MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31817
Scored
2112
Verified
16953
Complete

Last updated 5 hours, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10051
mo666-med
Automatically analyzes and dispatches user tasks to appropriate handlers, suppo…
C 66 55 72 100 N/A 25 95 17
10052
alvii147
piston-mcp Claim
MCP server that lets LLMs execute code through the Piston remote code execution…
C 66 55 70 27 53 81 100
10053
BACH-AI-Tools
Enables users to access the Realty In Ca1 API to search for residential and com…
C 66 55 56 100 45 81 38
10054
i-richardwang
Vision MCP Claim
Enables image analysis and understanding using Vision Language Models through O…
C 66 55 66 46 45 81 91
10055
Traia-IO
Nager MCP Server Claim
Provides access to the Nager.Date Public Holiday API for querying global holida…
C 66 54 68 43 N/A 27 90 96
10056
jtucker
A Model Context Protocol server that allows Claude to query the Untappd beer da…
C 66 54 71 33 N/A 47 95 83
10057
howiehuang220-star
A self-hosted MCP server that enables AI assistants to deploy and manage static…
C 66 55 70 58 20 81 91
10058
delian-research
brain-mcp Claim 1
An MCP server for managing Obsidian-style note vaults, providing tools for full…
C 66 54 53 62 N/A 30 90 90
10059
Tencent-RTC
The Tencent RTC MCP Server provides real-time communication capabilities such a…
C 66 55 60 100 22 81 54
10060
code-massel
Integrates with the Nextcloud Cookbook app API to enable AI assistants to manag…
C 66 55 78 32 39 76 99
10061
jonmmease
jons-mcp-java Claim
Provides Java development capabilities through Eclipse JDT.LS, enabling symbol …
C 66 54 72 33 N/A 24 94 97
10062
security-use
Enables AI assistants to scan project dependencies and Infrastructure as Code f…
C 66 55 84 31 29 76 100
10063
jmtanguy
Provides access to official French legal databases (Légifrance and JudiLibre) f…
C 66 55 66 46 46 81 88
10064
K1ta141k
MCP Desktop Tools Claim 1
An MCP server that provides Claude with comprehensive desktop automation capabi…
C 66 55 45 100 N/A 27 95 52
10065
AlyssonM
HiveAuth MCP Server Claim 1
A Model Context Protocol (MCP) server that enables LLM applications to perform …
C 66 55 78 82 N/A 28 89 37
10066
mclenhard
mcp-evals Claim
A Node.js package and GitHub Action for evaluating MCP (Model Context Protocol)…
C 66 64 96 56 0 66 95 86
10067
bradleyfay
Automatically provides AI assistants with contextual, version-specific document…
C 66 55 36 65 56 81 97
10068
Three-Little-Birds
XFOIL MCP Server Claim
Enables aerodynamic analysis through XFOIL polar computations. Provides typed m…
C 66 55 48 70 N/A 49 95 67
10069
Mtar786
Example MCP Server Claim
A minimal Node.js Model Context Protocol server that exposes two simple tools (…
C 66 55 60 82 N/A 23 95 59
10070
koei-kaji
zk-mcp Claim 1
An MCP server that integrates the zk note-taking system with LLMs, enabling use…
C 66 54 45 62 N/A 45 90 88
10071
digithree
AutoMac MCP Claim
An experimental MCP server providing full control over the macOS user interface…
C 66 54 72 28 N/A 42 89 99
10072
MarcinDudekDev
CryptoSignals Claim
Real-time crypto volume anomaly detection across 50+ tokens for whale signals
C 66 54 60 30 N/A 46 95 99
10073
beanspapa
Enables LLMs to automate Google Blogger content management by providing tools f…
C 66 55 72 71 30 80 65
10074
proxy-intell
Enables searching and analyzing Facebook's public ads library for any brand, in…
C 66 55 57 53 N/A 49 82 91
10075
fancyboi999
