MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

33641
Discovered
28634
Scored
2047
Verified
16957
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10401
avi892nash
PureScript MCP Server Claim 1
A Model Context Protocol server that provides PureScript development tools for …
C 65 54 63 33 N/A 52 90 90
10402
DavidSirota
rollin-mcp-server Claim
Wheelchair accessibility scores for 70,000+ US restaurants. Search, filter, and…
C 65 64 88 70 0 54 83 94
10403
EricGrill
Provides access to 7 free government and open data APIs including NOAA weather,…
C 65 55 80 40 32 82 84
10404
Kalyani-Bambal
EKS MCP Server Claim 1
A Model Context Protocol server that provides programmatic access to Amazon EKS…
C 65 55 57 47 34 83 100
10405
Aeolun
Repomix MCP Server Claim 2
An MCP server that packs repositories into AI-friendly files using the Repomix …
C 65 55 63 62 21 80 91
10406
SimonUTD
AI Cognitive Nexus Claim
Enables dynamic creation and orchestration of hierarchical AI agent teams with …
C 65 55 66 61 24 81 81
10407
rohitsingh-iitd
Zillow MCP Server Claim 1
A Model Context Protocol server that provides real-time access to Zillow real e…
C 65 55 63 46 34 81 96
10408
sjanaX01
weather-mcp-server Claim
weather-mcp-server
C 65 55 62 41 44 81 99
10409
tim-akkio
A general-purpose MCP server that provides utility tools for echo, date/time, a…
C 65 55 72 38 24 82 100
10410
mashhurs
A Model Context Protocol server that provides comprehensive tools for monitorin…
C 65 55 63 56 16 81 100
10411
qingyun-ag2
Giphy MCP Server Claim
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with…
C 65 54 60 50 N/A 21 95 90
10412
vishnujayvel
Enables AI assistants to manage Splitwise expenses with atomic duplicate preven…
C 65 66 100 71 0 46 81 86
10413
jezweb
Enables AI assistants to search, validate, and retrieve Australian postcode and…
C 65 55 78 35 22 84 98
10414
aldrin-labs
Metal MCP Server Claim 1
Enables interaction with the Metal Framework by providing documentation search …
C 65 55 78 53 13 80 89
10415
donovan-jasper
sl-mcp Claim 2
MCP server for Sapling (sl) version control
C 65 54 47 60 N/A 37 90 90
10416
putchom
v0 MCP Server Claim
Enables generating web application prototypes from natural language requirement…
C 65 55 84 66 21 81 54
10417
theYahia
superjob-mcp Claim 2
MCP server for SuperJob.ru API — vacancy search, employers. Requires API key.
C 65 44 45 N/A N/A 58 83 77
10418
GalvinGao
A Model Context Protocol server that enables users to manage translations for t…
C 65 55 63 48 43 80 91
10419
jigarbhoye04
MATLAB MCP Server Claim
Allows execution of MATLAB code from Python using the MATLAB Engine API, enabli…
C 65 54 66 31 N/A 43 95 88
10420
hwillGIT
OneNote MCP Server Claim 1
An MCP server that enables AI assistants to programmatically browse and interac…
C 65 55 75 38 21 81 100
10421
limehawk
Dokploy MCP Server Claim
Enables AI models to interact programmatically with Dokploy servers to manage p…
C 65 55 48 58 39 82 99
10422
Adarsh-Bhayani
MCP SQL Server Pro Claim
Provides direct SQL query access to Microsoft SQL Server databases with full CR…
C 65 55 72 58 21 74 91
10423
Diegoval-Dev
A minimal Model Context Protocol server that provides basic utility tools inclu…
C 65 54 74 36 N/A 16 95 93
10424
jiayao
mcp-chess Claim 1
A MCP server playing chess against LLMs.
