MCP Server Quality Scores

Independent quality analysis of 33790 public MCP servers

33790
Discovered
28875
Scored
2088
Verified
16951
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13851
sboludaf
A Model Context Protocol server that enables programmatic querying of Azure res…
C 56 55 51 33 16 81 96
13852
obisagno
Apple MCP Claim
Enables AI interaction with native macOS applications including Messages, Notes…
C 56 66 78 37 0 48 76 98
13853
shree-bd
IntelliGlow Claim
A Model Context Protocol (MCP) server that allows AI assistants like Claude to …
C 56 55 42 36 18 80 100
13854
DivyanshKushwaha
GitHub MCP Server Claim
A modular command processor server that enables interaction with GitHub's REST …
C 56 55 48 33 21 81 94
13855
WinJayX
MCP Jenkins Server Claim
An integration tool that allows interaction with Jenkins CI/CD servers through …
C 56 55 60 22 22 81 91
13856
abhi-dhoriya
An MCP server that delivers random jokes from multiple sources including Chuck …
C 56 55 45 17 44 81 100
13857
chatkausik
Chess MCP Server Claim
Enables AI assistants to play, analyze, and track chess games with full rule va…
C 56 55 56 17 24 83 100
13858
stevenyuser
NBA MCP Server Claim 1
A Model Context Protocol server that enables LLMs to retrieve NBA data includin…
C 56 54 39 25 N/A 22 95 100
13859
xiaobenyang-com
A model context protocol server that provides Berlin administrative service dat…
C 56 64 57 70 0 45 95 73
13860
kusbr
An MCP server that enables Microsoft Copilot Studio to retrieve random jokes fr…
C 56 55 45 17 43 81 100
13861
awwaiid
Enables LLM-powered agents to generate, execute, and analyze Alloy modeling lan…
C 56 64 60 47 0 44 95 93
13862
zeta-chain
zeta-chain-cli Claim
Create friendly, customizable greetings for any name or audience. Break the ice…
C 56 66 84 56 0 52 80 60
13863
yuyao1999
RT-Prompt-MCP Claim 1
A Model Context Protocol server that provides specialized prompt suggestions fo…
C 56 55 45 82 N/A 22 95 24
13864
IdoY12
Enables file system operations such as listing, reading, and creating files wit…
C 56 54 48 27 N/A 24 87 94
13865
RyanCadby
Enables scanning of project dependencies across multiple package managers (npm,…
C 56 55 54 20 19 82 100
13866
durgeshmca
A multi-tool AI assistant system that uses Model Context Protocol to connect la…
C 56 55 50 25 21 84 100
13867
TaskBeacon
PsyFlow-MCP Claim
A lightweight FastMCP server that enables language models to discover, clone, t…
C 56 55 42 82 48 81 21
13868
AI-Hub-Admin
Provides real-time stock price data from global markets, including the US, Chin…
C 56 55 54 27 24 81 89
13869
paolobietolini
gtm-mcp-server Claim 1
An MCP server for Google Tag Manager. Connect it to your LLM, authenticate once…
C 56 64 73 10 0 73 92 99
13870
Mandapati-SuryanarayanaRaju
MCP Deployment Claim
A simple demonstration MCP server that provides a sum_numbers tool for calculat…
C 56 55 56 17 24 81 100
13871
c1r5
A demonstration project that implements a Model Context Protocol (MCP) server w…
C 56 55 48 32 21 81 96
13872
fairyming
Suricata MCP Claim 2
An MCP server for validating Suricata rule syntax and testing rules against pca…
C 56 54 63 0 N/A 27 89 98
13873
kukapay
solana-launchpads-mcp Claim 1
An MCP server that tracks daily activity and graduate metrics across multiple S…
C 56 55 45 27 38 81 93
13874
kukuqi666
A protocol implementation that extends AI capabilities through a WebSocket inte…
C 56 55 56 27 16 81 94
13875
aech-ai
A Model Context Protocol server that bridges Microsoft Teams with MCP-compatibl…
