MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29768
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12101
SufyaanKhateeb
A Model Context Protocol server demonstrating user management capabilities with…
C 62 55 57 82 N/A 23 95 37
12102
wgh1992
A serverless deployment for running Model Context Protocol (MCP) servers on Clo…
C 62 55 48 68 21 81 83
12103
jm12138
Provides access to Chinese stock market data through the QMT platform, enabling…
C 62 55 62 27 40 81 98
12104
nilay320
Enables web search capabilities through the Tavily API. Allows users to search …
C 62 55 54 53 23 81 93
12105
ssimonitch
A Model Context Protocol server that allows LLMs to interact with Game Boy game…
C 62 54 45 33 N/A 44 90 100
12106
HeurisTech
Gmail MCP Server Claim
Enables sending emails through Gmail using Google's Gmail API. Requires OAuth a…
C 62 55 74 37 21 80 90
12107
MAKaminski
Home Depot MCP Server Claim 2
Provides comprehensive investment research and analysis for The Home Depot, Inc…
C 62 55 72 70 22 82 47
12108
ericskiff
Provides real-time train schedule information and live predictions for all 18 s…
C 62 66 84 75 0 32 82 91
12109
emingenc
Enables control of MentraOS smart glasses through tools for managing text displ…
C 62 66 84 68 0 32 81 99
12110
mmulqu
A Cloudflare Workers-based MCP server template for building remote MCP servers …
C 62 55 48 70 24 81 81
12111
martingeidobler
android-mcp-server Claim
21-tool Android device control via ADB — screenshots with compression, UI tree …
C 62 54 72 0 N/A 66 82 97
12112
barwalgayatri02
A demonstration project for building and testing Model Context Protocol (MCP) s…
C 62 54 64 22 N/A 29 95 99
12113
terryso
tv-recommender-mcp-server
C 62 55 54 33 56 83 89
12114
coderleo
MCP MySQL Server Claim
Enables secure read-only access to MySQL databases through SELECT queries via H…
C 62 55 72 33 28 81 87
12115
mcptrust
mcptrust Claim
Runtime security proxy for MCP: lockfile enforcement, drift detection, artifact…
C 62 54 78 30 N/A 68 95 38
12116
ChenReuven
A foundation for creating custom Model Context Protocol servers that can integr…
C 62 55 70 82 N/A 25 94 22
12117
ikhyunAn
Enables users to create, manage, and analyze investment portfolios with real-ti…
C 62 55 72 36 22 80 91
12118
TomCat2357
Enables centralized management and unified interface for multiple child MCP ser…
C 62 55 72 36 32 80 82
12119
aeoess
Cryptographic identity, delegation, governance, and commerce for AI agents. 61 …
C 62 66 72 66 0 73 81 89
12120
kukapay
blockbeats-mcp Claim 1
An MCP server that delivers blockchain news and in-depth articles from BlockBea…
C 62 55 57 31 43 83 97
12121
y-moriya
A sample Model Context Protocol server built with Hono framework that provides …
C 62 54 60 51 N/A 24 95 71
12122
githejie
This server enables LLMs to use calculator for precise numerical calculations
C 62 54 62 22 N/A 50 87 94
12123
mailmodo
Mailmodo Claim
Mailmodo
C 62 66 66 72 0 62 81 97
12124
yasg1988
MCP Beget Claim 1
An MCP server for managing Beget hosting services including sites, domains, dat…
C 62 55 73 91 39 81 12
12125
RyanLisse
Enables efficient vector database operations for embedding storage and similari…
C 62 55 66 60 22 81 68
12126
kukapay
crypto-sentiment-mcp Claim 1
An MCP server that delivers cryptocurrency sentiment analysis to AI agents.
C 62 55 45 41 43 82 100
12127
frankausberlin
AdminMCP Claim
Provides LLMs with administrative capabilities to execute shell commands on loc…
C 62 54 62 26 N/A 27 95 98
12128
HeshamWM
Provides real-time access to Paris public transport data (métro, RER, bus, tram…
C 62 55 66 42 37 81 77
12129
nanameru
Enables conversational image generation and editing with Google's Gemini 2.5 Fl…
C 62 55 54 82 23 81 58
12130
r123singh
Enables scraping Amazon product details and searching for products on Amazon th…
C 62 55 72 32 16 82 97
12131
seankrux
NeuronWriter Claim
Browse and manage your NeuronWriter projects. Create content writer queries to …
C 62 54 54 52 N/A 15 95 87
12132
highthon-16
An ADT-based calendar management system that enables users to create, update, a…
C 62 54 54 58 N/A 23 95 73
12133
MeirKaD
Enables diabetes management by retrieving real-time glucose readings from Dexco…
C 62 55 54 56 24 81 87
12134
wiseman
OSM PostgreSQL Server Claim 1
Provides OpenStreetMap integration for MCP, allowing users to query and visuali…
C 62 55 78 31 29 76 90
12135
johnohhh1
Integrates the Exploit-DB database with AI assistants to enable searching for e…
C 62 54 60 38 N/A 22 90 95
12136
rahgadda
OracleDB MCP Server Claim 1
A Model Context Protocol Server that enables LLMs to interact with Oracle Datab…
C 62 55 69 27 45 81 87
12137
Sharan0402
Parses PDF receipts to extract grocery and shopping expenses, automatically cat…
C 62 54 54 38 N/A 24 95 93
12138
xinkuang
Access real-time and historical market data for China A-shares and Hong Kong st…
C 62 66 70 60 0 75 81 93
12139
jabberjabberjabber
LLM Jukebox Claim
Enables LLMs to search YouTube for music, download videos as MP3 files, and pla…
C 62 54 62 31 N/A 24 89 97
12140
featureflow
Enables AI assistants to manage Featureflow feature flags, including creating a…
C 62 66 86 63 0 51 81 90
12141
JooseokKim-DL
A FastAPI-based MCP server scaffold designed to extract material tables from Au…
C 62 54 72 53 N/A 27 90 57
12142
wmoto-ai
MCP Outlook Tools Claim 1
A Model Context Protocol server that enables AI assistants to interact with Mic…
C 62 54 45 43 N/A 45 95 84
12143
JeongJaeSoon
MCP Server Claim
A configurable server implementation that provides MCP (Model-Controller-Protoc…
C 62 55 48 63 23 82 88
12144
Stoicmehedi
Connects AI assistants to a Kali Linux terminal for executing security tools, m…
C 62 55 66 33 40 81 86
12145
YUJAEYUN
learnlog-mcp Claim 1
An MCP server that locally saves and categorizes user prompts from LLM sessions…
C 62 55 41 100 N/A 36 95 28
12146
rutika196
Vizdown-MCP Claim
Converts Markdown files into professional diagrams such as flowcharts, mind map…
C 62 54 66 27 N/A 33 90 91
12147
mori-mmmm
A collection of custom MCP servers providing various AI-powered capabilities in…
C 62 54 62 58 N/A 37 95 49
12148
amyfan7
Automates Java/Maven test generation, JaCoCo coverage analysis, and Checkstyle …
C 62 54 50 47 N/A 26 95 90
12149
FuzzyCZX
A Model Context Protocol server implementation that enables real-time data comm…
C 62 54 45 62 N/A 19 95 84
12150
ibm-pedro-tabofunda
A template for deploying MCP servers without authentication on Cloudflare Worke…
C 62 55 48 67 27 81 83
Showing 12101–12150 of 54421 servers
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