MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31834
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21951
wolfdancer
Enables AI assistants to interact with Rockfish's machine learning platform thr…
C 67 44 84 60 28 81
21952
machaojin1917939763
mcp-ui Claim
基于MCP(Model Context Protocol)的智能聊天应用,支持Web和桌面环境。集成OpenAI/Anthropic API,提供MCP服务器…
C 67 43 84 33 N/A 53 90 VU
21953
nakad-pixel
Provides secure, controlled access to GitHub operations through the Model Conte…
C 67 44 78 66 30 82
21954
thought2code
Annotation-driven MCP dev 🚀 No Spring, Zero Boilerplate, Pure Java
C 67 33 48 N/A N/A 63 95
21955 C 67 33 60 N/A N/A 42 95
21956
retospect
acatome-quest-mcp Claim 1
An MCP server that resolves paper requests (DOI, arXiv, etc.), checks a local s…
C 67 33 57 N/A N/A 46 95
21957
cfdude
Provides 84 specialized tools for comprehensive Google Workspace automation inc…
C 67 44 78 62 37 80
21958
xemantic
Adapting xemantic-ai-tool-schema to Model Context Protocol kotlin-sdk Tool input
C 67 33 54 N/A N/A 52 95
21959
AlanTseng1018
Exposes semiconductor wafer analysis tools including wafer maps, P-charts, and …
C 67 33 60 N/A N/A 43 95
21960
willibrandon
pixel-mcp Claim 1
MCP server for creating pixel art with Aseprite through AI assistants. Supports…
C 67 43 75 23 N/A 77 95
21961
sunjoonkim
openslide-python Claim
C 67 33 56 N/A N/A 50 95
21962
WhiteNightShadow
camoufox-reverse-mcp Claim 1
An anti-detection browser MCP server designed for JavaScript reverse engineerin…
C 67 33 54 N/A N/A 53 95
21963
theYahia
MCP server for UniSender API that enables managing email marketing lists, conta…
C 67 33 57 62 83
21964
LoamStudios
A GitHub MCP Server extension for Zed
C 67 43 42 68 N/A 72 95
21965
Seey215
MCP server for advanced web search using Tavily API.
C 67 43 69 62 N/A 50 83
21966
karkir0003
MyPlayground Claim
Provides demo tools for addition, mock weather data, and username generation.
C 67 33 56 N/A N/A 48 95
21967
BlockchainRev
Apollo MCP Server Claim 1
Enables sales intelligence and outreach automation through Apollo.io's 275M+ co…
C 67 44 88 38 49 82
21968
evan043
Advanced Claude Code CLI toolkit - agents, hooks, skills, MCP servers, phased d…
C 67 43 72 23 N/A 84 92
21969
INGIPSA
Kitsu MCP Server Claim
Connects AI assistants to the Kitsu open-source production management platform …
C 67 44 76 61 43 80
21970
RaiAnsar
MCP Gateway Claim
Serves as a lazy-loading proxy for multiple MCP servers to prevent tool schema …
C 67 33 60 N/A N/A 43 95
21971
vascocardosondBIM
Node.js MCP server enabling AI assistants to interact with Autodesk Revit for m…
C 67 33 66 N/A N/A 32 95
21972
iwen-conf
Apifox MCP Server Claim
Enables LLMs to manage Apifox API projects, including listing, creating, updati…
C 67 43 84 38 47 90
21973 C 67 33 60 N/A N/A 42 95
21974
Embassy-of-the-Free-Mind
Search 15K rare pre-modern texts translated to English: philosophy, religion, s…
C 67 43 78 47 41 94
21975
PromptExecution
Expose curated Justfile recipes via MCP for safe deterministic automation.
C 67 43 48 58 N/A 82 90
21976
Jakedismo
A high-performance CLI tool that provides semantic code search, advanced archit…
C 67 44 64 70 51 81
21977
spkane
An MCP server that enables AI assistants to interact with FreeCAD for 3D modeli…
C 67 43 60 38 82 95
21978
benswork-space
canido-mcp Claim
Look up permits, licenses, and fees for food service businesses in Austin, SF, …
C 67 33 72 N/A N/A 37 83
21979
yongkangc
tempo-mcp-rs Claim
C 67 43 60 65 N/A 55 87
21980
supermodeltools
mcpbr Claim
Model Context Protocol Benchmark Runner
C 67 43 68 35 N/A 70 95
21981
samvallad33
vestige Claim
Local-first cognitive memory for AI agents. FSRS-6 scheduling, smart ingest, SQ…
C 67 43 60 35 N/A 87 92
21982
alexrwilliam
A minimal server that exposes Playwright browser automation capabilities throug…
C 67 43 80 45 N/A 35 95
21983
daedalus
mcp-zabbix Claim 1
MCP server for Zabbix API - exposes all Zabbix API functionality via MCP
C 67 33 45 N/A N/A 67 95
21984
PiwikPRO
Enables AI assistants to manage Piwik PRO Analytics resources including apps, t…
C 67 44 50 68 73 82
21985
verygoodplugins
mcp-automem Claim
AutoMem MCP provides persistent memory for AI assistants, enabling them to reca…
C 67 55 96 70 0 85 80
21986
nizovtsevnv
MCP server for Outline knowledge base implemented on Rust as one statically lin…
C 67 44 71 42 73 81
21987
agenticmail
mcp Claim
Real email and SMS for AI agents — send mail, receive verification codes, drive…
C 67 43 60 43 N/A 71 95
21988
shuymn
gh-mcp Claim
A GitHub CLI extension that seamlessly runs the github-mcp-server using your ex…
C 67 43 60 45 N/A 79 88
21989
onimsha
A production-ready Model Context Protocol server that enables AI assistants and…
C 67 44 60 75 46 82
21990
whypuss
social-mcp Claim
Lets you control Meta apps (Facebook, Instagram, Threads) using your Chrome log…
C 67 33 66 N/A N/A 30 95
21991
mikusnuz
meta-ads-mcp Claim 2
MCP server for Meta Marketing API v25.0 — 123 tools for Facebook & Instagram ad…
C 67 33 61 67 75
21992
mehmetbaykar
The fastest way to build MCP servers in Swift.
C 67 33 50 N/A N/A 60 95
21993
aahl
OKX MCP Server Claim 1
MCP Server for okx.com
C 67 43 59 60 N/A 66 84
21994
rust-mcp-stack
rust-mcp-sdk Claim
A high-performance, asynchronous toolkit for building MCP servers and clients i…
C 67 43 60 42 N/A 77 95
21995
nfemmanuel
iranti Claim
Persistent shared memory for AI coding agents. Stores facts as `entity/key/valu…
C 67 33 60 68 75
21996
bellx2
Repsona MCP Server Claim
Enables integration with Repsona project management platform, allowing users to…
C 67 44 72 62 47 80
21997
theYahia
tilda-mcp Claim 1
MCP server for Tilda API — projects, pages. 3 tools.
C 67 33 49 N/A N/A 58 95
21998
lattmamb
agent-zero Claim
C 67 33 68 N/A N/A 27 95
21999 C 67 33 62 N/A N/A 37 95
22000
sapph1re
MCP server that synthesizes user feedback from multiple sources into actionable…
C 67 33 72 47 75
Showing 21951–22000 of 66518 servers
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