MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29805
Scored
2112
Verified
16953
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
11401
PhillipRt
Official implementation of Anthropic's 'think' tool that provides Claude with a…
C 63 55 54 50 25 84 95
11402
Karen-Proyect-IA
A template for deploying an unauthenticated MCP server on Cloudflare Workers. E…
C 63 55 48 70 27 84 77
11403
zpg6
A serverless solution for deploying Model Context Protocol (MCP) servers on Clo…
C 63 55 48 67 26 84 86
11404
StacklokLabs
mkp Claim 1
MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-pow…
C 63 55 78 36 81 82 40
11405
ruan11223344
McpDocServer Claim 1
A documentation server based on MCP protocol designed for various development f…
C 63 55 56 61 44 80 68
11406
syedazharmbnr1
A Model Context Protocol tool that enables Claude to interact with Microsoft Ou…
C 63 54 78 33 N/A 19 87 88
11407
MCNeteaseDevs
Enables document retrieval, code generation, and code review for Minecraft Chin…
C 63 55 72 23 47 81 93
11408
karimQuant
ibapi-mcp-server Claim
This project creates a middleware server that connects to Interactive Brokers G…
C 63 54 66 31 N/A 25 90 99
11409
CDataSoftware
Enable AI agents to query and manage cloud-connected data sources using SQL, me…
C 63 64 88 70 0 38 85 94
11410
jessieorg
YYSK MCP Server Claim
An enterprise internal knowledge base assistant that enables AI models to retri…
C 63 55 72 40 29 78 88
11411
monad-vibe
Monad MCP Server Claim 1
A Model Context Protocol server that enables AI models to interact with the Mon…
C 63 55 39 56 42 81 98
11412
jeweis
Enables saving articles to WeChat Official Account drafts with support for rich…
C 63 55 54 68 23 81 82
11413
jot-s-bindra
Enables deployment of Model Context Protocol servers on Cloudflare Workers with…
C 63 55 48 70 26 84 83
11414
DIodide
A basic Model Context Protocol server template ready for Dedalus deployment, de…
C 63 64 86 62 0 25 95 100
11415
fitguypk
A template for deploying an unauthenticated Model Context Protocol server on Cl…
C 63 55 48 70 24 84 84
11416
ljs11111
Enables large language models to access user geolocation information through Ed…
C 63 55 66 27 39 82 98
11417
suhasvemuri
obsidian-self-mcp Claim 1
An MCP server providing direct programmatic access to Obsidian vaults through C…
C 63 55 53 38 45 81 99
11418
HawkEyeTheRapper
A deployable Model Context Protocol server on Cloudflare Workers that operates …
C 63 55 48 68 26 84 81
11419
structured-world
GitLab MCP server with 44 tools for projects, MRs, pipelines, and more
C 63 64 92 42 0 87 83 86
11420
aleostudio
A lightweight MCP server providing utility tools for math, text processing, dat…
C 63 55 62 42 27 82 97
11421
W87878
An AI-powered meeting assistant that combines FastAPI backend with React fronte…
C 63 55 60 53 18 81 92
11422
SecretiveShell
MCP-toolhouse Claim 2
MCP server for toolhouse.ai. This does not rely on an external llm unlike the o…
C 63 55 73 32 37 81 89
11423
kinglionsz
A server that enables AI models to access user geolocation information via Edge…
C 63 55 66 28 41 81 100
11424
mistral-mcp-hackathon
Team MCP Server Claim
Provides team information retrieval capabilities through HTTP streaming transpo…
C 63 55 62 31 45 81 95
11425
weibaohui
kom Claim 1
Provides MCP multi-cluster Kubernetes management and operations. It can be inte…
C 63 55 66 37 87 81 50
11426
AgentBase1
mcp-server Claim
AgentBase: open registry of agent instruction files for AI agents. Search and r…
C 63 64 94 60 0 27 95 95
11427
R-lz
MCP Video Digest Claim
A service that extracts and transcribes audio content from videos across 1000+ …
C 63 55 60 42 40 81 89
11428
CryptoCultCurt
Provide seamless access to Appfolio Property Manager Reporting API through a st…
C 63 66 94 70 0 48 78 84
11429
AceDataCloud
mcp-serp Claim 1
MCP server for Google search results via SERP API
C 63 55 73 0 72 80 100
11430
hackle-io
hackle-mcp Claim 1
A Model Context Protocol server for Hackle API providing tools and resources fo…
C 63 55 59 82 41 86 38
11431
nikhil-ganage
A Model Context Protocol server that wraps Apache Airflow's REST API with Beare…
C 63 54 69 30 N/A 26 95 87
11432
xuhongxin
Excel MCP Server Claim
Enables AI assistants to read, write, and manipulate Excel files through compre…
C 63 54 48 38 N/A 44 95 92
11433
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
11434
qy527145
Acemcp Claim
Enables semantic code search across codebases with automatic incremental indexi…
C 63 66 86 63 0 55 81 91
11435
Attilio81
mcp-agno Claim
Provides AI assistants with real-time access to the AGNO framework documentatio…
C 63 55 70 31 27 83 100
11436
springwq
An implementation that enables AI models to access and analyze Kayzen advertisi…
C 63 55 54 61 22 81 92
11437
moveleq67
Enables deployment of Model Context Protocol servers on Cloudflare Workers with…
C 63 55 48 70 29 83 80
11438
monuit
Enables AI assistants to access Oura Ring health data including sleep, readines…
C 63 66 84 68 0 45 82 100
11439
nguyendinhsinh361
FastAPI-MCP Claim
A zero-configuration tool that automatically converts FastAPI endpoints into Mo…
C 63 55 84 50 60 81 32
11440
zilliztech
mcp-server-milvus Claim 1
MCP Server for Milvus / Zilliz, making it possible to interact with your databa…
C 63 55 59 35 54 80 88
11441
michaelahern
Airthings Consumer MCP Server
C 63 55 76 27 73 81 60
11442
Rohit-Seelam
Integrates Perplexity AI's search-enhanced language models with Claude Desktop,…
C 63 54 72 27 N/A 20 95 91
11443
nikhilgy
A secure, local-first MCP server that enables users to query QuickBooks data su…
C 63 54 88 38 N/A 22 80 71
11444
ttjslbz001
AKShare MCP Server Claim 2
A Model Context Protocol server that enables Claude Desktop to access and analy…
C 63 55 63 55 23 81 83
11445
goperigon
Perigon MCP Server Claim
Enables access to comprehensive news data through the Perigon API, including se…
C 63 66 84 71 0 48 81 92
11446
wb200
Memory-MCP Claim
Provides persistent memory for AI agents using hybrid search (vector embeddings…
C 63 55 60 40 48 81 88
11447
linxule
lotus-wisdom-mcp Claim 1
Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-p…
C 63 66 81 68 0 65 82 86
11448
crtdaniele
A Claude Desktop MCP server that extracts and summarizes Medium articles from s…
C 63 54 66 20 N/A 36 95 94
11449
Shaoqigit
pyNastran MCP Server Claim 2
An MCP server that enables AI agents to interact with Nastran FEA models by rea…
C 63 54 53 31 N/A 49 92 91
11450
chansearrington
Enables AI assistants to manage OneSignal push notifications, email, SMS, and u…
C 63 55 74 37 26 81 91
Showing 11401–11450 of 57357 servers
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