A server that allows interfacing with the Chinese social media platform Xiaohon…
C 66 54 62 43 N/A 38 95 88
10076
Sunil-paudel
Provides weather forecasts and alerts for US locations using the National Weath…
C 66 55 70 100 24 81 36
10077
scarfunk
An unofficial MCP server that integrates with the Channel Talk Open API to allo…
C 66 55 56 67 31 80 88
10078
saxenanurag
Strava MCP Server Claim
Enables AI agents to interact with the Strava API to retrieve athlete statistic…
C 66 55 76 41 30 76 98
10079
aaronsb
Jira Cloud Claim 1
MCP server for Jira Cloud — manage issues, sprints, boards, filters, and custom…
C 66 54 85 20 N/A 55 83 84
10080
sascodiego
A comprehensive Model Context Protocol server that integrates Vibe Coding metho…
C 66 55 90 31 24 81 90
10081
alexesom
Enables AI agents to search the web, crawl websites, and perform intelligent RA…
C 66 55 88 27 42 81 84
10082
nextDriveIoE
A Model Context Protocol server that enables integration with GitHub Actions, a…
C 66 55 63 100 23 81 44
10083
PranavMishra28
Enables sending emails through Gmail using your Gmail credentials. Provides a s…
C 66 55 66 100 25 81 43
10084
Ranjith63812
Example MCP Server Claim
A Node.js and TypeScript implementation that provides system information and he…
C 66 54 78 33 N/A 24 90 96
10085
zach-snell
bbkt Claim
Bitbucket Cloud CLI and MCP server. Manages workspaces, repos, PRs, pipelines, …
C 66 55 72 63 73 76 46
10086
emilioejus
Windows-MCP Claim 1
An MCP server designed for managing files and folders specifically on the Windo…
C 66 54 49 56 N/A 53 90 83
10087
pinkpixel-dev
Search the web and extract clean, readable text from webpages. Process multiple…
C 66 66 88 65 0 70 80 95
10088
kychee-com
Run402 Claim 1
x402 pay-per-call infra for agents: $0.03 image generation, Postgres, auth, sto…
C 66 55 72 58 71 80 49
10089
zjromani
Enables ChatGPT to access and analyze personal Garmin health data including dai…
C 66 55 78 41 24 81 97
10090
BrowserMCP
Browser MCP Claim
Automate your browser with AI using a Chrome extension and MCP server, enabling…
C 66 54 68 26 N/A 45 95 96
10091
mrmike
MCP server for exploring AOSP internals and Jetpack libraries
C 66 54 66 33 N/A 48 92 92
10092
chuckmeyer
hello-mcp Claim
A minimal learning-focused MCP server that demonstrates core primitives like to…
C 66 55 60 52 35 82 96
10093
BACH-AI-Tools
NASA MCP Server Claim 1
Provides standardized access to 20+ NASA data sources including astronomy pictu…
C 66 55 62 83 55 81 40
10094
TheGrSun
Desmos MCP Server Claim
Enables mathematical formula visualization and analysis through interactive plo…
C 66 55 54 82 N/A 49 95 46
10095
xpn
Mythic MCP Claim
A demonstration server that allows large language models to perform penetration…
C 66 54 80 30 N/A 27 95 88
10096
apvlv
Allows AI assistants like Claude to directly interact with and control DaVinci …
C 66 54 72 31 N/A 49 77 100
10097
adamkwhite
An MCP server that provides searchable local storage for Claude conversation hi…
C 66 54 55 36 N/A 56 91 96
10098
khushiiagrawal
MCP Research Server Claim 1
A Model Context Protocol server that provides tools for searching arXiv papers …
C 66 55 73 55 24 81 85
10099
fakoli
MCP AI Bridge Claim 1
A secure Model Context Protocol server that enables Claude Code to connect with…
C 66 55 78 62 46 81 54
10100
kkjdaniel
BGG MCP provides access to the BoardGameGeek API through the Model Context Prot…
C 66 66 94 66 0 74 70 100
Showing 10051–10100 of 66484 servers
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