MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 4 hours, 24 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10351
317431629
3dsmax-mcp Claim 1
Enables AI assistants to directly control Autodesk 3ds Max through natural lang…
C 65 54 72 53 N/A 45 87 62
10352
alohays
openai-tool2mcp Claim 1
A lightweight bridge that wraps OpenAI's built-in tools (like web search and co…
C 65 55 74 70 56 80 38
10353
le-yo
MCP Weather Server Claim
A simple server that implements the Model Context Protocol, allowing AI models …
C 65 55 48 66 26 81 100
10354
hiono
MCP-CMake Claim
A Gradio-based MCP server for comprehensive CMake project management that enabl…
C 65 55 62 56 35 81 88
10355
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
10356
Sasuke-inu
Analyzes app screenshots to identify UI/UX issues, compare designs with impleme…
C 65 55 72 35 40 81 93
10357
moosin76
Provides tools for AI assistants to explore and interact with MariaDB databases…
C 65 55 80 61 22 78 71
10358
petekmet
MCP Datastore Server Claim 2
An MCP server that enables interaction with Google Firestore in Datastore mode …
C 65 55 71 55 24 76 89
10359
saurabhsharma2u
search-console-mcp Claim 1
An MCP server to interact with Google Search Console and Bing Webmasters.
C 65 54 49 38 N/A 80 83 87
10360
Comzee
A comprehensive MCP server that provides Claude AI with full access to YouTube …
C 65 66 84 71 0 64 81 91
10361
WoodsGao
Trade MCP Server Claim
Provides real-time investment news, technical analysis via TA-Lib, and Binance …
C 65 55 72 50 25 81 87
10362
QBT-Labs
openmm-mcp Claim 1
AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DE…
C 65 55 76 0 77 81 100
10363
tzafrir
A FastMCP server implementation that provides a standardized interface for acce…
C 65 55 82 36 30 81 86
10364
panz2018
FastAPI MCP SSE Claim 1
A Server-Sent Events implementation using FastAPI framework that integrates Mod…
C 65 55 76 26 45 81 94
10365
yusuferenkt
A JSON-based database MCP server with JWT authentication that enables user mana…
C 65 55 72 75 N/A 23 95 45
10366
hollanddd
Enables AI agents to access comprehensive Pokémon data through PokeAPI, includi…
C 65 55 54 62 23 81 100
10367
Kiruthick7
Enables publishing blog posts directly to Dev.to through the Model Context Prot…
C 65 54 56 40 N/A 42 95 92
10368
alexandru2882
Enables fetching visible text content and extracting all links from web pages t…
C 65 55 66 82 N/A 18 95 45
10369
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
10370
XiangWanggithub
Enables AI assistants to manage Gmail accounts through natural language for tas…
C 65 55 60 43 43 80 100
10371
attaelahi
CodeSense MCP Claim
Provides semantic code intelligence to help users search, navigate, and analyze…
C 65 54 70 30 N/A 45 87 92
10372
ravikant1918
Upstox MCP Server Claim 1
A MCP server exposing Upstox market, technical, and account data as MCP tools f…
C 65 55 57 43 N/A 61 80 88
10373
jezweb
Enables AI assistants to search, validate, and retrieve Australian postcode and…
C 65 55 78 35 22 84 98
10374
tcpipuk
MCP Server Claim 1
A server that enables AI assistants like Claude to safely run Python code and a…
C 65 55 90 32 43 82 72
10375
knishioka
Cost Management MCP Claim 1
An MCP server for unified cost tracking and analysis across AWS, OpenAI, and An…
C 65 55 85 57 60 81 36
10376
KunihiroS
Captures screenshots and saves them to file paths specified by client applicati…
C 65 54 68 35 N/A 24 95 94
10377
nxGnosis
Provides tools to fetch up-to-date visa and immigration information for various…
C 65 55 60 100 28 81 39
10378
IKoreyoshiI
NetBrain MCP Claim
An open-source network operations integration platform that connects large lang…
C 65 55 66 53 28 77 96
10379
Devansh-365
A Python-based MCP server that enables AI assistants to search for infographics…
C 65 55 72 46 27 81 93
10380
RossH121
Discord MCP Server Claim 2
An MCP server that allows Claude to interact with Discord by providing tools fo…
C 65 55 63 58 16 80 99
10381
yodakeisuke
This MCP server provides persistent memory integration for chat applications by…
C 65 55 78 82 17 81 48
10382
benbonn
An MCP server that allows Copilot Studio and GitHub Copilot to generate differe…
C 65 55 41 67 55 80 87
10383
pickstar-2002
Video Clip MCP Claim 2
A Model Context Protocol server that provides video manipulation capabilities, …
C 65 55 57 60 41 78 88
10384
jasonwilbur
cloud-cost-mcp Claim 1
Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ inst…
C 65 66 96 55 0 67 83 90
10385
gregpriday
Memory MCP Claim 1
An MCP server that provides AI assistants with persistent, semantic memory usin…
C 65 55 45 100 35 81 56
10386
TGM-Ventures
Enables AI agents to interact with BeeBoo's human-in-the-loop infrastructure fo…
C 65 55 96 0 46 82 100
10387
shiguri-01
Fusion MCP Claim 1
A Model Context Protocol server that connects LLMs with Autodesk Fusion, enabli…
C 65 54 59 36 N/A 42 95 93
10388
GalvinGao
A Model Context Protocol server that enables users to manage translations for t…
C 65 55 63 48 43 80 91
10389
netflyapp
Enables management of FluentCRM marketing automation directly from Cursor, incl…
C 65 55 94 65 28 81 39
10390
huanongfish
ArXiv MCP Server Claim 1
Enables AI assistants to search and access arXiv research papers through a simp…
C 65 55 78 74 43 81 38
10391
juyitingmcp
聚义厅MCP Claim
An AI personality collaboration tool based on Model Context Protocol (MCP) that…
C 65 55 60 100 56 81 17
10392
j1c4b
Enables algorithmic stock trading analysis by combining ARIMA, ARIMA-GARCH, and…
C 65 55 96 26 19 81 90
10393
Zerosks471
PyWeatherMCP Claim
Provides weather information for US locations using the National Weather Servic…
C 65 55 72 26 47 81 100
10394
markuskreitzer
Enables LLMs like Claude to interact with PicoScope oscilloscopes for signal ac…
C 65 54 72 31 N/A 29 92 92
10395
mhalle
Datasette MCP Claim 1
A Model Context Protocol server that provides read-only access to Datasette ins…
C 65 55 65 51 24 82 94
10396
fnlearner
Fetches and structures Ant Design v4 component documentation into JSON format, …
C 65 54 42 51 N/A 46 95 94
10397
tigrisdata
Tigris MCP Server Claim
Tigris MCP Server
C 65 66 88 52 0 71 86 100
10398
Voidious
A lightweight, multi-tenant blob storage and diff server that helps LLM coding …
C 65 55 72 37 37 82 95
10399
laxmimerit
Provides access to real-time stock prices, financial statements, news, and opti…
C 65 55 68 26 59 80 97
10400
shengshu-ai
Vidu MCP Claim
Provides access to Vidu's video generation models for creating high-quality vid…
C 65 55 72 43 45 80 81
Showing 10351–10400 of 67197 servers
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