MCP Server Quality Scores

Independent quality analysis of 47923 public MCP servers

47923
Discovered
29617
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 13 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
9001
DeamonDev888
WhatsApp MCP Server Claim 1
An MCP server that enables AI to control WhatsApp Web via Puppeteer Stealth for…
C 68 54 61 57 N/A 35 88 93
9002
azer
Analyze React code locally, generate docs / llm.txt for whole project at once
C 68 54 84 50 N/A 25 84 87
9003
iankan04
Enables Claude to control Spotify features including playback control, playlist…
C 68 55 60 68 24 81 99
9004
surferdot
MCP SVG Converter Claim 1
A Model Context Protocol server that provides tools for converting SVG code to …
C 68 54 39 65 N/A 52 90 100
9005
archish9
GitHub MCP Server Claim 1
A Model Context Protocol server that provides Git version control operations as…
C 68 54 53 53 N/A 53 90 93
9006
azionlearn-cloud
A Model Context Protocol server template deployed on Azion Edge Computing Netwo…
C 68 55 63 70 27 81 93
9007
theoklitosBam7
Automatically generates conventional commit messages from staged git changes an…
C 68 55 70 31 70 82 93
9008
lesong36
DoWhy MCP v2.0 Claim
A server providing rigorous causal inference tools through the Model Context Pr…
C 68 54 84 31 N/A 43 95 78
9009
praveenc
Provides semantic search over AWS Cloudscape Design System documentation using …
C 68 54 70 33 N/A 46 95 97
9010
akave-ai
Akave MCP Server Claim
Enables AI models to interact with Akave's S3-compatible storage by providing t…
C 68 55 60 66 28 78 100
9011
gomarble-ai
MCP server acting as an interface to the Google Ads, enabling programmatic acce…
C 68 55 76 43 49 80 88
9012
Jaz-spec
Analyzes local Git repositories to provide detailed insights into commit statis…
C 68 54 78 45 N/A 19 95 93
9013
PatrikFehrenbach
h1-brain Claim
MCP server that connects AI assistants to HackerOne for bug bounty hunting
C 68 54 70 35 N/A 47 90 95
9014
theYahia
robokassa-mcp Claim 2
MCP server for Robokassa payment API — generate payment URLs, check invoice sta…
C 68 44 57 N/A N/A 58 95 59
9015
aasm3535
Enables AI models to search the web using DuckDuckGo, scrape webpage content in…
C 68 55 72 53 27 81 98
9016
ferrary7
MCPilot Claim
A powerful gateway for the Model Context Protocol (MCP) that unifies AI toolcha…
C 68 55 84 67 28 81 63
9017
HumanSignal
Create, manage, and automate Label Studio projects, tasks, and predictions for …
C 68 55 66 48 46 80 98
9018
Lxy-hqu
Enables local analysis of scientific papers including PDF parsing, mathematical…
C 68 54 90 48 N/A 26 92 70
9019
GoCoder7
Coolify MCP Server Claim 1
Enables AI assistants to interact with Coolify self-hosted instances for applic…
C 68 55 84 95 20 81 40
9020
realwigu
mcp-doctor Claim
Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude C…
C 68 55 72 25 N/A 72 80 100
9021
mkowalskizoovu
Weather MCP Server Claim
Enables temperature conversion from Fahrenheit to Celsius through HTTP requests…
C 68 55 66 61 25 81 98
9022
logos-42
Enables blockchain payment operations across multiple networks including Base, …
C 68 55 84 91 44 81 21
9023
teelaitila
Enables iterative deep research by integrating AI agents with search engines, w…
C 68 55 54 61 54 81 89
9024
mikah13
mcp-clickup Claim 2
MCP Server for the ClickUp API,
C 68 55 51 65 60 78 88
9025
yincongcyincong
An MCP server for interacting with VictoriaMetrics database.
C 68 54 71 50 N/A 27 89 95
9026
jilio
An MCP server that enables AI agents to retrieve and analyze error reports from…
C 68 55 39 71 50 83 98
9027
mustafahasankhan
DuckDB MCP Server Claim 1
A Model Context Protocol server implementation that connects AI assistants to D…
C 68 55 81 28 56 82 91
9028
mat-hiretalk
A sample implementation of a Model Context Protocol server using Next.js and th…
C 68 55 60 60 42 80 95
9029
block
Square MCP Server Claim
A server that enables interaction with Square's API via Goose, supporting queri…
C 68 55 80 38 59 80 80
9030
raskolnikovdd
Persistent memory for Claude via weighted, interconnected knowledge nodes.
C 68 54 66 41 N/A 47 92 93
9031
samhavens
A fixed Model Completion Protocol (MCP) server that enables LLMs like Claude Co…
C 68 55 66 82 N/A 25 95 58
9032
kalpalathika
Enables AI applications to access and contextualize organizational knowledge so…
C 68 55 84 43 19 81 99
9033
StacklokLabs
Transforms CSV data into beautiful visualizations including line charts, bar gr…
C 68 55 72 36 72 81 82
9034
happyteam-dx1
MCP Sample Server Claim
A simple Model Context Protocol server providing basic utility tools including …
C 68 54 72 55 N/A 33 95 77
9035
blackgirlbytes
Enables AI assistants to interact with GitHub project boards as calendar events…
C 68 55 94 83 24 81 34
9036
isakskogstad
Kolada MCP Server Claim
Swedish municipality statistics from Kolada API. 6000+ KPIs for all 290 municip…
C 68 66 88 76 0 71 82 93
9037
sam2332
Generates customizable placeholder images with configurable dimensions, colors,…
C 68 55 54 100 N/A 32 95 46
9038
kevinbin
A Model Context Protocol server that enables AI models to interact with MySQL d…
C 68 55 69 61 23 80 95
9039
memoryosscom
memoryOSS Claim
Persistent long-term memory for AI agents. Local proxy + MCP memory layer for C…
C 68 55 90 0 79 80 98
9040
a1athrop
YNAB MCP Server Claim
Enables users to manage budgets, accounts, categories, and transactions on You …
C 68 55 76 46 27 82 100
9041
betmoar
Enterprise-grade code intelligence platform providing AI-powered code analysis,…
C 68 55 94 28 28 81 96
9042
lordbasilaiassistant-sudo
base-token-sniper Claim 1
MCP server to discover and trade new token launches on Base chain.
C 68 54 72 70 N/A 32 69 90
9043
Lillard01
Provides comprehensive Quarkdown document processing capabilities, enabling AI …
C 68 55 90 33 40 81 91
9044
jermeyyy
Gradle MCP Server Claim
Enables interaction with Gradle projects through the Gradle Wrapper, allowing u…
C 68 54 72 31 N/A 49 90 97
9045
Xiyueyy
ssh-mcp-server Claim 1
An MCP server that enables remote SSH command execution and bidirectional file …
C 68 55 51 68 45 76 100
9046
sanatava
Enables interaction with the RCSB Protein Data Bank to search, analyze, and vis…
C 68 55 100 33 22 77 93
9047
rlagudals95
Figma MCP Server Claim
Gives AI-powered coding tools like Cursor, Windsurf, and Cline access to Figma …
C 68 55 54 70 48 80 89
9048
cdmx-in
goodday-mcp Claim
Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to se…
C 68 55 72 43 49 77 99
9049
nanoseil
A Model Context Protocol server that enables running and managing long-running …
C 68 55 63 100 N/A 27 82 51
9050
agenthotspot
Enables AI agents to search and discover over 6,000 curated MCP connectors from…
C 68 55 64 43 54 82 98
Showing 9001–9050 of 47923 servers
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