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qualityA
maintenanceA tool for vibecoding personnel and non-programmers to perform static code audit, query knowledge graph, and generate project documentation via MCP protocol.
3
MIT
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"A search for a song on YouTube" matching MCP servers:
- FlicenseNot gradedqualityDmaintenanceEnforces a rigorous spec-driven engineering workflow for AI coding assistants, requiring requirements, design, and task planning before any code is written.
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- AlicenseAqualityFmaintenanceMCP server for AI Diagram Maker — generate software engineering diagrams from natural language, code, ASCII diagram, images, or Mermaid. Inline diagram rendering using MCP apps UI and diagram URL in responses. Works with Cursor, Claude Desktop, Claude Code, and any MCP-compatible AI.5498MIT
- AlicenseAqualityCmaintenanceA read-only MCP server that gives AI agents access to Sparx Enterprise Architect models, enabling search, navigation, and reading of elements, packages, scenarios, and connectors from .qea exports without a running EA instance.11European Union Public 1.2
- AlicenseAqualityBmaintenancediagramzu-mcp lets an AI client (Claude, Cursor, ChatGPT, etc.) author Mermaid diagrams in a shared workspace that a team can read, comment on, embed, and present at a clean URL — rather than just generating a one-off diagram. Hosted endpoint https://mcp.diagramzu.ai/mcp or local npx -y @diagramzu/mcp. Also listed in the official MCP registry as ai.diagramzu/mcp.1481MIT
- AlicenseAqualityBmaintenanceEnables AI agents to design cloud architectures, run cost/performance simulations, and draw them on a Pinpole canvas directly from Claude Code, Cursor, and OpenAI Codex.923MIT
- AlicenseAqualityCmaintenanceThis MCP server enables AI models to analyze local Python codebases using abstract syntax trees, providing tools for file structure analysis, symbol search, import graphing, docstring auditing, and refactoring prompts without loading entire source files into context.45MIT
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IcePanel MCP Serverofficial
AlicenseNot gradedqualityDmaintenanceEnables interaction with IcePanel for architectural diagram management via MCP clients, such as Claude Desktop, Cursor, and Windsurf. Deprecated in favor of a remote MCP server.2815MIT
Vibgrate AI Contextofficial
AlicenseNot gradedqualityAmaintenanceLocal-first MCP server that gives AI assistants codebase intelligence—code graph, drift analysis, vulnerability attribution, and version-correct library docs—all from the user's machine.2,1583Apache 2.0- AlicenseNot gradedqualityCmaintenanceProfessional AI-powered architecture diagram generator with multi-cloud support and MCP server integration. Generates beautiful, accurate diagrams with provider-specific icons for AWS, Azure, GCP, Kubernetes, and more.10MIT
coderadiusofficial
AlicenseNot gradedqualityAmaintenanceEnables AI agents to query architecture context, data contracts, and blast radius to prevent cross-repo architectural breakage before merging.30Apache 2.0
CodeGraphofficial
AlicenseNot gradedqualityAmaintenanceBuilds a semantic graph of codebases across 38 languages and exposes 42 MCP tools for structured code understanding, search, and impact analysis.56Apache 2.0
Archaic MCP Serverofficial
AlicenseNot gradedqualityDmaintenanceIntegrates Archaic's AI-powered architecture analysis with Claude Code, enabling interactive exploration of component connections, data flows, and system structure through natural language.31MIT
NEAT MCP Serverofficial
AlicenseNot gradedqualityAmaintenanceProvides AI agents with a live architecture model of a codebase, enabling queries for root cause analysis, blast radius, and dependency traversal through MCP tools.27917Apache 2.0