MCP Server Quality Scores

Independent quality analysis of 66475 public MCP servers

66475
Discovered
31805
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7951
mfreeman451
JSON Logs MCP Server
C 69 55 86 87 34 81 37
7952 C 69 54 68 50 N/A 22 95 100
7953
coyaSONG
YouTube MCP Server Claim
A server that enables interaction with YouTube data through the Model Context P…
C 69 55 72 65 34 80 88
7954
tolutronics
Stem MCP Server Claim
Enables AI-powered audio processing including stem separation, vocal extraction…
C 69 54 84 43 N/A 22 95 91
7955
HarjjotSinghh
A Model Context Protocol server that provides read-only access to PostgreSQL da…
C 69 55 79 52 37 74 95
7956
openSVM
Provides access to Kalshi prediction market data with 23 tools for querying eve…
C 69 55 86 33 48 81 95
7957
Koneisto
mcp-weather Claim 1
An MCP server that aggregates data from six weather sources to provide current …
C 69 55 57 62 53 81 93
7958
robotmem
robotmem Claim
Robot Memory - Persistent memory system for AI robots. MCP Server + hybrid sear…
C 69 54 76 37 N/A 62 95 73
7959
butterlatte-zhang
Remote-control Unity Editor from any AI IDE via file-based IPC — 62 tools acros…
C 69 54 96 31 N/A 70 90 56
7960
mhe8mah
WebP Batch Converter Claim 1
An MCP server that enables batch conversion of images to WebP format with confi…
C 69 55 69 57 39 81 92
7961
BrowseAI-HQ
BrowserAI-Dev Claim
Evidence-backed web research for AI agents. Real-time search with cited claims,…
C 69 66 94 71 0 79 81 96
7962
mkafw
Enables AI assistants to help users manage their reading experience by searchin…
C 69 54 78 52 N/A 21 95 85
7963
MadhurToshniwal
Spotify MCP Server Claim 1
Integrates Spotify with Claude to enable voice-controlled music playback, playl…
C 69 55 72 62 21 80 98
7964
StarRocks
StarRocks MCP (Model Context Protocol) Server
C 69 55 74 33 N/A 67 80 96
7965
gakkiismywife
MCP MySQL Server Claim
Provides read-only access to MySQL databases, enabling schema inspection, table…
C 69 55 72 61 24 81 97
7966
aYon1997
Sends periodic system notifications to remind users to take breaks and move aro…
C 69 55 74 87 N/A 57 95 21
7967
rmavuluri
A simple MCP server implementation that demonstrates streaming capabilities wit…
C 69 54 54 68 N/A 22 95 96
7968
badbboy
Facilitates structured, progressive thinking through defined cognitive stages (…
C 69 55 60 61 47 82 94
7969
Shubby98
email-insights Claim 1
An MCP server that provides structured analytics for email data by extracting s…
C 69 54 65 56 N/A 25 95 94
7970
WhissleAI
Whissle MCP Server Claim
A Python-based server that provides access to Whissle API endpoints for speech-…
C 69 55 60 82 18 80 93
7971
tijs
MCP Sound Tool Claim
A Model Context Protocol implementation that plays sound effects (completion, e…
C 69 55 54 82 N/A 61 95 51
7972
aranjan
kite-mcp Claim 1
Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for hold…
C 69 55 90 10 N/A 71 81 99
7973
Meerkats-Ai
Icypeas MCP Server Claim 1
A Model Context Protocol server that integrates with the Icypeas API to help us…
C 69 55 63 70 22 80 99
7974
arjunkmrm
Basic MCP Server Claim
A minimal Model Context Protocol server template demonstrating tools, resources…
C 69 55 66 62 30 81 100
7975
koji117
Oura MCP Server Claim
Provides access to Oura Ring health data, including sleep, activity, readiness,…
C 69 54 68 68 N/A 35 89 77
7976
su-record
Hi-GCloud Claim
Enables interaction with Google Cloud Platform services through gcloud CLI, sup…
C 69 55 60 100 N/A 59 95 24
7977
xrusjohn
MCP RSS Server Claim 1
A Model Context Protocol server that allows interaction with RSS feeds, enablin…
C 69 55 69 58 48 82 86
7978
joehuangcoding
MCP Tools Claim
A local Model Context Protocol (MCP) server that exposes custom tools to Claude…
C 69 54 80 25 N/A 53 88 99
7979 C 69 54 60 66 N/A 20 90 100
7980
varaprasadreddy9676
huly-mcp Claim 1
MCP server for Huly — manage projects, issues, documents and more via natural l…
C 69 54 61 60 N/A 37 82 100
7981
mikeysrecipes
MCP Notes Claim
A personal knowledge management system built on the Model Context Protocol that…
C 69 55 78 55 27 81 92
7982
baadir
searxng-mcp Claim 1
An MCP server that wraps a local SearXNG instance to provide private, customiza…
C 69 54 57 56 N/A 50 92 92
7983
vitorpavinato
Comprehensive NCBI/PubMed literature search server with advanced analytics, cac…
C 69 55 84 46 25 82 98
7984
NitayRabi
FitBit MCP Claim
A Model Context Protocol (MCP) implementation for Fitbit, enabling AI assistant…
C 69 55 60 71 49 81 83
7985
MiniMax-AI
Specialized MCP server for coding workflows with web search and image analysis …
C 69 54 70 43 50 89 93
7986
dmitry-melnishin
Provides weather forecasts and alerts for US locations using the National Weath…
C 69 55 60 72 29 82 97
7987
jneless
TOS MCP Server Claim 1
Enables interaction with Volcengine's TOS (Object Storage) service through MCP …
C 69 55 72 65 45 80 79
7988
koundinya
Zendesk MCP Server Claim
A server implementation that provides Claude AI with the ability to interact wi…
C 69 55 54 70 45 76 100
7989
dayongd1
Enables secure file uploads to Amazon S3 with progress tracking and presigned U…
C 69 55 66 65 40 81 89
7990
meowrain
Enables AI assistants to look up word definitions, pronunciations, and example …
C 69 55 62 71 43 81 83
7991
davise070893
A Python-based MCP server that extracts football match data from multiple globa…
C 69 55 80 56 22 82 94
7992
Din-djarin2
Provides integration with GitLab repositories to manage files, issues, merge re…
C 69 55 72 72 23 76 92
7993
yhc984
Talk to Figma MCP Claim
Enables Cursor AI to interact with Figma designs, allowing users to read design…
C 69 55 72 61 20 81 99
7994
Aki894
mcp-ClinicalTrial Claim 1
An MCP server that interacts with the ClinicalTrials.gov API v2 to perform drug…
C 69 55 63 63 37 83 92
7995
coleam00
Web crawling and RAG implementation that enables AI agents to scrape websites a…
C 69 55 84 31 50 81 98
7996
JMRussas
Ollama MCP Server Claim
Exposes local Ollama instances as tools for Claude Code, allowing users to offl…
C 69 54 70 38 N/A 53 92 93
7997
kirillsaidov
A simple MCP server that exposes stock price lookup tools, demonstrating how to…
C 69 54 80 25 N/A 42 95 98
7998
BaoBao112233
Enables control of OXII smart home devices through the Model Context Protocol, …
C 69 55 66 66 22 81 100
7999
Cicatriiz
OpenEdu MCP Server Claim
A comprehensive Model Context Protocol server providing educational resources a…
C 69 55 78 43 40 83 94
8000
Zenobia000
VibeCoding System Claim
An AI-guided conversation-driven development framework that helps build MVPs an…
C 69 55 72 62 44 81 81
Showing 7951–8000 of 66475 servers
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