MCP Server Quality Scores

Independent quality analysis of 47066 public MCP servers

47066
Discovered
29577
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
7001
berthojoris
A secure MySQL Model Context Protocol server that enables AI agents to interact…
B 71 55 84 58 28 76 96
7002
tokenizin
Fetch MCP Server Claim 2
Provides functionality to fetch web content in various formats, including HTML,…
B 71 55 90 47 19 83 100
7003
HenryHaoson
📇 ☁️ A Model-Context-Protocol (MCP) server for integrating with Yuque API, allo…
B 71 54 60 68 N/A 36 87 97
7004
fovi-llc
A Model Context Protocol server that provides tools for interacting with both R…
B 71 55 57 82 39 81 90
7005
dcarter610
Enables playback control of local audio files through a virtual audio output de…
B 71 54 72 41 N/A 57 92 91
7006
54yyyu
code-mcp Claim
Enables Claude AI to run terminal commands, perform file operations, and manage…
B 71 54 88 31 42 95 91
7007
CoderDayton
MCP server for structured reasoning with cognitive trap detection, verification…
B 71 54 69 21 N/A 84 94 99
7008
forgequant
Provides AI agents access to cryptocurrency derivatives analytics through 22 un…
B 71 55 72 72 24 83 92
7009
varunkumar
Atlassian MCP Server Claim 1
A read-only MCP server that enables querying and searching Atlassian Confluence…
B 71 55 78 63 18 82 100
7010
adhikasp
mcp-youtube Claim
Model Context Protocol to fetch youtube transcript
B 71 54 62 55 N/A 48 95 92
7011
Raroford32
debank-mcp-server Claim
B 71 54 78 48 N/A 43 90 91
7012
Augmented-Nature
A comprehensive Model Context Protocol (MCP) server for accessing Human Protein…
B 71 55 78 60 31 83 91
7013
enriquedlh97
Playwright MCP Claim 1
Enables browser automation and web page interaction through Playwright's access…
B 71 55 62 100 54 81 48
7014
just-every
MCP Deep Search Claim
Enables deep web search across multiple providers including Google, Bing, Brave…
B 71 55 70 100 49 81 44
7015
vectara
vectara-mcp Claim 1
An MCP server for accessing Vectara's trusted RAG-as-a-service platform.
B 71 55 65 46 68 82 97
7016
MinhHieu-Nguyen-dn
Weather MCP Server Claim
Enables users to get detailed weather forecasts for any location using coordina…
B 71 55 60 82 23 81 100
7017
drQedwards
PMLL Memory MCP — persistent KV context memory and Q-promise deduplication.
B 71 54 72 31 N/A 72 95 91
7018
G3sparky
A Windows-native MCP server that enables users to paste images, Excel tables, r…
B 71 54 84 56 N/A 24 87 93
7019
twolven
Puppeteer MCP Server Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
B 71 54 75 56 N/A 36 82 100
7020
Kavishankarks
A Model Context Protocol server that enables Claude Desktop to perform file ope…
B 71 55 69 91 N/A 42 95 44
7021
joshuadavidthomas
Django MCP Server Claim
Enables LLM assistants to explore Django project structure through read-only re…
B 71 55 78 40 72 81 89
7022
michael-denyer
memory-mcp Claim
Two-tier memory with hot cache (instant injection) and cold semantic search. Au…
B 71 54 84 28 N/A 80 81 88
7023
ongjin
K8s Doctor MCP Claim 1
AI-powered Kubernetes diagnostics that analyzes pod crashes, logs, and cluster …
B 71 55 66 61 49 82 96
7024
kumaran-is
MCP Weather Server Claim
Provides real-time weather information and multi-day forecasts using the Open-M…
B 71 55 86 100 33 81 37
7025
standardbeagle
Brummer MCP Server Claim
Allows external tools (VSCode, Claude Code, etc.) to access log output and erro…
B 71 55 86 41 51 81 91