C 65 54 53 38 N/A 42 92 99
10425
MaxiGarcia13
My First MCP Claim
A simple tutorial MCP server that provides a basic addition tool for adding two…
C 65 55 66 47 27 81 97
10426
BACH-AI-Tools
Provides access to the Invoices Generator API to create professional, customiza…
C 65 55 56 100 45 80 35
10427
AnGrY-Althaf
Provides access to over 40 industry-standard penetration testing tools, includi…
C 65 54 78 33 N/A 28 90 85
10428
onepunchtechnology
tinify-ai Claim 1
MCP server for Tinify image optimization — one tool, max optimization
C 65 64 69 71 0 65 95 98
10429
frontalinilucas
saij-mcp Claim 1
Connects AI clients to Argentina's official legal database (SAIJ) to search and…
C 65 55 66 35 48 83 93
10430
monteslu
vibe-eyes Claim
description: "An MCP server that enables LLMs to 'see' what's happening in br…
C 65 55 72 70 N/A 54 90 31
10431
Simon006
Enables AI models to interact with Confluence knowledge bases by searching, rea…
C 65 55 72 41 25 81 99
10432
dawnslab
jebmcp Claim
C 65 54 66 40 N/A 24 95 95
10433
browsercat
A Model Context Protocol server that provides browser automation capabilities u…
C 65 55 57 66 21 74 99
10434
Dakkshin
mcp-after-effects Claim 4
A Model Context Protocol (MCP) server for Adobe After Effects that enables AI a…
C 65 55 57 82 N/A 55 89 36
10435
mhalle
Datasette MCP Claim 1
A Model Context Protocol server that provides read-only access to Datasette ins…
C 65 55 65 51 24 82 94
10436
niahZheng
An MCP server that integrates Alibaba's DashScope platform, providing AI chat t…
C 65 55 57 71 33 76 82
10437
yjqian19
Enables extraction of EXIF metadata from JPG and PNG images using publicly acce…
C 65 55 60 61 26 81 90
10438
pinnaclesoft-ko
Provides access to Seoul public data including subway passenger statistics and …
C 65 55 78 66 38 78 54
10439
HgDeveloper13
Enables interaction with Google Sheets, Docs, and Drive to manage spreadsheets,…
C 65 55 68 38 40 80 99
10440
tigrisdata
Tigris MCP Server Claim
Tigris MCP Server
C 65 66 88 52 0 71 86 100
10441
VikashS
Enables AI assistants to save, retrieve, and manage research content using Chro…
C 65 55 60 32 63 81 95
10442
fengzhongsen
short-url Claim
简单易用的短链接生成工具,完全开源、免费、无需登录,可私有化部署,链接永久有效!
C 65 64 80 71 0 52 95 94
10443
RayaneChCh-dev
Enables intelligent academic paper discovery through ArXiv search and AI-powere…
C 65 55 76 53 21 81 80
10444
CarlosIbCu
Expose Polymarket's public Central Limit Order Book REST API as callable tools …
C 65 54 72 31 N/A 19 95 100
10445
zhenweiwang1990
Android Tester MCP Claim 1
An MCP server for automating virtual or physical Android devices using the Gbox…
C 65 55 51 66 26 80 95
10446
jlsookiki
secondhand-mcp Claim 1
MCP server for searching secondhand marketplaces — Facebook Marketplace, eBay, …
C 65 64 79 61 0 65 95 95
10447
grizzlypeaksoftware
Memory MCP Server Claim 1
A Model Context Protocol server that enables Claude to persistently store, sear…
C 65 55 39 100 N/A 19 95 60
10448
snippetWizard
Converts plain text scripts into structured storyboards with shot breakdowns us…
C 65 55 60 57 42 81 79
10449
edisoncruz
Provides structured access to actionable insights, frameworks, and leadership a…
C 65 54 70 22 N/A 45 92 95
10450
neatobandit0
Qt Pilot Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 54 53 33 N/A 57 90 97
Showing 10401–10450 of 33641 servers
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