MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 3 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
24551
NimbleBrainInc
Provides access to the Context7 API for searching up-to-date documentation, cod…
81
24552
Tickory MCP Claim 1
Tickory MCP server for Binance scans, alert events, and explainability.
N/A N/A 81
24553
swarmix-mcp Claim
AI client acquisition autopilot. 15 MCP tools for LinkedIn, Email, X, Instagram…
24554
Aws Claw Claim
Provides a comprehensive suite of tools for interacting with AWS services like …
N/A N/A
24555
Ethan-IS
swift-tuist Claim
N/A N/A 95
24556 N/A N/A 95
24557
Astria-Index Claim
AI memory that works like yours. Neural pathway architecture gives your AI pers…
24558
ejmcp
mcp-server Claim
N/A N/A 95
24559
MCP-Mirror
Enables interaction with AWS Amplify Gen2 application data through natural lang…
81
24560
An AI-powered conversational assistant that builds detailed user investment pro…
24561
An AI blog automation server that uses a 'Creative DNA' system to generate pers…
24562
PenTest-duck
Grep.app Search Claim 1
MCP server for https://grep.app
N/A N/A 95
24563
Prompeteer
server Claim
N/A N/A 95
24564
olivier-motium
x-ai-mcp Claim 1
An MCP server that integrates X (Twitter) API access with Grok-powered intellig…
81
24565
A Model Context Protocol server that enables management of RPG Maker MZ and MV …
N/A N/A
24566
An extension-based MCP server that enables AI assistants to control your existi…
N/A N/A
24567
DurkDiggler
Enables LLMs to execute common security testing tools like nmap, sqlmap, hydra,…
81
24568
Adamovskiy
test Claim
N/A N/A 95
24569
attilad
An MCP server that integrates with the BoardGameGeek XML API, allowing Claude t…
81
24570
Look up Gulf Arabic words with pronunciation, example sentences, and cultural c…
24571
Enables AI assistants to resurrect expired domains by fetching archived URLs, s…
24572
An MCP server that uses AI to analyze code diffs and transform vague commit mes…
N/A N/A
24573
Lore Agent Claim
A self-improving knowledge agent that provides local retrieval, web research, a…
24574
A starter project for rapidly developing Model Context Protocol (MCP) servers u…
N/A N/A
24575
A foundational project for quickly developing Model Context Protocol servers us…
N/A N/A
24576
lisearantes
Enables interaction with Azure DevOps Boards through the Model Context Protocol…
81
24577
wangshuai6491
Enables comprehensive PDF analysis and manipulation including page size analysi…
N/A N/A 95
24578
A starter project for rapidly developing Model Context Protocol servers using T…
N/A N/A
24579
Exposes 48 SAP Ariba APIs as Claude-compatible tools for managing procurement, …
24580
bergeramit
Add two numbers instantly and generate friendly greetings on demand. Speed up q…
N/A N/A 95
24581
codingthailand
A template MCP server created with create-xmcp-app that demonstrates structured…
N/A N/A 95
24582
Kroki MCP Claim
A production-ready MCP server scaffold that features built-in authentication, D…
24583
A read-only MCP server that enables users to retrieve and interact with Backlog…
24584
Zenii is a local AI backend with persistent memory, 18 tools, and 114 API route…
24585
Read and manage courses, members, orders, events, posts, and settings for Loopw…
24586
YellowMCP Claim
Reliability intelligence for remote MCP servers. Agent-native discovery for 1,7…
N/A N/A
24587
cloudinary
Upload, organize, search, and transform images, videos, and files with AI-power…
24588
Nealmalhotra
calhacks-2 Claim
N/A N/A 95
24589
consigcody94
Enables AI workflows to integrate with Notion workspaces, supporting page and d…
81
24590
qb-mcp Claim
An MCP server that enables AI agents to interact with QuickBooks Online account…
24591
phoenix581228
An intelligent AI assistant routing and management platform that integrates 107…
N/A N/A 95
24592
An MCP server that automates Aspen Custom Modeler (ACM) via COM, enabling stead…
N/A N/A
24593
Exposes WAVE streaming APIs as tools for AI assistants to manage live streams, …
24594
LexQ Claim
55 MCP tools for managing business rules. Create policy groups, define rules, r…
24595
salwks
SDS MCP Claim
Enables automated project analysis and structured development specification gen…
N/A N/A 95
24596 N/A N/A 95
24597
Personalised AI augmentation system — makes you better at your work, not depend…
24598
gitwhy-mcp Claim
The shared AI context engine for git — save, search, and share the reasoning be…
24599
Enables Claude Code to capture and analyze web page screenshots, responsive lay…
N/A N/A
24600
Provides full access to the Shopify Admin GraphQL API through 75 tools for mana…
Showing 24551–24600 of 30006 servers
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