MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

33641
Discovered
28634
Scored
2047
Verified
16957
Complete

Last updated 27 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10301
accelizero
Provides stock market data and computes technical indicators like EMA, MACD, an…
C 65 55 72 61 19 82 79
10302
TheSuperColony
supercolony Claim
Agent swarm intelligence — real-time feed and consensus signals from 140+ AI ag…
C 65 64 72 73 0 63 95 92
10303
HgDeveloper13
Enables interaction with Google Sheets, Docs, and Drive to manage spreadsheets,…
C 65 55 68 38 40 80 99
10304
Aeolun
Repomix MCP Server Claim 2
An MCP server that packs repositories into AI-friendly files using the Repomix …
C 65 55 63 62 21 80 91
10305
gulbaki
A Model Context Protocol server that enables LLMs to explore and interact with …
C 65 55 57 58 23 80 100
10306
longyi1207
Glean MCP Server Claim 3
An MCP server that integrates the Glean API to provide search results and chatb…
C 65 55 63 62 14 78 97
10307
stockmcp
Provides comprehensive data for A-shares, Hong Kong, and US stocks alongside cr…
C 65 55 66 31 70 81 84
10308
LiamConnell
arXiv MCP Server Claim
Enables searching, downloading, and managing academic papers from arXiv.org thr…
C 65 55 62 57 21 81 93
10309
SeoNaRu
Persona MCP Server Claim
AI-powered persona analysis and Focus Group Interview (FGI) system that creates…
C 65 55 72 58 21 81 79
10310
dileepgaganr
Integrates with Robinhood API and LLMs like Perplexity to provide AI-powered po…
C 65 55 50 66 21 81 100
10311
alexandresanlim
Mempool MCP Server Claim 1
A Model Context Protocol server that provides real-time Bitcoin blockchain and …
C 65 55 45 100 41 81 49
10312
ysydhc
TeamMemory Claim
Team experience database - let AI accumulate, retrieve and apply team knowledge…
C 65 54 66 41 N/A 52 81 84
10313
Devansh-365
A Python-based MCP server that enables AI assistants to search for infographics…
C 65 55 72 46 27 81 93
10314
pwh-pwh
cal-mcp Claim 1
An MCP server for Mathematical expression calculation
C 65 54 51 47 N/A 41 90 95
10315
sjanaX01
weather-mcp-server Claim
weather-mcp-server
C 65 55 62 41 44 81 99
10316
MusaddiqueHussainLabs
mhlabs_mcp_tools Claim 1
An MCP server that provides text preprocessing, NLP components, and document an…
C 65 54 45 48 N/A 58 90 89
10317
hasmcp
hasmcp-ce Claim
HasMCP Community Edition
C 65 54 92 43 N/A 50 90 41
10318
pkgxdev
pkgx MCP Claim 1
A Model Context Protocol server that allows AI to run any Open Source tool via …
C 65 54 47 56 N/A 32 95 90
10319
diegofornalha
Habilite recursos poderosos de pesquisa na web e extração de conteúdo. Realize …
C 65 54 72 40 N/A 17 95 89
10320
KunihiroS
Captures screenshots and saves them to file paths specified by client applicati…
C 65 54 68 35 N/A 24 95 94
10321
atikant-sql
Enables Claude to access and analyze your Strava activities through OAuth authe…
C 65 54 66 38 N/A 25 95 94
10322
zeatful
A FastMCP server that provides tools for querying and filtering people data fro…
C 65 55 74 41 22 81 99
10323
ronniemh
Phrases MCP Server Claim
An elegant MCP server that lets users manage inspirational phrases directly thr…
C 65 55 60 60 19 81 99
10324
jiayao
mcp-chess Claim 1
A MCP server playing chess against LLMs.
C 65 54 53 38 N/A 42 92 99
10325
MaxiGarcia13
My First MCP Claim
A simple tutorial MCP server that provides a basic addition tool for adding two…
C 65 55 66 47 27 81 97
10326
handoing
A lightweight MCP service that enables programmatic downloading of Instagram vi…
C 65 55 68 100 N/A 20 89 26
10327
instructa
MCP Starter Claim
A foundation for building custom local Model Context Protocol (MCP) servers tha…
C 65 55 66 100 N/A 45 95 2
10328
prestonfong
A TypeScript server that provides web search and content fetching capabilities …
C 65 55 86 35 23 81 90
10329
Sasuke-inu
Analyzes app screenshots to identify UI/UX issues, compare designs with impleme…
C 65 55 72 35 40 81 93
10330
chandanduttaind-sys
A foundational Model Context Protocol server demonstrating core functionality t…
C 65 54 66 28 N/A 47 91 95
10331
waynebaby
MCP Token Bridge Claim
Bridges MCP tool calls with OpenAI-compatible HTTP endpoints, allowing MCP clie…
C 65 55 72 61 25 81 74
10332
yonaka15
Enables parsing, downloading, and converting HLS (m3u8) streaming media through…
C 65 55 72 43 25 81 98
10333
re-rank
Integrates Korea's government digital design system (KRDS) with AI assistants, …
C 65 54 72 56 N/A 26 95 62
10334
Zerosks471
PyWeatherMCP Claim
Provides weather information for US locations using the National Weather Servic…
C 65 55 72 26 47 81 100
10335
albertlab0
ghidraMCP Claim
An Model Context Protocol server that enables LLMs to autonomously reverse engi…
C 65 54 66 31 N/A 46 90 92
10336
chrishart0
searchconsole-mcp Claim
Provides read-only access to Google Search Console data, allowing AI assistants…
C 65 55 64 32 48 83 97
10337
jimmyjoe009
OpenF1 MCP Server Claim
Enables access to Formula 1 data from the openF1.org API, including driver info…
C 65 55 84 28 19 83 100
10338
mschneider82
openweather Claim
A simple MCP service that provides current weather and 5-day forecast using the…
C 65 55 62 43 45 86 89
10339
ricleedo
A starter template for building MCP (Model Context Protocol) servers with TypeS…
C 65 55 60 82 N/A 29 95 46
10340
voitta-ai
A Model Context Protocol gateway that connects to RFK Jr-related endpoints, sup…
C 65 54 84 23 N/A 19 95 92
10341
monteslu
vibe-eyes Claim
description: "An MCP server that enables LLMs to 'see' what's happening in br…
C 65 55 72 70 N/A 54 90 31
10342
jgamblin
A server that retrieves CVE details from the NVD API and fetches EPSS scores to…
C 65 55 66 35 39 82 100
10343
TGM-Ventures
Enables AI agents to interact with BeeBoo's human-in-the-loop infrastructure fo…
C 65 55 96 0 46 82 100
10344
TermiX-official
Binance MCP Server Claim
A backend service that enables interaction with the Binance exchange API, allow…
C 65 55 54 71 27 81 85
10345
CyprianFusi
Provides retrieval-augmented generation (RAG) capabilities by ingesting various…
C 65 55 72 31 43 81 96
10346
chenningling
A tool that enables creating and querying Apple Reminders through natural langu…
C 65 54 78 33 N/A 39 95 71
10347
perplexityai
Provides AI assistants with real-time web search, reasoning, and research capab…
C 65 66 78 77 0 64 82 91
10348 C 65 54 66 28 N/A 30 95 100
10349
heok-yongssun
FreeCAD MCP Claim
Enables control of FreeCAD CAD software from Claude Desktop through natural lan…
C 65 55 74 28 47 81 96
10350
ricleedo
A starter template for building custom MCP servers that can integrate with Clau…
C 65 55 60 100 28 81 43
Showing 10301–10350 of 33641 servers
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