MCP Server Quality Scores

Independent quality analysis of 48680 public MCP servers

48680
Discovered
29622
Scored
2112
Verified
16952
Complete

Last updated 46 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9901
GuangYiDing
MySQL-MCP Claim
A connector that gives Claude direct access to MySQL databases through the Mode…
C 66 55 60 48 44 80 99
9902
alanedavis
A Model Context Protocol server for Marketing Connect AI integrations that prov…
C 66 55 63 58 24 81 94
9903
numa08
Provides real-time NOAA space weather data (solar flares, Kp index, solar wind)…
C 66 55 80 30 42 81 93
9904
workerportfolio
Enables persistent storage and retrieval of decisions, settings, and operationa…
C 66 55 80 58 22 80 75
9905
mihalik
Me-MCP Claim
A personal MCP Server that allows AI agents to retrieve your resume and contact…
C 66 55 62 60 44 81 81
9906
YuChenSSR
mindmap-mcp-server Claim
A Model Context Protocol (MCP) server for generating a beautiful interactive mi…
C 66 54 74 25 N/A 45 90 96
9907
qso-graph
An MCP server for HF radio propagation analytics using the IONIS dataset collec…
C 66 54 72 31 N/A 38 91 92
9908
nextDriveIoE
A Model Context Protocol server that enables integration with GitHub Actions, a…
C 66 55 63 100 23 81 44
9909
TeeDDub
MCP server that allows searching and retrieving book information from Aladin's …
C 66 55 60 75 56 80 55
9910
JayQuan-McCleary
ZenLink MCP Claim
Browser automation for MCP clients via Zen Browser. Parallel multi-tab, content…
C 66 54 78 28 N/A 32 87 99
9911
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
9912
jymmyt
SNOTEL MCP Server Claim
Provides access to real-time and historical snow conditions, weather data, and …
C 66 55 54 74 22 81 91
9913 C 66 54 54 60 N/A 13 95 98
9914
n-ochs
Provides Python and FastAPI coding best practices with searchable guidelines, c…
C 66 55 78 41 24 81 94
9915
kukapay
whoami-mcp Claim
A lightweight MCP server that tells you exactly who you are.
C 66 54 60 37 N/A 40 90 100
9916
mikegc-aws
Creates a simple MCP tool server with "streaming" HTTP.
C 66 54 64 36 N/A 42 95 90
9917
datawiz168
MCP Snowflake Service Claim 1
A Model Context Protocol server that enables Claude to execute SQL queries on S…
C 66 55 75 35 42 81 94
9918
gaurigshankar
Weather MCP Server Claim
Enables AI assistants to access real-time US weather forecasts and alerts throu…
C 66 55 60 100 N/A 22 95 37
9919
guykJfrog
jfrog-dummy-mcp Claim
JFrog dummy MCP server
C 66 55 50 100 N/A 32 95 40
9920
jon2allen
Enables execution of shell commands, directory navigation, and interactive prog…
C 66 54 58 36 N/A 45 95 94
9921
pickstar-2002
Redis MCP Claim
Enables AI assistants to perform comprehensive Redis database operations includ…
C 66 55 78 25 45 81 97
9922
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
9923
adamd9
Helps users find suitable LinkedIn job opportunities by automatically scraping …
C 66 55 60 58 26 81 99
9924
scriptstar
Provides personalized Data Engineering learning updates by fetching recent news…
C 66 55 70 100 21 81 38
9925
isaacwasserman
mcp-vegalite-server Claim 1
Generate visualizations from fetched data using the VegaLite format and rendere…
C 66 54 78 45 N/A 26 77 96
9926
fasuizu-br
AI-powered speech tools: pronunciation assessment with phoneme-level feedback, …
C 66 55 66 32 60 81 93
9927
ilpr
waitlister Claim 1
MCP server for the Waitlister API — manage waitlist subscribers through AI assi…
C 66 54 45 68 N/A 34 81 100
9928
proxy-intell
MCP Server for Facebook ADs Library - Get instant answers from FB's ad library
C 66 55 57 53 N/A 49 82 91
9929
DrFirstLee
KIMP MCP Server Claim 1
Enables users to query Kimchi Premium (KIMP) data for cryptocurrencies, showing…
C 66 55 78 53 25 82 78
9930
JeongSuKwak
A starter kit for quickly building Model Context Protocol (MCP) servers using t…
C 66 54 66 72 N/A 32 90 59
9931
jasonkholden
Provides AI models with real-time data about New England's power grid through a…
C 66 55 68 37 40 82 100
9932
jaokuohsuan
Draw Things MCP Claim 1
An integration that allows Cursor AI to generate images through the Draw Things…
C 66 54 60 55 N/A 35 88 88
9933
ralacher
An MCP server that enables connection to Microsoft SQL Server databases, provid…
C 66 55 73 33 43 81 100
9934
hithereiamaliff
Provides access to GrabMaps services (Places, Maps, Routes) through AWS Locatio…
C 66 66 100 67 0 55 81 90
9935
openSVM
An MCP server implementation that enables access to DexScreener API data, provi…
C 66 55 69 83 42 81 42
9936
siddhantbajaj
Shopify MCP Server Claim 1
This MCP server connects clients with Shopify store data, enabling retrieval of…
C 66 55 78 41 35 81 87
9937
ffpy
Enables AI assistants to review GitLab merge requests by fetching changes, anal…
C 66 55 66 43 42 81 95
9938
rllvusgnzm98
mcp-server-chart Claim
C 66 54 78 26 N/A 45 95 84
9939
fabkho
nuxt-i18n-mcp Claim 1
MCP server for managing i18n translations in Nuxt projects.
C 66 54 75 0 N/A 79 90 97
9940
AgentWorkshop
A standardized interface for agent-to-agent communication that enables composab…
C 66 55 78 31 40 81 94
9941
ZoemDoef
Cisco FMC MCP Server Claim 1
A read-only Model Context Protocol server that enables LLMs to query Cisco Fire…
C 66 55 60 47 42 80 99
9942
liaotaodcx8
mcp-toolkittest Claim
mcp-toolkittest
C 66 55 48 100 N/A 37 95 40
9943
pr0cf5
GhidraMCP Claim
Enables LLMs to autonomously reverse engineer applications by exposing Ghidra's…
C 66 54 66 33 N/A 40 95 91
9944
h-lu
Paperlib MCP Claim
Enables academic literature management through PDF import, hybrid search, knowl…
C 66 55 54 67 48 81 76
9945
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
9946
kodey-ai
Run SOQL queries against your Salesforce org to retrieve records and insights. …
C 66 66 96 68 0 59 81 90
9947
demomagic
Provides access to Dune Analytics blockchain data through specialized tools for…
C 66 55 60 66 23 81 89
9948
fancyboi999
Daily Hots MCP Claim
A Python-based MCP server that aggregates real-time trending topics and news fr…
C 66 55 62 56 42 81 87
9949
tb8412
Deterministic pre-execution safety certification for autonomous AI agents. Eval…
C 66 54 66 38 N/A 32 94 93
9950
higress-group
MCP server that provides comprehensive tools for managing [Higress](https://git…
C 66 54 76 41 N/A 26 89 91
Showing 9901–9950 of 48680 servers
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