MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
24601
doriandarren
An MCP server that enables the automated creation and scaffolding of Python Dja…
D 49 33 27 N/A N/A 25 95
24602
solidus-
Atlassian MCP Claim 1
Managed Code Plugin for Cursor IDE providing integration with Atlassian product…
D 49 44 64 22 19 81
24603
eeshapatel12
Enables management of e-commerce operations including products, customers, and …
D 49 44 62 31 24 71
24604
zcking
MCP Server UniFi Claim
A server implementation that enables natural language interactions with UniFi n…
D 49 44 48 27 40 81
24605
Guiraud
Enables interaction with LimeSurvey API to create and manage surveys, questions…
D 49 44 48 41 19 80
24606
amornpan
Enables language models to read and analyze LINE Bot conversations through a st…
D 49 44 48 45 14 81
24607
idipankan
Provides access to Maersk vessel information including IMO numbers, vessel sche…
D 49 44 60 27 18 81
24608
aem-edge-delivery
A Node.js server that processes mathematical calculations and natural language …
D 49 44 60 26 21 81
24609
jmu
Enables AI assistants to control a browser through Playwright and Cloudflare Wo…
D 49 44 42 43 27 81
24610
kasirajan22
A demonstration .NET 8 Web API that implements the Model Context Protocol with …
D 49 44 48 41 18 81
24611
Cjaimesg
Enables execution of Snowflake stored procedures through the MCP server by prov…
D 49 44 48 23 42 81
24612
nickthelegend
pdf-mcp Claim
D 49 33 30 N/A N/A 18 95
24613
carlmax6632-lab
Keploy Claim
Keploy is an open-source AI-powered testing platform that helps developers achi…
D 49 33 32 N/A N/A 15 95
24614
silverknight404
Enables intelligent data analysis and querying of Snowflake databases through s…
D 49 44 48 41 21 81
24615
electrocucaracha
A lightweight MCP server implementation that provides a simple tool for fetchin…
D 49 44 42 35 35 81
24616
eax
Programmatically generates and saves Gherkin feature files using the Model Cont…
D 49 43 48 27 N/A 20 95
24617
ChutinRop
MCP Study Agent Claim 1
An MCP server that enables users to interact with local documents for education…
D 49 43 27 50 N/A 25 92
24618
jamesrochabrun
A universal server that enables MCP-compatible clients (like Claude Desktop, Cu…
D 49 44 50 7 57 85
24619
synackpwn
Enrichment MCP Server Claim 1
A Model Context Protocol server that performs third-party threat intelligence e…
D 49 44 57 25 24 81
24620
gfuener
A management interface for MCP servers built with Angular 17 and Bootstrap 5.
D 49 43 46 27 N/A 23 95
24621
rickcen01
An advanced MCP server that provides interactive feedback mechanisms with suppo…
D 49 44 42 33 38 81
24622 D 49 33 28 N/A N/A 21 95
24623
annyzhou
GCAL-MCP Claim 1
A Model Context Protocol server that provides read-only access to the Google Ca…
D 49 44 41 27 45 83
24624
vitor-giacomelli
Autonomously discovers non-dilutive funding opportunities from Grants.gov, gene…
D 49 44 42 30 45 81
24625
ayushsinghvi92
MCP server that enables AI assistants to perform SEO automation tasks including…
D 49 44 60 22 22 82
24626
ag2-mcp-servers
An MCP Server that enables users to interact with Google's On-Demand Scanning A…
D 49 44 45 47 21 76
24627
DannyMac180
MCP Think Tool Claim 1
An MCP server that implements the 'think' tool, providing Claude with a dedicat…
D 49 44 45 22 47 81
24628
hoqqun
stooq-mcp Claim
Fetch real-time stock prices from Stooq without API keys. Supports global marke…
D 49 44 60 17 26 84
24629
Arenukvern
mcp_flutter Claim 1
MCP Toolkit for Flutter AI Agent Driven Development (MCP/CLI + custom client si…
D 49 44 39 20 N/A 67 76
24630
nibesh0
Enables comprehensive network security scanning and vulnerability assessment us…
D 49 43 50 26 N/A 19 95
24631
Gnayiak
cursor_mcp_installer Claim 1
cursor\_mcp\_installer
D 49 43 46 12 N/A 40 96
24632
zlinzzzz
finData-mcp-server Claim 1
An MCP server for accessing professional financial data, supporting multiple da…
D 49 44 43 25 48 81
24633
battyht
A platform that integrates and manages APIs from ByteDance's Ocean Engine (巨量引擎…
D 49 44 42 46 24 81
24634
codegraph-ai
codegraph Claim
Semantic code graph: 42 tools, 38 languages. Callers, impact, AI context, memor…
D 49 43 48 0 N/A 62 89
24635
leolilley
Enables complete management of Mailcow email servers through 20 MCP tools inclu…
D 49 44 42 42 25 82
24636
hsm207
A minimal reproduction repository designed to demonstrate and test Chrome exten…
D 49 43 42 28 N/A 27 95
24637
FazcomIA
Enables AI agents to perform automated security testing through Caido, providin…
D 49 44 50 38 24 78
24638
smithery-ai
A Notion workspace is a collaborative environment where teams can organize work…
D 49 55 68 60 0 30 76
24639
ag2-mcp-servers
An MCP Server providing access to Google's Firebase API, allowing natural langu…
D 49 44 45 40 21 83
24640
spideynolove
Memory Bank MCP Claim 1
An MCP server that enables persistent memory, structured thinking sessions, and…
D 48 33 21 N/A N/A 30 95
24641
alexhtruong
Vault MCP Server Claim
Enable secure and efficient management of encrypted data vaults through a stand…
D 48 43 24 55 N/A 25 87
24642
moeru-ai
mcp-launcher Claim
🐳🧩 Easy to use MCP builder & launcher for all possible MCP servers, just like O…
D 48 43 40 26 N/A 29 95
24643
MatthewLaw1
Enables AI agent and task management using the CrewAI framework, allowing users…
D 48 44 48 41 24 71
24644
Nisarg-123-web
A master control program that orchestrates intelligent agents with a plug-and-p…
D 48 43 42 31 N/A 24 92
24645
simovilab
infobus-mcp Claim
Model Context Protocol server enabling AI assistants to access transit informat…
D 48 43 46 25 N/A 19 95
24646
ag2-mcp-servers
An MCP server that enables management of Google Play games via the Google Games…
D 48 44 45 42 21 76
24647
jackdark425
An MCP server that provides comprehensive access to real-time stock quotes, fin…
D 48 44 69 0 35 81
24648
Alex-Kamikaze
Enables interaction with tool data stored in Google Drive Excel files through c…
D 48 44 50 31 26 81
24649
marketlab-agence
Provides a unified API gateway for managing cPanel and WHM hosting environments…
D 48 44 46 41 19 81
24650
cyberlife-coder
Automatically generates structured agile backlogs including epics, features, an…
D 48 44 42 26 42 81
Showing 24601–24650 of 66534 servers
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