MCP Server Quality Scores

Independent quality analysis of 33332 public MCP servers

33332
Discovered
24260
Scored
1285
Verified
16957
Complete

Last updated 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
13451
felores
Airtable MCP Server Claim 2
A Model Context Protocol server that provides tools for programmatically managi…
C 58 66 79 60 0 32 81 94
13452
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
13453
JackKuo666
Enables AI assistants to search academic literature and retrieve detailed metad…
C 58 55 64 27 16 80 98
13454
taciturnaxolotl
traverse Claim
Enables AI models to generate interactive, clickable code walkthrough diagrams …
C 58 66 78 57 0 46 80 85
13455
kvas-it
This server provides an interface for performing basic file system operations s…
C 58 54 56 30 N/A 21 82 98
13456
laptou
An MCP server that provides AI tools with access to Rust documentation from doc…
C 58 55 39 60 23 80 83
13457
ryaker
appstore-connect-mcp Claim 3
MCP server for Apple Store Connect API integration with OAuth authentication su…
C 58 64 85 66 0 45 50 99
13458
ruslankf777
MongoDB MCP Server Claim
Provides a standardized interface for AI assistants to interact with MongoDB da…
C 58 55 60 31 18 81 96
13459
heojay
Smithery Scaffold Claim
Provide a scaffold for building MCP servers with ease. Enable rapid development…
C 58 54 30 51 N/A 19 94 95
13460
narinzar
Handles SQL query execution for a natural language interface to SQLite database…
C 58 54 72 25 N/A 34 88 65
13461
serenichron
Enables interaction with the Procesio automation platform to list, view, and ma…
C 58 66 80 50 0 39 81 100
13462
vipin1000
Enables Claude AI to perform comprehensive file operations including reading, w…
C 58 55 56 33 23 81 95
13463
shoumikdc
Discover the latest arXiv papers by category and keyword. Control how many resu…
C 58 66 76 57 0 34 82 100
13464
arunlakshmikabilan1982
Shopify MCP Server Claim
Enables management of Shopify orders through the Admin REST API, allowing users…
C 58 66 72 68 0 25 81 94
13465
uneco
Git Polite Claim
Enables AI agents to intelligently organize Git changes into clean, focused com…
C 58 55 54 15 56 81 89
13466
abckiran
MCP Server Deepdive Claim 1
A Model Context Protocol server implementation that provides mathematical opera…
C 58 55 39 82 N/A 22 95 40
13467
neeraj-somani
Enables web search capabilities through the Tavily API, allowing users to perfo…
C 58 55 60 30 26 81 89
13468
kytona
Provides access to Sentiment402 market sentiment data for global markets, crypt…
C 58 66 66 71 0 45 81 89
13469
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
13470
yvain13
Enables interaction with ServiceNow CMDB tables through a Model Context Protoco…
C 58 54 56 33 N/A 16 95 85
13471
Acidlambunk
Enables parsing of raw resume text into structured JSON format with organized s…
C 58 55 50 42 26 81 90
13472
E00N777
just a simple test for education
C 58 55 54 27 34 81 92
13473
wonnyboi
A Model Context Protocol server that helps collect and structure project portfo…
C 58 55 59 25 25 80 95
13474
mix0z
Enables AI agents to perform semantic search over codebases by converting natur…
C 58 55 66 82 21 77 29
13475
ch1nhpd
An MCP server that integrates various penetration testing tools, enabling secur…
C 58 54 59 26 N/A 16 95 88
13476
ActiveCampaign
Postmark MCP Server Claim 1
An MCP server implementation that enables sending emails via Postmark email ser…
C 58 66 57 76 0 44 81 92
13477
schogini
This adds a border to an image and returns base64 encoded image
C 58 55 62 43 9 86 76
13478
suraj2906
An MCP server that provides real-time weather alerts, forecasts, stock market d…
C 58 55 57 25 21 81 100
13479
zlatanpham
Anki MCP Server Claim
Enables AI assistants to manage Anki flashcard decks and cards through natural …
C 58 66 66 66 0 55 81 87
13480
leonwgc
Ant Design MCP Server Claim 1
Provides access to Ant Design component library documentation and information f…
C 58 66 80 50 0 37 84 98
13481
Believe-SA
DataDog MCP Server Claim
Enables AI assistants to interact with DataDog's observability platform through…
C 58 55 70 42 38 81 52
13482
Shameerpc5029
Enables Claude to interact with Google Calendar through natural conversation, a…
C 58 55 54 36 22 81 92
13483
BACH-AI-Tools
Ioc Search MCP Server Claim 1
Enables comprehensive threat analysis for Indicators of Compromise (IoCs) inclu…
C 58 55 54 60 45 78 48
13484
thechandanbhagat
Demo MCP Server Claim
A demonstration server designed to showcase core Model Context Protocol (MCP) p…
C 58 55 60 25 24 83 93
13485
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
13486
Yuki10Kobayashi
A Model Context Protocol server that integrates with VOICEVOX engine to provide…
C 58 54 33 50 N/A 46 87 79
13487
MisterSandFR
Manage Supabase projects end to end across database, auth, storage, realtime, a…
C 57 66 86 41 0 31 81 99
13488
EyevinnOSC
MCP Server for Eyevinn Open Source Cloud API, enabling creation of solutions ba…
C 57 66 51 62 0 66 81 90
13489
ScrapeGraphAI
scrapegraph-mcp Claim
AI-powered web scraping and data extraction capabilities through ScrapeGraph API
C 57 66 86 41 0 57 73 90
13490
Hale2000
mcp-mybatis Claim
A MyBatis configuration validation tool that checks for consistency between Jav…
C 57 54 48 35 N/A 30 90 82
13491
antonioevans
RunPod MCP Server Claim
Enables interaction with the RunPod REST API to manage GPU pods, serverless end…
C 57 66 66 65 0 42 78 92
13492
hunterCM
An MCP server that integrates with Microsoft Copilot Studio to deliver random j…
C 57 55 45 17 46 83 100
13493
laksh-krishna-sharma
Weather MCP Server Claim
A Model Context Protocol (MCP) server that provides real-time weather alerts an…
C 57 55 60 31 24 81 86
13494
bscarberry
A production-ready MCP server built with Node.js and Express that supports remo…
C 57 55 66 0 35 83 100
13495
devyhan
Xcode MCP Server Claim 3
A Model Context Protocol server that provides tools for Xcode-related operation…
C 57 54 45 53 N/A 50 84 53
13496
junmer
LottieFiles Server Claim
Search and retrieve Lottie animations effortlessly. Access detailed information…
C 57 66 78 52 0 40 81 92
13497
wearzdk
SeeDream Image MCP Claim
Generates high-quality images using Volcano Engine's SeeDream 4.0 model with AI…
C 57 66 78 68 0 41 81 72
13498
wirdes
db-mcp-tool Claim 1
A powerful Model Context Protocol (MCP) tool for exploring and managing differe…
C 57 55 60 82 37 81 11
13499
wangyafu
Haiguitang MCP Server Claim 1
An MCP server that allows users to play the 'Turtle Soup' puzzle game with LLMs…
C 57 55 41 82 N/A 22 95 35
13500
shaymc3
Hebcal MCP Server Claim
Provides access to Jewish holiday calendars and Shabbat candle lighting and Hav…
C 57 55 48 27 24 83 100
Showing 13451–13500 of 33332 servers
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