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From kernel
Guides system architecture and design patterns focusing on modular design, interface stability, dependency management, and AI-code health nexus. Useful for refactoring unhealthy codebases before AI changes.
npx claudepluginhub ariaxhan/kernel-claude --plugin kernelHow this skill is triggered — by the user, by Claude, or both
Slash command
/kernel:architectureThis skill is limited to the following tools:
The summary Claude sees in its skill listing — used to decide when to auto-load this skill
<skill id="architecture">
Surfaces architectural friction and proposes module deepening opportunities. Analyzes module depth, interfaces, seams, and adapters to improve testability and AI-navigability.
Analyzes codebase architecture, identifies tightly-coupled shallow modules, and guides refactoring toward deep modular interfaces for improved testability.
Explores codebases to identify architectural friction and opportunities to deepen shallow modules, improving testability, refactoring, and AI navigability.
Share bugs, ideas, or general feedback.
<core_principles>
<ai_code_health_nexus> From research: 30%+ defect risk when AI applied to unhealthy code. AI amplifies existing patterns. If code is messy, AI makes it messier. Before adding AI to a codebase:
<design_heuristics>
<anti_patterns>