MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
2001
yonaka15
mcp-pyodide Claim
A Pyodide server for executing Python code by Large Language Models (LLMs) via …
B 78 54 90 60 N/A 41 95 94
2002
vishwajeetdabholkar
Extracts clean markdown content from web pages using Playwright, automatically …
B 78 55 90 100 N/A 23 95 58
2003
Coding-Solo
godot-mcp Claim 2
A MCP server for interacting with the Godot game engine, providing tools for ed…
B 78 54 81 58 N/A 59 90 100
2004
bradleygolden
HexDocs MCP Claim
Provides semantic search capabilities for Hex package documentation using AI em…
B 78 54 76 60 N/A 74 92 90
2005
Talljack
Enables comprehensive content management through Markdown processing, HTML rend…
B 78 54 94 60 N/A 34 90 99
2006
danilonovaisv
n8n Workflow Builder Claim 1
Enables AI assistants to manage n8n automation workflows through natural langua…
B 78 55 94 100 48 81 50
2007
houtini-ai
Downloads your entire Search Console dataset into a local SQLite database, then…
B 78 54 88 60 N/A 52 95 88
2008
CryptoAPIs-io
mcp-contracts Claim 2
MCP server for smart contract ABIs and on-chain data from EVM and Solana via Cr…
B 78 66 81 76 94 42 74 89
2009
tomellen
SR P3 MCP Server Claim 2
An MCP server providing access to Sveriges Radio's P3 channel music playlists, …
B 78 55 77 66 65 83 98
2010
markusvankempen
IBM Maximo Claim 1
Connect AI assistants to IBM Maximo for API discovery, OSLC querying, and Carbo…
B 78 55 94 83 N/A 70 78 56
2011
gregario
hearthstone-oracle Claim
Hearthstone card search, deck analysis, and strategy coaching. 9 tools covering…
B 78 54 76 61 N/A 61 94 96
2012
xiyuefox
Connects Claude Desktop to Hugging Face Spaces with minimal setup, enabling cap…
B 78 55 96 66 41 81 94
2013
baskcart
Self-verifying ledger MCP server with dual-signed transactions, gift cards, spo…
B 78 55 78 66 69 82 93
2014
arbuthnot-eth
PayPal MCP Server Claim
A server that provides integration with PayPal's APIs, enabling seamless intera…
B 78 55 96 75 43 76 89
2015
vyb1ng
Plex MCP Server Claim
Enables search, browsing, and management of Plex media libraries including movi…
B 78 55 92 66 54 77 94
2016
symgraph
BinAssistMCP Claim
Enables AI-assisted reverse engineering by bridging Binary Ninja with Large Lan…
B 78 55 86 61 62 84 95
2017
GongRzhe
Redis Claim 2
Provides access to Redis databases. This server enables LLMs to interact with R…
B 78 55 96 63 41 78 99
2018
quazaai
A server that enables AI assistants to understand and interact with Unity proje…
B 78 55 86 62 66 77 98
2019
minami110
Enables AI assistants to analyze GDScript code structure, extract symbols, func…
B 78 55 84 100 N/A 44 95 49
2020
WuodOdhis
Enables AI agents to perform cross-chain bridging operations using natural lang…
B 78 55 96 66 47 81 91
2021
prtc
Provides seamless access to the NASA Astrophysics Data System (ADS) for searchi…
B 78 55 94 66 44 81 95
2022
chongzixuan-ai
Detects AI-generated content and transforms robotic text into natural, human-li…
B 78 54 94 58 N/A 46 95 85
2023
macroforge-ts
Enables AI assistants to access Macroforge documentation, validate TypeScript c…
B 78 54 84 58 N/A 58 92 95
2024
wenyen-hsu
BlenderMCP Claim 1
Connects Blender to Claude AI through the Model Context Protocol, enabling AI-a…
B 78 55 66 82 N/A 46 95 96
2025
Anil-appari007
Jenkins MCP Server Claim
