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Parallel map-reduce bulk ingest for large source sets. Map phase dispatches read-only knowledge-extractor agents (≤N-wide, default Haiku) emitting per-source JSON extracts; Python routes extracts by target library file (fuzzy-merging new topics, pre-allocating new files, flagging oversized topics); reduce phase dispatches one agent-knowledge-updater per file (parallel, one writer per file); single shelf-index rebuild + one log.md entry. Resumable. Supersedes kb-ingest-batch.

日本語の概要は準備中です。原文の説明を表示しています。

Manage the project's layer vocabulary — list allowed layers with file counts, add new layers, or safely remove unused layers. Reads the shelf-index for usage data; writes CLAUDE.md atomically. No agent dispatch.

日本語の概要は準備中です。原文の説明を表示しています。

AI-First SDLC compliance rules and standards. Use when checking code quality, validating architecture, enforcing zero technical debt, or making any compliance decision.

日本語の概要は準備中です。原文の説明を表示しています。

Scaffold a new Android app with SDLC and Play-safe defaults — Kotlin/Compose Gradle project with version catalog, convention plugins, module layout, a targetSdk that meets the Play mandate, R8 on release, and git-ignored signing so it passes the pre-flight checker from day one. Use when starting a new Android project.

日本語の概要は準備中です。原文の説明を表示しています。

Generate boilerplate `# implements:` annotation for a function based on the artefact ID, inserting it as the first line of the function body.

日本語の概要は準備中です。原文の説明を表示しています。

Parse all `# implements:` annotations in source code and emit `library/_code-index.md` as a shelf-index. Also extracts cross-module import edges and writes `library/_dependency-edges.md`. Idempotent — re-running produces byte-identical output if no annotations or imports changed.

日本語の概要は準備中です。原文の説明を表示しています。

Add a satisfies link from a DES → REQ, TEST → REQ/DES, or CODE annotation → ID, validating that the target exists in the registry.

日本語の概要は準備中です。原文の説明を表示しています。