Gate for deciding whether to adopt an external pattern (skill/agent/rule/plugin/MCP/prompt) into your system. Triggers: '/integration-intake [name]', 'should I integrate this', 'is this worth adopting', or sharing a GitHub repo link and asking what to do with it.
This skill should be used when the user types /collab-audit or requests AI collaboration diagnosis. Analyzes conversation history, artifacts, and work patterns to generate a 14-section AI Collaboration Audit. Behavioral analysis and feedback are bundled by design — separating them causes users to skip one, defeating the purpose. Saves to ~/.claude/collab-audits/YYYY-MM-DD.md. Compare mode: /collab-audit compare (diffs latest 2 audits). Triggers: '/collab-audit', '/collab-audit compare', 'AI 협업 진단해줘', '협업 진단', '행동 패턴 분석', '나 어떤 사람이야', 'AI collaboration audit', 'work pattern analysis', 'compare audits'. Requires minimum 2 sessions or 100+ messages. Do NOT use self-report surveys — observation-only.
Use this skill when the user wants to audit the memory and documents Claude Code loads into context — CLAUDE.md (user global + project + nested), MEMORY.md, @imports, .claude/skills, .claude/agents, .claude/commands, installed plugins — and detect three kinds of issues: outdated claims, mutually contradictory statements, and risky-or-ambiguous wording. Produces a prioritized improvement list at `.drift-reports/`. Zero config. Trigger phrases: "doc drift", "memory drift", "memory audit", "context drift", "docs audit", "문서 점검", "문서 감사", "메모리 감사", "메모리 점검", "outdated 문서", "문서 충돌". NOT for: exhaustive content audit of an entire area (→ full-audit) · harness maturity scoring (→ check-harness) · single-file verification (→ verification). doc-drift only covers drift (contradiction/staleness/risky wording) in already-loaded context.
Audits whether a verification (eval/metric/experiment/holdout) actually secures independent external ground truth, or whether the designer, the model, and the scorer are just confirming each other in a circle — via an 8-pattern taxonomy. Read-only. Use before trusting any 'how we'll know it worked' — A/B tests, holdouts, scores, validation — especially when a result feels too clean or self-confirming. 한국어: '이 검증 순환논리 아닌지 봐줘', '이 평가 편파적이야?', '이 벤치마크 셀프체크야?'.
Exhaustive audit of an entire area (codebase, docs, memory, skills, DB, config). Triggers: '/full-audit', 'audit everything', 'full audit', 'find every gap'.
Agent Discipline Engine — lock the goal, run PLAN→DO→VERIFY→FINALIZE→OUTPUT loop, detect success masquerading. Triggers: '/goal-lock', '/goal-lock quick', 'goal lock', 'task harness'.
Mandatory pre-push security and quality pipeline. TRIGGER automatically whenever the user requests any git push: 'push my changes', 'push to origin', 'push this', 'push the code', 'commit and push', 'ship it', 'deploy to remote', 'deploy to prod/staging/production', or any git push command. Blocks hardcoded credentials (12 patterns: AWS/GCP/Azure/LLM keys, private keys, connection strings, platform tokens, merge conflicts), supply chain risks (9-IOC), MCP tool poisoning (3 patterns), auth bypasses, and OWASP Top 10 vulnerabilities. Do NOT skip unless user says 'skip review' or 'force push'.
Interview-based project setup — generates CLAUDE.md, ROADMAP, .gitignore, .env.example from scratch. Use when: user says '/project-init', 'new project', 'project creation', 'project setup', 'project setup', 'new project', 'create project'. NOT for AI agent/harness configuration (use setup for that). Conversational, one question at a time.