Enables AI assistants to interact with Jenkins CI/CD systems through natural la…
B 78 55 92 68 46 80 97
2026
Wolfe-Jam
.FAF Context Claim 1
Dedicated IDE Edition. Persistent project context for Cursor, Windsurf, Cline, …
B 78 55 84 57 N/A 90 78 86
2027
theletterf
Integrates Vale prose linting into AI coding assistants, enabling users to chec…
B 78 55 72 75 N/A 46 95 96
2028
YunYouJun
Starter MCP Server Claim
A template/boilerplate project for building Model Context Protocol (MCP) server…
B 78 54 80 60 N/A 56 92 100
2029
aws-samples
This project demonstrates how to use AWS Bedrock with Anthropic Claude and Amaz…
B 78 54 96 50 N/A 50 95 90
2030
CestcaVision
Enables saving AI conversation histories as clean, organized markdown notes wit…
B 78 54 90 61 N/A 48 92 91
2031
alephnan
Provides threat intelligence lookups against the AbuseIPDB database, enabling I…
B 78 55 84 75 49 81 93
2032
krulewis
tokencast Claim
Pre-execution cost estimation for LLM agent workflows with calibration learning
B 78 44 67 N/A N/A 51 95 96
2033
jae-jae
fetcher-mcp Claim 1
MCP server for fetching web page content using Playwright headless browser, sup…
B 78 54 75 60 N/A 68 90 96
2034
khughitt
A Model Context Protocol server that allows displaying messages via polybar sta…
B 78 55 69 100 N/A 32 95 80
2035
ferryzhao-eng
leiga-mcp-server-test Claim 1
B 78 54 78 71 N/A 44 90 98
2036
jhirono
A Model Context Protocol service for Claude that enables natural language inter…
B 78 55 72 100 22 81 100
2037
pam-supastellar
Connects CashChat financial data to AI assistants, enabling users to manage tra…
B 78 55 90 72 32 82 99
2038
ofershap
Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, time…
B 78 54 66 65 N/A 64 94 100
2039
Automattic
Provides official access to Gravatar profiles, avatars, and AI-inferred interes…
B 78 55 62 100 57 81 84
2040
Panth1823
Provides real-time and historical Formula 1 racing data through the Model Conte…
B 78 55 84 70 52 82 95
2041
Unleash
unleash-mcp Claim 1
MCP server for managing Unleash feature flags
B 78 54 75 71 N/A 60 90 89
2042
danjdewhurst
An MCP server that allows AI assistants to manage todo lists stored in a simple…
B 78 55 71 100 N/A 42 95 68
2043
tornikegomareli
Provides advanced system monitoring and file search capabilities for macOS, all…
B 78 55 100 100 N/A 44 95 30
2044
williamzujkowski
Strudel MCP Server Claim 2
Enables AI-powered music generation and live coding by providing direct control…
B 78 55 96 57 N/A 84 95 55
2045
2001Y
CodeRabbit CLI MCP Claim
Enables AI code reviews through the CodeRabbit CLI by exposing a run_review too…
B 78 54 78 72 N/A 52 90 92
2046
raidenrock
Enables AI assistants to interact with USCardForum, a Discourse-based community…
B 78 55 72 100 31 80 94
2047
samihalawa
Send and manage emails effortlessly with our server. Utilize multiple SMTP conf…
B 78 54 96 67 N/A 26 89 99
2048
thhart
Log MCP Server Claim 1
Enables AI assistants to automatically inspect and analyze application runtime …
B 78 55 84 91 N/A 69 95 45
2049
neonwatty
Enables tracking food intake and nutrition using the USDA FoodData Central data…
B 78 55 90 63 53 81 97
2050
RonsDad
Enables cloud browser automation using Browserbase and Stagehand to interact wi…
B 78 55 90 71 45 81 91
Showing 2001–2050 of 66402 servers
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