MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7951
HamzaFarhan
Memory MCP Claim
A knowledge-graph-based memory system for AI agents that enables persistent inf…
C 69 54 60 60 N/A 25 95 100
7952
Melostack
Connects IDEs to the Framer and Framer Motion ecosystem by providing animation …
C 69 55 72 95 N/A 30 95 34
7953
ParasSolanki
Github MCP Server Claim 1
Provides integration with Github through the Model Context Protocol (MCP), allo…
C 69 55 74 60 29 80 92
7954
TheAlchemist6
CodeCompass MCP Claim
An enterprise-grade Model Context Protocol server that provides comprehensive G…
C 69 55 90 57 N/A 53 95 40
7955
gmossy
Enables advanced geospatial analysis including elevation queries, line-of-sight…
C 69 55 66 56 39 81 100
7956
c20020207
AppSignal MCP Server Claim 1
A Model Context Protocol server that connects to AppSignal, allowing users to f…
C 69 55 51 72 40 81 100
7957
LeanMCP
leanmcp-sdk Claim
Production-ready TypeScript SDK for MCP servers: auth, multi-tenant, observabil…
C 69 64 84 68 0 81 92 99
7958
masseater
MCP Template Claim
A generic template for developing MCP servers with basic examples including ech…
C 69 54 60 60 N/A 40 95 84
7959
m2ai-mcp-servers
mcp-dyson-appliances Claim 2
MCP server for controlling Dyson air purifiers and fans
C 69 54 75 55 N/A 29 80 100
7960
JonasRackl
labmate-mcp Claim 2
81 chemistry tools — literature, calculations, retrosynthesis
C 69 55 84 70 N/A 58 78 48
7961
mingle98
Provides image compliance checking, recipe lookup, file operations (read/write/…
C 69 55 68 71 42 81 74
7962
zhdenny
Enables intelligent cocktail discovery and recipe retrieval from Bar Assistant …
C 69 55 84 40 43 81 93
7963
4R9UN
MCP KQL Server Claim
Enables intelligent KQL query execution against Azure Data Explorer clusters wi…
C 69 55 82 20 77 81 90
7964 C 69 54 68 50 N/A 22 95 100
7965
zicez
MCP-PDF2MD Claim
Converts PDF files from local storage or URLs to structured Markdown format usi…
C 69 55 54 82 42 81 82
7966
Deploya-labs
Compose and send emails directly from your LLM applications without the hassle …
C 69 54 62 66 N/A 21 95 92
7967
diegofornalha
MCP Shell Server Claim 1
A secure server that implements the Model Context Protocol (MCP) to enable cont…
C 69 55 78 63 37 81 78
7968
YrsonHTM
MCP Oracle Server Claim
Enables interaction with Oracle databases through MCP by executing SELECT queri…
C 69 55 80 56 28 76 96
7969
YangLiangwei
PersonalizationMCP Claim
Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibil…
C 69 55 82 43 46 76 93
7970
ampcome-mcps
An MCP server that enables LLM applications to control web browsers via Browser…
C 69 54 51 70 N/A 23 95 97
7971
umbra2728
CTFd MCP Server Claim
Enables interaction with CTFd platforms for Capture The Flag competitions, allo…
C 69 55 60 43 70 81 97
7972
90barricade93
A modern MCP server that provides fast, structured access to Microsoft Flight S…
C 69 55 72 66 26 81 92
7973
shadowrootdev
MCP server providing 100+ AI agent skills from Anthropic, Vercel, Trail of Bits…
C 69 64 96 58 0 79 92 97
7974
dromologue
Graph-Tools Claim
Provides tools for AI-powered graph analysis, including relationship extraction…
C 69 55 90 51 24 77 90
7975
CalvinMagezi
MTS MCP Server Claim 1
A comprehensive suite of Model Context Protocol servers designed to extend AI a…
C 69 55 84 58 24 74 95
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
openSVM
Provides access to Kalshi prediction market data with 23 tools for querying eve…
C 69 55 86 33 48 81 95
7978
Jakedismo
Aggregates multiple MCP servers behind a single, secure endpoint with unified t…
C 69 55 90 27 44 81 100
7979
dpupek
FogBugz MCP Server Claim 1
Enables interaction with FogBugz issue tracking system through its XML API, all…
C 69 55 60 82 36 81 79
7980
AnCode666
NASA-MCP Claim 1
An MCP server that enables LLMs to query data from various NASA APIs, allowing …
C 69 55 59 46 61 82 99
7981
Zenobia000
VibeCoding System Claim
An AI-guided conversation-driven development framework that helps build MVPs an…
C 69 55 72 62 44 81 81
7982
TStoneLee
mcp-yapi-server Claim
Enables direct integration with YApi API documentation platform in MCP-compatib…
C 69 55 66 100 50 81 35
7983
arjun1194
insta-mcp Claim 2
Instagram MCP server for analytics and insights. Get account overviews, posts, …
C 69 54 70 72 N/A 29 89 73
7984
fakepixels
An MCP server that enables LLMs to perform blockchain operations on the Base ne…
C 69 55 69 56 44 81 92
7985
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
7986
coskun45
Enables searching and retrieving arXiv papers by topic, fetching abstracts by p…
C 69 54 84 41 N/A 21 95 93
7987
sn0w-Xue
A locally-run MCP server that enables downloading images, videos, and LivePhoto…
C 69 54 58 50 N/A 43 95 99
7988
j1c4b
Provides real-time stock data analysis, portfolio management, technical analysi…
C 69 55 84 53 19 81 94
7989
narmaku
Linux MCP Server Claim 1
Enables read-only Linux system diagnostics and troubleshooting on RHEL-based sy…
C 69 55 84 31 48 82 98
7990
stackai
Enables users to connect and run Stack AI workflows directly through MCP-compat…
C 69 55 78 57 32 81 86
7991
feesch
Salt MCP Claim
Enables AI agents to build React applications using JP Morgan Chase's Salt Desi…
C 69 54 54 60 N/A 35 92 100
7992
imiborbas
A Model Context Protocol server that enables Claude AI to interact with PocketB…
C 69 54 71 55 N/A 19 90 100
7993
guangxiangdebizi
News MCP Server Claim
A smart news search server that automatically switches between multiple news AP…
C 69 55 78 100 29 81 40
7994
John42506176Linux
Reflect MCP Server Claim
Enables AI assistants like Claude to interact with Reflect notes through OAuth …
C 69 55 62 71 31 76 97
7995
hunter-arton
A Model Context Protocol server that provides web and image search capabilities…
C 69 55 79 58 26 81 91
7996
kinmeic
Roundtable Claim 1
A multi-role AI discussion system that enables users to manage diverse AI perso…
C 69 55 84 50 43 80 80
7997
Kamatalarajeev
Crypto MCP Server Claim
Provides real-time and historical cryptocurrency market data from 100+ exchange…
C 69 55 72 61 21 81 100
7998
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
7999
agilesix
Enables research of federal contract awards and competitive landscape analysis …
C 69 55 66 58 45 81 91
8000
antegral
KPIC MCP Server Claim
Enables users to search and retrieve detailed pharmaceutical drug information f…
C 69 55 72 100 54 81 24
Showing 7951–8000 of 67197 servers
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