C 56 55 51 32 20 81 94
13876
tdu-naifen
Demo MCP Server Claim
A simple MCP server that provides a calculator tool, dynamic greeting resources…
C 56 54 48 17 N/A 21 95 100
13877
zongjieshen
A minimal demonstration MCP server that provides basic mathematical addition an…
C 56 55 54 22 19 84 100
13878
pickstar-2002
Video MCP Server Claim 1
A Model Context Protocol server that provides video processing capabilities inc…
C 56 55 57 75 40 81 17
13879
PStryder
TablaCognita Claim
MCP-native collaborative markdown editor with real-time AI document editing
C 56 66 90 10 0 60 81 100
13880
chirag127
Provide advanced stochastic algorithms and probabilistic decision-making capabi…
C 56 64 84 42 0 31 95 80
13881
tussanakorn
MCP Blog API Claim
A simple blog API service built with FastMCP that allows users to fetch all blo…
C 56 54 48 17 N/A 21 95 100
13882
rajnandan1
Enables interaction with over 2,800 APIs and applications through Pipedream's C…
C 56 66 78 70 0 24 81 75
13883
lazy-importer
DIE MCP Server Claim 1
An MCP server that enables AI agents to analyze executable files using Detect I…
C 56 55 53 31 40 76 82
13884
kasinathnalla
MCP-Add-Weather Claim
A multi-agent system that connects a math server and weather server, allowing u…
C 56 55 50 27 23 81 99
13885
twelve2five
An MCP server that enables AI assistants to create and run Processing sketches …
C 56 54 33 26 N/A 39 95 94
13886
flipcoin-fun
flipcoin Claim
Agent-first prediction markets on Base. Trade, quote, create markets via MCP.
C 56 55 76 0 N/A 35 71 96
13887
jiaohuix
BiliMind-MCP Claim 1
An MCP server that generates structured notes from Bilibili videos by automatic…
C 56 55 47 40 16 81 93
13888
Manaswi875
Enables researchers to search ArXiv papers, extract key insights (problems, met…
C 56 55 54 31 22 78 90
13889
lbaret
Transforms CSV and Excel data into Markdown-formatted vector embeddings stored …
C 56 54 60 0 N/A 35 91 94
13890
ai-niki
Oura MCP Claim
Provides LLMs with access to Oura Ring health data including sleep metrics, act…
C 56 66 66 46 0 54 81 92
13891
EmanManco
Enables AI agents to fetch real-time weather data for any location using the Op…
C 56 55 48 17 44 81 97
13892
IndigoProtocol
indigo-mcp Claim
Indigo Protocol MCP — iAsset prices, CDP analytics, stability pools, staking & …
C 56 66 72 25 0 75 82 92
13893
githubmilind
mcp-weather Claim
A Model Context Protocol (MCP) server that enables AI assistants and LLMs to ac…
C 56 55 46 30 21 83 100
13894
c4pt0r
mcp-server-tidb Claim
TiDB database integration with schema inspection and query capabilities
C 56 55 54 22 40 69 98
13895
PiuQiuPiaQia
MCP Tool Claim
A server built on mcp-framework that enables integration with Claude Desktop th…
C 56 54 54 58 N/A 31 92 35
13896
AbacatePay
Enables integration with Abacate Pay API for managing payments, customers, and …
C 56 66 54 60 0 56 81 90
13897
jamesg31
PostgreSQL MCP Server Claim 1
A Model Context Protocol server that provides read-only access to PostgreSQL da…
C 56 55 57 50 18 81 64
13898
dudu1111685
Telegram MCP Agent Claim
Enables AI assistants to operate as remote workers through Telegram, creating a…
C 56 55 42 41 21 81 93
13899
SpaceStation09
News Feed MCP Claim
Enables users to access up-to-date news through RSS feeds and read full article…
C 56 55 54 22 24 83 93
13900
woongaro
Connects to the Korea Meteorological Administration (KMA) Open API to provide s…
C 56 55 42 37 27 81 93
Showing 13851–13900 of 33790 servers
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