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Use AOC's Understand-Anything bridge for repository knowledge graphs, onboarding, architecture questions, explain/chat flows, and dashboard exploration. This replaces legacy teach workflows.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
Authenticated browser QA on the Voyager dev server — mint real AuthKit sessions for seeded test personas via /api/dev/login, then drive the UI with Playwright. Use whenever QA, visual review, or E2E verification needs a logged-in user.
Orchestrate parallel work across worker agents in herdr panes (omp by default; fable/claude workers on explicit user request) — spawn or discover workers, dispatch assignment packets, monitor liveness, and verify results before committing. Use whenever a code change should be delegated instead of implemented firsthand (delegation-first policy), e.g. /herdr-orchestrate 3 to spawn three workers, or /herdr-orchestrate p17,p18,p19 to use existing panes.
Observe Herdr peers safely with native read-only herdr commands.
Initialize or repair AOC context, memory, and tasks safely.
Ponytail review, audit, and debt workflows for over-engineering review and shortcut ledger scans. Use for /ponytail review, /ponytail audit, /ponytail debt, or when asked what to delete, simplify, or track as ponytail debt.
Anime.js v4 API correctness, imports, targeting, value mapping, refresh/revert semantics, and sane implementation defaults. Use when writing or fixing Anime.js code.
SOC 직업 분류 기준
| name | aoc-understand |
| description | Use AOC's Understand-Anything bridge for repository knowledge graphs, onboarding, architecture questions, explain/chat flows, and dashboard exploration. This replaces legacy teach workflows. |
| allowed-tools | Bash(aoc-understand:*), Bash(test:*), Bash(python3:*), Bash(rg:*), Bash(grep:*) |
Use aoc-understand when the user wants to understand a repo, onboard, ask architecture questions, inspect graph relationships, explain a file/function, analyze code impact, or launch an interactive knowledge graph dashboard.
This is the umbrella Understand-Anything skill. Do not expose or require the upstream granular skills (understand, understand-chat, understand-dashboard, understand-diff, understand-domain, understand-explain, understand-knowledge, understand-onboard) in normal AOC skill inventory; route those modes through this skill instead.
aoc-understand status
aoc-understand install
aoc-understand analyze --full
# or invoke: /skill:aoc-understand analyze --full
aoc-understand dashboard --open
aoc-understand chat "How does auth work?"
aoc-understand explain src/file.ts
aoc-understand onboard
aoc-understand domain
aoc-understand diff
aoc-understand map-sync
aoc-map serve --open
Use the operator's requested mode to select the appropriate flow inside this skill:
analyze / full / repo graph: run aoc-understand status, then aoc-understand analyze --full; follow the printed guidance.dashboard: run aoc-understand dashboard --open after a graph exists.chat QUERY: use aoc-understand chat "QUERY" and answer from graph slices/search results, not by loading the whole graph.explain TARGET: use aoc-understand explain TARGET plus targeted file/graph inspection.onboard: use aoc-understand onboard to produce a newcomer-oriented repo guide.domain: use aoc-understand domain for business/domain flow extraction.diff: use aoc-understand diff for change impact analysis.gaps: use aoc-understand gaps [focus] or /skill:aoc-gaps for the broader AOC gap audit workflow..understand-anything/.aoc-understand..aoc/map/.aoc-od.Do not start new work with /teach, /teach-full, /teach-dive, or teach-workflow unless the operator explicitly asks to inspect legacy artifacts. Use aoc-understand instead.
aoc-understand install for explicit clone/update..understand-anything/knowledge-graph.json into context. Search/slice it first..aoc/insight/; legacy teach notes may still be useful history.aoc-understand map-sync as a curated bridge, not a replacement for the full dashboard.