MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27407
Scored
1831
Verified
16957
Complete

Last updated 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8901
johnreitano
An MCP server that provides simple query capabilities for Google Cloud Datastor…
C 68 55 71 56 22 82 99
8902
EmmanuelBarbosaMonteiro
Enables comprehensive web frontend debugging and analysis through DOM inspectio…
C 68 55 72 91 N/A 26 95 40
8903
Jake-loranger
Enables interaction with the Algorand blockchain network including account mana…
C 68 55 78 100 23 81 40
8904
aoki-collabo
A lightweight MCP server built with Hono and Cloudflare Workers that provides a…
C 68 55 60 70 50 83 74
8905
PortlandKyGuy
Dynamic MCP Server Claim
Creates custom MCP servers from JSON configuration files that can execute AI-po…
C 68 54 78 57 N/A 68 90 43
8906
Cryptoptimiste
Haloscan MCP Server Claim 2
An MCP server that integrates with the Haloscan SEO API to provide tools for ke…
C 68 55 81 68 30 80 69
8907
AVIMBU
Allows AI models to query and retrieve analytics data from Plausible Analytics …
C 68 55 80 52 27 82 90
8908
pinkpixel-dev
A Model Context Protocol server that allows AI agents to play notification soun…
C 68 55 63 100 N/A 32 95 35
8909
sushma9903
Provides real-world tools for weather data, stock market information, and inter…
C 68 55 72 52 24 81 100
8910
JuanPedroSosa
Weather MCP Server Claim
Provides tools to fetch real-time weather data from the National Weather Servic…
C 68 54 54 61 N/A 28 94 100
8911
Tytt
Enables AI assistants to manage Zentao bugs, requirements, and test cases throu…
C 68 55 72 66 34 76 83
8912
kyuheon-kr
shell-use Claim 1
Let agents use the shell like a human.
C 68 54 68 36 N/A 49 92 95
8913
rijkvanzanten
Directus MCP Server Claim 1
A Model Context Protocol server that allows AI tools to connect to and interact…
C 68 55 59 57 49 81 96
8914
ilil1
Simple MCP Server Claim
A minimal MCP server implementation demonstrating basic tool integration with e…
C 68 55 60 57 42 81 100
8915
droidnext
Enables semantic search across browser bookmarks from Chrome, Firefox, Edge, Op…
C 68 54 60 48 N/A 40 95 96
8916
HelicopterHelicopter
Outline MCP Server Claim 2
An MCP server that enables reading, writing, and searching documents in Outline…
C 68 55 63 63 23 82 99
8917
PaulCailly
A minimal MCP server demonstrating how to build ChatGPT-compatible applications…
C 68 55 66 67 27 82 91
8918
Three-Little-Birds
OpenVSP MCP Server Claim
Enables automated geometry editing and aerodynamic analysis using OpenVSP and V…
C 68 55 48 70 N/A 49 95 77
8919
oxgeneral
Tolk MCP Server Claim 2
MCP server for the Tolk smart contract compiler. Compile, validate, and explore…
C 68 54 57 60 N/A 32 92 94
8920
OnePieceLwc
Mind Map MCP Claim
Automatically generates mind map images from text content using Coze API workfl…
C 68 55 86 66 23 81 68
8921
aasm3535
Enables AI models to search the web using DuckDuckGo, scrape webpage content in…
C 68 55 72 53 27 81 98
8922
nabid-pf
Enables Claude to interact with MongoDB databases through natural language, sup…
C 68 55 72 58 19 81 97
8923
misbahsy
Provides powerful video and audio editing capabilities through FFmpeg, enabling…
C 68 55 78 31 49 81 99
8924
markbustamante77
Playwright MCP Claim 2
A Model Context Protocol server that provides browser automation capabilities u…
C 68 55 57 100 39 81 55
8925
kailashAppDev
Integrate Figma's powerful design capabilities into your applications. Leverage…
C 68 55 66 66 N/A 28 82 89
8926
VectorInstitute
MCP Goodnews Claim 1
A Model Context Protocol server that fetches and ranks positive news articles f…
C 68 55 51 57 70 81 89
8927
ggiraudon
Email MCP Server Claim
Enables interaction with email servers through IMAP protocol for managing email…
C 68 55 80 52 21 81 92
8928
efforthye
Advanced filesystem operations with large file handling capabilities and Claude…
C 68 64 100 60 0 69 87 96
8929
orkuhh
Memory MCP Server Claim
Provides tools for AI agents to manage long-term memories, daily notes, and TOD…
C 68 54 86 28 N/A 30 90 100
8930
vignesh-codes
ai-agents-mcp-pg Claim 1
This repo is an extension of PostgreSQL MCP Server providing functionalities to…
C 68 55 79 45 N/A 33 74 100
8931
CliffsGPT
Alpaca MCP Server Claim
Enables natural language trading operations through Alpaca's Trading API, suppo…
C 68 55 72 43 42 81 100
8932
johnkimdw
Integrates with Freesound.org to enable searching, discovering, and previewing …
C 68 55 76 47 41 80 89
8933
dryeab
MCP Telegram Claim 2
MCP Server for Telegram
C 68 55 77 40 54 80 89
8934
b1997oct
Provides tools for managing todo lists, checking weather, and accessing user in…
C 68 55 78 41 35 80 100
8935
mkowalskizoovu
Weather MCP Server Claim
Enables temperature conversion from Fahrenheit to Celsius through HTTP requests…
C 68 55 66 61 25 81 98
8936
rwxproject
A comprehensive template for building Model Context Protocol servers with FastM…
C 68 55 66 63 21 81 99
8937
chillitray
Integrates LLMs with the Zintlr sales intelligence platform to search for prosp…
C 68 55 84 41 30 78 97
8938
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
8939
cerebralvalley
Enables discovery and submission of AI community events, hackathons, and meetup…
C 68 55 66 60 29 81 94
8940
refined-element
AI agent Lightning payments: pay invoices, L402 auto-pay, API discovery, budgets
C 68 55 90 43 N/A 49 58 94
8941
jilio
An MCP server that enables AI agents to retrieve and analyze error reports from…
C 68 55 39 71 50 83 98
8942
theoklitosBam7
Automatically generates conventional commit messages from staged git changes an…
C 68 55 70 31 70 82 93
8943
stopWarByWar
A simple MCP server for creating and managing notes with support for summarizat…
C 68 54 78 52 N/A 20 87 92
8944
Wladastic
AutoProbeMCP Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
C 68 55 75 82 49 81 44
8945
kingroyalabstergo-agent
Qwery MCP Server Claim
A search engine for AI agents that enables searching, comparing, and discoverin…
C 68 55 70 50 35 82 99
8946
JangHyuckYun
An MCP server for intelligent YouTube video analysis that provides token-optimi…
C 68 55 73 31 64 78 99
8947
simplicianokelly52
comet-mcp Claim 2
An MCP server that connects Claude to Perplexity Comet for agentic web browsing…
C 68 55 63 56 N/A 51 80 91
8948
matthewdcage
A Model Context Protocol (MCP) server for Cursor IDE that simplifies the instal…
C 68 55 66 100 53 81 32
8949
cheungxin
JianDaoYun MCP Server Claim 1
A Model Context Protocol server for JianDaoYun form data management, supporting…
C 68 55 65 100 N/A 20 95 44
8950
loli0123456789
MCP Web Chat Claim
A server that enables WebChat functionality through MCP (Model-Control-Protocol…
C 68 54 74 61 N/A 16 95 82
Showing 8901–8950 of 33537 servers
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