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The contextd setup skill streamlines the developer onboarding process by performing deep codebase analysis to identify tech stacks, directory structures, and build patterns. It automatically generates and maintains CLAUDE.md files, ensuring Claude has the necessary context regarding project rules, architecture, and common pitfalls. With advanced features like integrity checksums for drift detection and hierarchical namespace management, it provides a robust framework for consistent AI-assisted development across complex repositories and monorepos.