MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
8701
QianYin-Zhou
trae-swagger-mcp Claim
Enables Trae IDE to parse and query Swagger/Knife4j API documentation by conver…
C 68 54 78 72 N/A 32 82 61
8702
HaroldLeo
Integrates Google Flights data into AI workflows for natural language flight se…
C 68 55 80 43 42 81 89
8703
yujaeyun
learnlog-mcp Claim
C 68 54 56 56 N/A 41 92 92
8704
realwigu
mcp-doctor Claim
Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude C…
C 68 55 72 25 N/A 72 80 100
8705
spartanz51
imagegen-mcp Claim 1
MCP server for OpenAI Image Generation & Editing — text-to-image, image-to-imag…
C 68 54 57 66 N/A 28 95 88
8706
robertsapunarich
A Cloudflare Workers-based deployment that implements the Model Context Protoco…
C 68 55 72 56 26 81 95
8707
alexandrebagio
SWAPI Server Claim
Provide seamless access to Star Wars API data for your applications. Fetch, man…
C 68 54 56 57 N/A 29 92 100
8708
dmaznest
BrowserCat MCP Server Claim 1
Provides cloud-based browser automation capabilities that allow LLMs to interac…
C 68 55 72 66 20 71 100
8709
piekstra
Enables AI assistants to interact with New Relic monitoring and observability d…
C 68 55 60 38 66 81 100
8710
arjunkmrm
Tic-Tac-Toe Claim
Play tic‑tac‑toe right from your chat and track turns effortlessly. Start a new…
C 68 55 66 61 N/A 26 81 99
8711
aoki-collabo
A lightweight MCP server built with Hono and Cloudflare Workers that provides a…
C 68 55 60 70 50 83 74
8712
Nicolasvegam
Boma MCP Claim 1
An MCP server designed to manage meeting room reservations on the Boma platform…
C 68 55 63 60 35 76 100
8713
philschmid
Provides tools to search and retrieve Google Gemini API documentation with full…
C 68 54 66 33 N/A 59 92 92
8714
ttpears
MySQL Explorer Claim
An intelligent MySQL MCP Server with expert data analytics capabilities and com…
C 68 55 84 75 N/A 41 81 46
8715
StuMason
Enables interaction with Coolify applications and resources through the Coolify…
C 68 55 50 82 31 81 90
8716
w-jeon
mcp-brave-search Claim 1
brave search
C 68 55 78 61 22 81 87
8717
jikime
Provides access to Naver Search APIs, allowing AI agents to search across multi…
C 68 55 60 75 19 81 97
8718
DeepakJangra239
Enables fast code analysis and navigation through hybrid semantic search, graph…
C 68 54 72 31 N/A 45 95 96
8719
mharnett
bing-ads Claim 3
MCP server for Microsoft Advertising (Bing Ads) — campaigns, keywords, and repo…
C 68 54 63 63 N/A 50 63 99
8720
nanoseil
A Model Context Protocol server that enables running and managing long-running …
C 68 55 63 100 N/A 27 82 51
8721
cbunting99
Kiro MCP Memory Claim
An enhanced MCP server that provides intelligent memory and task management for…
C 68 54 70 33 N/A 41 95 100
8722
NimbleBrainInc
Bash MCP Server Claim 1
An MCP server that enables the execution of arbitrary bash commands and returns…
C 68 55 59 58 63 69 94
8723
idsts2670
Alpaca MCP Server Claim
Enables natural language trading operations through AI assistants using Alpaca'…
C 68 55 72 42 50 78 99
8724
Sugatraj
BrowserTools MCP Claim
A browser monitoring and interaction tool that enables AI applications to captu…
C 68 54 60 43 N/A 45 95 96
8725 C 68 55 80 75 N/A 24 95 49
8726
latecheckout
Enables content generation and style application using Jasper AI's marketing pl…
C 68 55 60 66 29 81 98
8727
developzir
gepa-mcp Claim
MCP server integrating GEPA (Genetic-Evolutionary Prompt Architecture) for auto…
C 68 54 78 31 N/A 49 95 85
8728
ResakaGit
mcp-glassbox Claim 1
An MCP server that enables running tests and retrieving filtered telemetry summ…
C 68 54 51 65 N/A 40 90 89
8729
b1997oct
Provides tools for managing todo lists, checking weather, and accessing user in…
C 68 55 78 41 35 80 100
8730
xucodeboy
Provides comprehensive MySQL database operations including CRUD, performance op…
C 68 55 78 45 45 81 84
8731
dinesh-nalla-se
Chrome DevTools MCP Claim 1
MCP server for Chrome DevTools
C 68 54 65 25 N/A 70 90 96
8732
Olson3R
Confluence MCP Server Claim 2
A Model Context Protocol server that provides secure access to Atlassian Conflu…
C 68 55 75 57 23 80 95
8733
cerebralvalley
Enables discovery and submission of AI community events, hackathons, and meetup…
C 68 55 66 60 29 81 94
8734
agenthotspot
Enables AI agents to search and discover over 6,000 curated MCP connectors from…
C 68 55 64 43 54 82 98
8735
pscheit
An MCP server that utilizes Trello as a knowledge base for storing, searching, …
C 68 55 63 62 42 78 93
8736
sam2332
Generates customizable placeholder images with configurable dimensions, colors,…
C 68 55 54 100 N/A 32 95 46
8737
MammothGrowth
dbt CLI MCP Server Claim
A Model Context Protocol (MCP) server that wraps the dbt CLI tool, enabling AI …
C 68 55 72 56 42 77 88
8738
hxie-pallas
Strava Training MCP Claim 1
Provides comprehensive access to Strava API for marathon training and race anal…
C 68 55 60 82 45 81 66
8739
thirdstrandstudio
XPath Server Claim 1
Execute XPath queries on XML and HTML content effortlessly. Fetch and query dat…
C 68 55 71 50 N/A 44 81 92
8740
jahfer
JMAP MCP Server Claim
JMAP MCP Server
C 68 55 86 70 45 81 46
8741
Y1L1N10
XMind Generator MCP Claim 1
An MCP server that enables users to generate structured XMind mind maps with hi…
C 68 54 51 62 N/A 58 89 83
8742
kajidog
VOICEVOX TTS MCP Claim
A text-to-speech MCP server that enables AI assistants to speak using the VOICE…
C 68 55 80 32 54 81 91
8743
JamesANZ
prediction-market-mcp Claim 1
An MCP server that provides real-time prediction market data from multiple plat…
C 68 55 51 61 57 82 94
8744
hookdeck
hookdeck-cli Claim
CLI for Hookdeck: forward webhooks to localhost (ngrok alternative), manage and…
C 68 54 76 0 N/A 85 91 97
8745
0xikarus
Enables management of Linear kanban boards, projects, and issues directly throu…
C 68 55 72 57 25 80 98
8746
overstarry
qweather-mcp Claim
a qweather mcp server
C 68 54 54 68 N/A 33 83 98
8747
carlosarmenta75
Enables CRUD operations and schema exploration on Microsoft Dataverse databases…
C 68 55 78 50 27 76 99
8748
bunasQ
Brainrot MCP Claim
Automatically plays Subway Surfers gameplay in the background during coding ses…
C 68 54 68 56 N/A 26 95 85
8749
nicholmikey
An MCP server that provides tools for interacting with Chrome through its DevTo…
C 68 55 57 62 43 81 97
8750
theoklitosBam7
Automatically generates conventional commit messages from staged git changes an…
C 68 55 70 31 70 82 93
Showing 8701–8750 of 30006 servers
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