MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 25 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13351
billumi
A tutorial-based MCP server that fetches real-time weather data from the OpenWe…
C 58 55 56 17 42 80 96
13352
otey247
Zoo MCP Server Claim
A FastMCP-based server that provides tools for retrieving animal species lists …
C 58 55 58 15 42 83 93
13353
sandovalmedeiros
MCP Agentic RAG Claim
Enables querying a vector database of machine learning FAQs and performing web …
C 58 54 48 27 N/A 24 95 96
13354
ch1nhpd
An MCP server that integrates various penetration testing tools, enabling secur…
C 58 54 59 26 N/A 16 95 88
13355
CharlesAD
Enables AI assistants to read unread Gmail messages and create properly threade…
C 58 54 48 31 N/A 19 90 98
13356
shwetalsoni
Provides tools for interacting with Jupyter notebooks, allowing users to read, …
C 58 54 48 33 N/A 21 95 89
13357
ahrefs
Ahrefs MCP Server Claim 1
A Model Context Protocol server that connects Claude desktop and other compatib…
C 58 64 77 62 0 35 95 72
13358
ks0318-p
An MCP server that plays notification sounds when AI coding assistants like Win…
C 58 55 45 82 N/A 16 95 39
13359
Warnes-Innovations
obo-mcp Claim 1
An MCP server designed for managing One-By-One (OBO) review sessions through sp…
C 58 54 45 31 N/A 30 92 92
13360
RBLPaul-coder
MCP Calculator Claim 1
A simple Model Context Protocol (MCP) server that provides basic calculation fu…
C 58 55 72 25 24 83 80
13361
ramaiyaKushal
AVA MCP Server Claim
A custom MCP server that provides AI applications with access to an Artificial …
C 58 55 50 22 43 81 97
13362
jacklenzotti
PullPush Reddit Claim
Search Reddit comments and submissions via PullPush.io with filtering by subred…
C 58 55 68 0 N/A 55 81 93
13363
GodModeArch
Provides Philippine License to Sell (LTS) verification data from official DHSUD…
C 58 66 60 65 0 53 81 94
13364
abhiemj
A local MCP server that generates animations using Manim.
C 58 54 48 28 N/A 39 87 89
13365
xiaobenyang-com
whois-mcp Claim
A WHOIS domain name query server based on Model Context Protocol (MCP), support…
C 58 64 72 65 0 45 95 66
13366
hypermoose
FeedbinMCP Claim 1
An MCP server that enables users to interact with their Feedbin RSS account dir…
C 58 55 49 37 27 78 100
13367
skemacms
The official Model Context Protocol server for Skema CMS, enabling AI clients t…
C 58 66 78 50 0 41 82 100
13368
GravityPhone
MongoDB-integrated MCP server for documenting and analyzing LLM safety challeng…
C 58 66 84 58 0 38 76 86
13369
schogini
This adds a border to an image and returns base64 encoded image
C 58 55 62 43 9 86 76
13370
netologist
Bear Notes MCP Server Claim 1
A Model Context Protocol server that provides Claude with access to search, ret…
C 58 54 47 31 N/A 21 95 92
13371
upamune
human-mcp Claim 1
An MCP server that allows AI assistants to utilize human capabilities by sendin…
C 58 54 47 25 N/A 43 92 86
13372
Pakvothe
i1n Claim
Agent-complete localization: extract strings, push keys, AI-translate, pull typ…
C 58 55 66 0 N/A 50 81 99
13373
futhgar
A minimal, well-structured starter template for building Model Context Protocol…
C 58 54 60 0 N/A 45 89 99
13374
shoumikdc
Discover the latest arXiv papers by category and keyword. Control how many resu…
C 58 66 76 57 0 34 82 100
13375
ChandrahaasJ
An MCP server that implements Retrieval-Augmented Generation to efficiently ret…
C 58 55 39 56 18 81 93
13376
weiwarren
Provides comprehensive documentation about AWS AgentCore framework to GenAI too…
C 58 54 56 22 N/A 21 95 93
13377
DeepSeekMine
A PDF processing server that extracts text via normal parsing or OCR, and retri…
C 58 54 48 28 N/A 18 95 98
13378
Search-Atlas-Group
SearchAtlas Claim
SEO, content generation, PPC, keyword research, site auditing, authority buildi…
C 58 64 60 72 0 54 75 91
13379
PabloLec
KeyProbe Claim
Audit certificates and keystores to surface expiry risks, weak algorithms, and …
C 58 54 40 26 N/A 45 95 88
13380
SpringMT
A Model Context Protocol (MCP) compliant server that allows Large Language Mode…
C 58 55 48 35 41 81 86
13381
kytona
Provides access to Sentiment402 market sentiment data for global markets, crypt…
C 58 66 66 71 0 45 81 89
13382
rkram90
My UV MCP Server Claim
A basic demonstration MCP server that provides a simple greeting tool, showcasi…
C 58 54 56 17 N/A 25 95 97
13383
Kyure-A
mcp-booth Claim
Booth.pm
C 58 55 38 82 N/A 35 95 34
13384
JunLovin
Said MCP Claim 1
A MCP server that provides real-time weather information for any city through a…
C 58 55 41 52 23 81 89
13385
ctvidic
Strava MCP Server Claim 2
A Model Context Protocol server that enables language models to interact with S…
C 58 55 45 43 31 78 92
13386
alperenkocyigit
Enables analysis of academic author networks and research collaborations by ret…
C 58 55 64 26 19 81 95
13387
fencith
Provides AI assistants with access to the OpenViking knowledge base for semanti…
C 58 54 58 31 N/A 25 90 82
13388
Dali1789
BMAD MCP Server Claim 1
Provides intelligent agent routing with 5 specialized AI agents (analyst, archi…
C 58 55 60 35 66 71 64
13389
hirofumitorato
Discover anime and manga titles through keyword searches to find your next favo…
C 58 66 90 74 0 30 81 60
13390
clipsense
Enables AI-powered analysis of mobile app bug videos through screen recordings.…
C 58 66 90 56 0 26 81 90
13391
MBratkowski
Koleo MCP Server Claim 1
An MCP server that provides access to the Koleo API for Polish train timetables…
C 58 55 45 42 30 80 93
13392
cuongpham2107
Word MCP Server Claim
A Python application that allows creating and editing Microsoft Word (.docx) do…
C 58 54 54 31 N/A 18 95 84
13393
aizukanne
ihyee-mcp Claim 2
An MCP server that provides AI assistants with web search and intelligence capa…
C 58 55 75 0 45 81 92
13394
koido
gnomAD MCP Server Claim
Provides a programmatic interface to the Genome Aggregation Database (gnomAD) A…
C 58 55 48 27 43 82 91
13395
a-ddollar-cs
An educational example demonstrating how to build MCP servers in Python using F…
C 58 54 48 22 N/A 29 95 98
13396
didlawowo
datadog Claim
provide access to monitor and cluster logs from datadog
C 58 55 54 43 28 78 81
13397
WhenjaySun
MCP Time Server Claim
Provides current time information with support for multiple IANA timezones, def…
C 58 55 48 35 24 81 100
13398
soundrolling
Enables management of companies, contacts, and related CRM data through the Med…
C 58 66 72 73 0 23 81 90
13399
neeraj-somani
Enables web search capabilities through the Tavily API, allowing users to perfo…
C 58 55 60 30 26 81 89
13400
bandageok
A unified local API gateway providing caching, rate limiting, and full Model Co…
C 58 55 94 27 25 81 47
Showing 13351–13400 of 54421 servers
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