MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10551
ainightshift
Enables retrieval and analysis of Google Trends data for any search term over t…
C 65 55 60 66 24 81 86
10552
ricleedo
A starter template for building MCP (Model Context Protocol) servers with TypeS…
C 65 55 60 82 N/A 29 95 46
10553
lokeswaran-aj
AWS MCP Server Claim
Enables management and provisioning of AWS resources like EC2, S3, and RDS usin…
C 65 55 78 60 44 81 51
10554
Skmalik768
Enables the generation of educational content such as multiple choice questions…
C 65 54 80 31 N/A 16 92 97
10555
fegizii
Enables access to the Semantic Scholar Academic Graph API for searching and ret…
C 65 55 62 43 44 82 93
10556
shbaek2474
A starter template designed to jumpstart the development of Model Context Proto…
C 65 54 66 63 N/A 27 95 63
10557
jameslovespancakes
MokuPDF Claim
Enables AI applications to read and process PDF files with intelligent file sea…
C 65 54 62 38 N/A 42 90 92
10558
jiantmo
Enables AI assistants to interact with Dynamics 365 Commerce systems through 12…
C 65 55 90 74 19 81 39
10559
Dakkshin
after-effects-mcp Claim 4
MCP Server for Adobe After Effects. Enables remote control (compositions, text,…
C 65 55 57 82 N/A 55 89 36
10560
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
10561
RayaneChCh-dev
Enables intelligent academic paper discovery through ArXiv search and AI-powere…
C 65 55 76 53 21 81 80
10562
neatobandit0
Qt Pilot Claim 1
An MCP server for headless Qt/PySide6 GUI testing that enables AI assistants to…
C 65 54 53 33 N/A 57 90 97
10563
CyprianFusi
MCP Chess Server Claim
Provides Chess.com player data integration, enabling AI assistants to fetch rea…
C 65 55 60 37 44 83 100
10564
Tech-curator
Korean Patent MCP Claim
Enables searching and analyzing Korean patents through the KIPRIS API using nat…
C 65 55 66 46 50 81 82
10565
instructa
mcp-starter Claim
A super simple Starter to build your own MCP Server
C 65 55 66 100 N/A 45 95 2
10566
tamago-labs
XRPL MCP Claim
Enables interaction with XRP Ledger blockchain for managing wallets, creating a…
C 65 55 54 68 28 76 95
10567
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
10568
AkekaratP
Provide comprehensive flight and accommodation search capabilities using the Du…
C 65 55 88 82 N/A 23 81 30
10569
atilaahmettaner
Real-time crypto & stock screening, advanced technical indicators, Bollinger Ba…
C 65 54 66 33 N/A 55 84 89
10570
jigarbhoye04
MATLAB MCP Server Claim
Allows execution of MATLAB code from Python using the MATLAB Engine API, enabli…
C 65 54 66 31 N/A 43 95 88
10571
samson-art
transcriptor-mcp Claim 1
Transcriptor MCP is your choice when you need transcripts and metadata for AI, …
C 65 66 75 71 0 81 80 93
10572
IKoreyoshiI
NetBrain MCP Claim
An open-source network operations integration platform that connects large lang…
C 65 55 66 53 28 77 96
10573
fablefang
Enables AI assistants to automatically log and manage conversation history with…
C 65 55 80 83 22 81 39
10574
pwh-pwh
cal-mcp Claim 1
An MCP server for Mathematical expression calculation
C 65 54 51 47 N/A 41 90 95
10575
tigrisdata
tigris Claim
Tigris is a globally distributed S3-compatible object storage service that prov…
C 65 66 88 52 0 71 86 100
10576
fatwang2
search1api-mcp Claim
Search via search1api (requires paid API key)
C 65 66 84 68 0 74 81 91
10577
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
10578
serkan-ozal
Driflyte MCP server which lets AI assistants query topic-specific knowledge fro…
C 65 66 82 70 0 64 81 100
10579
tadas-github
a2asearch-mcp Claim 1
Search 10,000+ AI agents, MCP servers, and CLI tools via A2ASearch from any MCP…
C 65 55 94 0 N/A 49 81 99
10580
BlackSand-Software
HubSpot MCP Claim
Provides standardized access to HubSpot CRM API for managing contacts, companie…
C 65 55 62 82 53 81 42
10581
xiaochenwin
An MCP service that automatically generates and manages rule files for Trae AI …
C 65 54 66 30 N/A 45 95 88
10582
Xsaven
Vector Memory MCP Claim 1
A secure vector-based memory server that provides persistent semantic memory fo…
C 65 54 60 36 N/A 48 90 90
10583
abel9851
mcp-server-mariadb Claim 1
An mcp server that provides read-only access to MariaDB.
C 65 54 61 27 N/A 58 90 91
10584
juliengrelet
Enables interaction with the Wisembly API to fetch and manage event data, inclu…
C 65 55 54 100 23 81 53
10585
awwaiid
An MCP server for basic local taskwarrior usage (add, update, remove tasks)
C 65 54 59 55 N/A 44 77 90
10586
JahidHasanCO
DeviceMCP Claim
Provides cross-platform device information including system specs, battery stat…
C 65 54 54 47 N/A 27 95 100
10587
needle-ai
needle-mcp Claim
Needle MCP Server for easy RAG.Long-term memory for LLMs.
C 65 66 96 65 0 48 84 97
10588
smithery-ai
mcp-figma Claim 4
A Model Context Protocol server that provides access to Figma API functionality…
C 65 55 69 91 18 78 49
10589
janswist
mcp-dexscreener Claim
Real-time on-chain market prices using open and free Dexscreener API
C 65 55 60 67 29 82 81
10590
emeryray2002
Provides comprehensive security analysis tools for querying the VirusTotal API,…
C 65 55 60 47 37 82 96
10591
burnssa
Afterpaths Claim
Session memory for AI coding agents. Search past sessions, extract rules, and t…
C 65 54 66 52 N/A 31 77 92
10592
functicons
A backend service that provides accurate arithmetic calculation capabilities to…
C 65 55 66 43 34 81 96
10593
effieklimi
A Model Context Protocol server providing LLMs with access to the Ensembl genom…
C 65 55 81 65 50 81 40
10594
Jannled
Doorstop MCP Claim
Enables interaction with the Doorstop requirements management framework, allowi…
C 65 54 60 37 N/A 45 90 95
10595
ggerve
Provides tools for accessing coding style guidelines and best practices for var…
C 65 54 66 25 N/A 37 94 100
10596
DanielBlomma
cortex Claim
Local repo context for coding assistants with semantic search and graph relatio…
C 65 54 72 28 N/A 43 90 87
10597
gulbaki
A Model Context Protocol server that enables LLMs to explore and interact with …
C 65 55 57 58 23 80 100
10598
LinkupPlatform
Search the web in real time to get trustworthy, source-backed answers. Find the…
C 65 66 82 67 0 73 81 93
10599
bradthebeeble
CodeRabbit MCP Server Claim 1
Enables LLMs to retrieve, analyze, and programmatically implement CodeRabbit AI…
C 65 66 90 73 0 46 80 99
10600
shengshengshengbuxi
MySQL MCP Server Claim
Enables interaction with MySQL databases through the Model Context Protocol, al…
C 65 55 60 68 31 76 85
Showing 10551–10600 of 30006 servers
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