Generate or update hierarchical, AI-navigable documentation for a codebase under `docs/ai/`. Use whenever the user asks to "document the codebase for AI", "bootstrap AI docs", "generate codebase map", "set up AI navigation docs", "update AI docs", "refresh docs after change", or mentions building progressive-disclosure docs so an AI can find the right source files quickly. Produces a tree of concise docs that *point to* code rather than duplicate it. Use even when the user only says "document this repo" without specifying the structure.
This skill should be used when the user asks to "set up docs", "initialize docs", "docs scaffold", "check if our docs structure is current", "update the docs structure", or needs to bootstrap or update the /docs directory structure with navigation files, guides, and templates.
This skill should be used when the user asks to "save this as requirements", "let's define what we're building", "draft a PRD", "update the PRD", or discusses product scope, success criteria, and user needs. Covers drafting, refining, or updating product requirements documents from conversation notes, research sessions, user feedback, Notion docs, or direct instructions.
This skill should be used when the user asks to "set up local dev", "worktree dev environment", "port conflicts between worktrees", "headless dev mode", "mprocs config", "process-compose setup", or needs to create or iterate worktree-isolated local development environments with deterministic port isolation, coherence validation, interactive and headless service runners, and env file management.
This skill should be used when the user asks to "record this decision", "we decided to use X over Y", "document why we chose this approach", "record an ADR", "update ADR-0003", or needs to create or update architecture decision records for system-level technical choices like choosing a database, communication protocol, or infrastructure pattern.
This skill should be used when the user asks to "spec out this feature", "write up the requirements for X", "break this into a spec", "create a feature spec", "update the spec", or discusses feature scope, flows, and acceptance criteria. Covers drafting, refining, or updating feature specifications from conversation notes, local docs, external links, or direct prompts.
This skill should be used when the user asks to "remember this", "save this learning", "capture the key findings", "what do we know about X", "save that gotcha", or needs to extract and record non-obvious learnings, gotchas, and valuable knowledge from conversations, research sessions, debugging, files, or user instructions.
This skill should be used when the user asks to "add a rule that...", "make this a standard", "promote this learning to a rule", "update our coding conventions", "what are our engineering rules", or needs to codify engineering standards into docs/rules/ as enforceable rules and conventions that agents follow during development.