7026
praveenkumarkunchala2005
Transforms founder profiles from social media into actionable strategic intelli…
B 71 54 60 72 N/A 35 90 91
7027
hamid-vakilzadeh
XBRL-US MCP Server Claim
Provides secure access to XBRL-US financial data with session-based authenticat…
B 71 55 72 71 28 81 92
7028
HashkeyHSK
Hashkey MCP Server Claim 1
A Model Context Protocol server that provides onchain tools for AI applications…
B 71 55 57 70 52 81 93
7029
MasahiroOkamura-MAC
Enables interaction with Google Spreadsheets through OAuth 2.0 authentication, …
B 71 54 62 65 N/A 29 95 94
7030
gratitude5dee
Enables AI agents to perform e-commerce operations through a standardized inter…
B 71 54 60 68 N/A 35 95 93
7031
vinhphamai23
Integrates the Brave Search API to provide web and local search capabilities, i…
B 71 55 78 67 27 82 91
7032
el95149
Enables AI assistants to search for files and content across the file system us…
B 71 54 76 58 N/A 49 95 68
7033
cfsandoval
An MCP server that enables LLMs to interact with the Moodle platform to manage …
B 71 55 63 68 41 81 100
7034
taazkareem
Twitter MCP Server Claim 1
Provides AI agents with comprehensive Twitter functionality through the Model C…
B 71 55 92 60 17 81 88
7035
raidenyn
Enables interaction with Telegram chat history, including text, photos, and doc…
B 71 54 60 67 N/A 32 90 99
7036
yunkee-lee
MCP Naver Maps Claim
A server that connects to Naver Maps and Search APIs, enabling geocoding and lo…
B 71 55 64 71 40 81 92
7037
Vic563
Provides Minesweeper game functionality through the Model Context Protocol, all…
B 71 55 84 83 N/A 23 95 51
7038
hmq19900504
Provides real-time financial market data for stocks across multiple markets (A-…
B 71 55 78 68 25 82 92
7039
kemalersin
fonparam-mcp Claim 1
MCP server for FonParam API - Turkish mutual funds data
B 71 55 63 100 N/A 48 95 37
7040
Samuelr2112
Enables users to manage appointments through a FastAPI backend with PostgreSQL …
B 71 55 84 55 21 81 100
7041
tejas-borate-wai
Provides real-time access to Material-UI component documentation, enabling user…
B 71 55 78 91 29 81 61
7042
988664li-star
Enables web search through DuckDuckGo and webpage content fetching with intelli…
B 71 55 56 82 43 81 90
7043
Activi-AI
A central knowledge hub that connects AI tools to a unified 'Master Brain' with…
B 71 55 78 60 33 80 96
7044
terryso
mcp-pinterest Claim
A Pinterest Model Context Protocol (MCP) server for image search and informatio…
B 71 55 84 83 66 81 32
7045
muhammadzaeemaltaf
GitHub Summary MCP Claim
Generates daily GitHub work summaries by analyzing commits across all repositor…
B 71 55 54 82 30 81 100
7046
gharshit
Enables AI assistants to safely interact with PostgreSQL databases through read…
B 71 55 72 52 47 81 100
7047
Bigsy
clj-kondo MCP Server Claim 1
A Model Context Protocol server that provides clj-kondo linting capabilities fo…
B 71 55 63 100 N/A 41 95 42
7048
Clearner1
Task MCP Claim
Enables AI assistants to manage Dida365 (滴答清单) tasks through the Model Context …
B 71 55 72 70 31 81 89
7049
gianlucamazza
MCP ASCII Charts Claim 1
A Model Context Protocol server that generates lightweight ASCII charts directl…
B 71 55 71 100 52 81 41
7050
SunflowersLwtech
mcp_creator_growth Claim
Intelligent learning sidecar for AI coding assistants. Helps developers learn f…
B 71 54 60 57 N/A 60 92 85
Showing 7001–7050 of 47066 servers
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