MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 20 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10051
demomagic
Provides access to Dune Analytics blockchain data through specialized tools for…
C 66 55 60 66 23 81 89
10052
shreyaskarnik
Voice MCP Claim
Enables bidirectional voice interaction for Claude Code using local speech-to-t…
C 66 54 66 27 N/A 46 94 96
10053
saifeezibrahim
AWS MCP Server Claim
Enables AI assistants to execute AWS CLI commands and access AWS documentation,…
C 66 55 78 33 44 81 91
10054
gabguerin
Enables AI agents to interact with the Hooktheory API for chord progression gen…
C 66 55 68 41 47 80 90
10055
Tencent-RTC
The Tencent RTC MCP Server provides real-time communication capabilities such a…
C 66 55 60 100 22 81 54
10056
Abdullah007bajwa
Excalidraw MCP Server Claim 1
A Model Context Protocol server that enables LLMs to create, modify and manipul…
C 66 55 63 62 19 81 96
10057
zxw94FE
An AI server that provides intelligent prompt optimization capabilities, enhanc…
C 66 54 72 57 N/A 25 90 72
10058
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
10059
gong8
knownissue Claim
Shared debugging memory for AI coding agents
C 66 55 88 10 59 83 92
10060
Baronco
Converts SQL queries between different database dialects using the sqlglot libr…
C 66 55 60 60 25 82 98
10061
armonge
Wahoo MCP Server Claim 3
An MCP server for interacting with the Wahoo Cloud API to manage workouts, rout…
C 66 55 63 71 54 82 58
10062
lijianye521
Link MCP Claim
Enables intelligent web document scraping and conversation memory management fo…
C 66 55 72 83 28 81 52
10063
yasg1988
Dnevnik.ru MCP Server Claim 2
An MCP server that integrates with the Dnevnik.ru API to provide AI assistants …
C 66 55 69 62 39 80 73
10064
LuniaKunal
twitter-mcp Claim
All-in-one Twitter management solution providing timeline access, user tweet re…
C 66 54 66 43 N/A 24 95 92
10065
RadonX
MCP TriliumNext Claim 1
A Model Context Protocol server enabling AI assistants to interact with Trilium…
C 66 55 69 100 25 81 35
10066
Calvin-Francis
Memory MCP Claim 1
A Model Context Protocol server that provides AI assistants with persistent sem…
C 66 55 69 43 42 83 90
10067
dpshade
Provides access to WakaTime coding analytics data through MCP tools. Enables qu…
C 66 55 56 51 45 84 95
10068
Howe829
A server that enables web searches using different providers (currently Bing) a…
C 66 55 66 45 43 82 94
10069
pickstar-2002
MinIO Storage MCP Claim
Enables AI assistants to manage MinIO object storage through comprehensive buck…
C 66 55 72 100 40 81 21
10070
Wajahat-bitsol
Enable seamless integration of Jira issue tracking within your LLM applications…
C 66 54 64 48 N/A 28 87 99
10071
redhat-community-ai-tools
A simple MCP server that provides access to Jira issues from Cursor AI, allowin…
C 66 55 60 43 46 81 99
10072
isakskogstad
Kolada MCP Server Claim
Provides access to 5,000+ Key Performance Indicators across 264 operating areas…
C 66 66 88 72 0 64 81 94
10073
guilhermelirio
Brasil API MCP Claim 1
A Model Context Protocol server that connects AI assistants to Brazilian public…
C 66 55 45 60 44 83 100
10074
jmtanguy
Provides access to official French legal databases (Légifrance and JudiLibre) f…
C 66 55 66 46 46 81 88
10075
zjromani
Enables ChatGPT to access and analyze personal Garmin health data including dai…
C 66 55 78 41 24 81 97
10076
mayank-ketkar-sf
ML Jupyter MCP Claim
Execute Python code with persistent state across Claude conversations using a b…
C 66 54 78 28 N/A 21 95 100
10077
TheGrSun
Desmos MCP Server Claim
Enables mathematical formula visualization and analysis through interactive plo…
C 66 55 54 82 N/A 49 95 46
10078
jared-bloomer
A personal MCP server for AI assistant integration that provides custom tools, …
C 66 54 62 57 N/A 27 82 97
10079
aparajithn
Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly…
C 66 66 94 66 0 60 78 99
10080
sjhangiani12
Enables users to find the nearest Citi Bike stations with real-time availabilit…
C 66 55 70 58 26 81 88
10081
rcoldwell
Enables AI assistants to search and retrieve records from the Digital Guitar Ar…
C 66 55 60 56 27 83 96
10082
DOGGY-SAINT
Enables programmatic access to EndNote .enl libraries, allowing users to list, …
C 66 54 70 33 N/A 34 92 98
10083
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
10084
Sifu213
A server that retrieves NFT-related data on the Monad testnet, allowing users t…
C 66 54 54 66 N/A 27 90 87
10085
hightemp
A Go-based MCP server that provides comprehensive access to the Serper Google S…
C 66 55 70 45 37 81 92
10086
aadityasinghal7
A Model Context Protocol server that enables AI assistants to interact with Azu…
C 66 55 45 82 26 81 92
10087
PranavMishra28
Enables sending emails through Gmail using your Gmail credentials. Provides a s…
C 66 55 66 100 25 81 43
10088
FutureUnreal
mcp-pdf2md Claim
PDF to Markdown conversion tool
C 66 54 62 41 N/A 44 90 94
10089
phaserjs
Connects LLMs to Phaser Editor v5 to facilitate the management of game scenes, …
C 66 54 56 50 N/A 34 90 97
10090
tb8412
Deterministic pre-execution safety certification for autonomous AI agents. Eval…
C 66 54 66 38 N/A 32 94 93
10091
Mars23003
A streamlined MCP server designed for querying on-call runbooks through an opti…
C 66 55 72 53 24 80 93
10092
runekaagaard
An email assistant server that connects Claude Desktop to notmuch email databas…
C 66 54 72 28 N/A 41 87 100
10093
u14app
Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP…
C 66 64 82 65 0 80 95 84
10094
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
10095
Retio-ai
PageMap Claim
Structured web intelligence for AI agents. 5x fewer tokens than Playwright/Fire…
C 66 54 60 63 N/A 66 95 44
10096
suriya-ML
An MCP server for intelligent log analysis providing semantic search, error pat…
C 66 55 63 55 45 80 85
10097
robinbortlik
Easily understand your authorization by querying the OSO Cloud API using natura…
C 66 54 48 61 N/A 26 90 100
10098
refself
Provides comprehensive access to Yahoo Finance data, including historical stock…
C 66 55 60 57 26 80 100
10099
pranavms13
Web Search MCP Claim
Enables web searching through Google, DuckDuckGo, and Bing using a headless Chr…
C 66 54 64 33 N/A 44 95 93
10100
jlfwong
A Model Context Protocol server that enables Claude to search and access detail…
C 66 55 57 70 22 80 91
Showing 10051–10100 of 57580 servers
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