as calendar events…
C 68 55 94 83 24 81 34
8616
isakskogstad
Kolada MCP Server Claim
Swedish municipality statistics from Kolada API. 6000+ KPIs for all 290 municip…
C 68 66 88 76 0 71 82 93
8617
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
8618
sam2332
Generates customizable placeholder images with configurable dimensions, colors,…
C 68 55 54 100 N/A 32 95 46
8619
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
8620
kevinbin
A Model Context Protocol server that enables AI models to interact with MySQL d…
C 68 55 69 61 23 80 95
8621
Lxy-hqu
Enables local analysis of scientific papers including PDF parsing, mathematical…
C 68 54 90 48 N/A 26 92 70
8622
b1997oct
Provides tools for managing todo lists, checking weather, and accessing user in…
C 68 55 78 41 35 80 100
8623
logos-42
Enables blockchain payment operations across multiple networks including Base, …
C 68 55 84 91 44 81 21
8624
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
8625
srewatkar
Weather MCP Claim
Provides current weather conditions, seven-day forecasts, and US weather alerts…
C 68 55 60 58 35 83 100
8626
xucodeboy
Provides comprehensive MySQL database operations including CRUD, performance op…
C 68 55 78 45 45 81 84
8627
mexyusef
ZMCP Claim
A high-performance desktop application that implements the Model Context Protoc…
C 68 55 86 72 40 81 48
8628
andr3medeiros
Enables comprehensive PDF operations including text/image manipulation, annotat…
C 68 55 66 82 N/A 47 95 38
8629
sachitrafa
Ebbinghaus-based persistent memory for Claude. Memories decay with time, streng…
C 68 54 78 53 N/A 30 80 92
8630
benpeke
Provides tools to create, update, delete, and search catalog items through the …
C 68 55 72 68 22 78 90
8631
anoopt
Provides real-time access to Transport for London data, enabling users to check…
C 68 55 84 91 28 81 36
8632
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
8633
StuMason
Enables interaction with Coolify applications and resources through the Coolify…
C 68 55 50 82 31 81 90
8634
Takashi-Matsumura
Enables AI assistants to interact with Implem.Pleasanter project management sys…
C 68 55 72 72 22 82 81
8635
memoryosscom
memoryOSS Claim
Persistent long-term memory for AI agents. Local proxy + MCP memory layer for C…
C 68 55 90 0 79 80 98
8636
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
8637
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
8638
archish9
GitHub MCP Server Claim 1
A Model Context Protocol server that provides Git version control operations as…
C 68 54 53 53 N/A 53 90 93
8639
a1athrop
YNAB MCP Server Claim
Enables users to manage budgets, accounts, categories, and transactions on You …
C 68 55 76 46 27 82 100
8640
HumanSignal
Create, manage, and automate Label Studio projects, tasks, and predictions for …
C 68 55 66 48 46 80 98
8641
OnePieceLwc
Mind Map MCP Claim
Automatically generates mind map images from text content using Coze API workfl…
C 68 55 86 66 23 81 68
8642
vandewilly
MCP Dice Roller Claim 1
An MCP server that provides tools for rolling dice using standard notation, fli…
C 68 54 54 37 58 94 100
8643
Wladastic
AutoProbeMCP Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
C 68 55 75 82 49 81 44
8644
gendosu
Notion MCP Server Claim
Enables AI agents to interact with Notion workspaces through the Notion API. Su…
C 68 55 92 65 46 81 41
8645
betmoar
Enterprise-grade code intelligence platform providing AI-powered code analysis,…
C 68 55 94 28 28 81 96
8646
Wolfe-Jam
rust-faf-mcp Claim
RMCP-powered FAF server. 8 tools. Rust-native. IANA-registered .faf format.
C 68 54 78 56 N/A 75 94 34
8647
overstarry
qweather-mcp Claim
a qweather mcp server
C 68 54 54 68 N/A 33 83 98
8648
paulbennet
AFK Mode Claim 1
An MCP server that bridges VS Code Copilot to your mobile device, allowing you …
C 68 54 45 70 N/A 32 95 96
8649
itsuzef
AbletonMCP Enhanced Claim 1
Connects Ableton Live to AI assistants through Model Context Protocol (MCP), en…
C 68 54 78 33 N/A 46 89 90
8650
stephenballot-ai
legacy-shield Claim 1
Zero-knowledge encrypted vault for AI agents. EU-hosted persistent storage.
C 68 54 66 72 N/A 35 81 80
Showing 8601–8650 of 47923 servers
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