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productionos-help
Show how to use ProductionOS — explains commands, recommended workflows, best flows to run, and usage guidelines.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
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Show how to use ProductionOS — explains commands, recommended workflows, best flows to run, and usage guidelines.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
ProductionOS — dual-target AI engineering operating system for repo-wide audits, upgrade plans, code reviews, strategic product reviews, security sweeps, UX audits, and recursive quality improvement.
ProductionOS — dual-target AI engineering operating system for repo-wide audits, upgrade plans, code reviews, strategic product reviews, security sweeps, UX audits, and recursive quality improvement.
Ads composite — audit campaigns, create ad copy, optimize bids, and report performance with persistent campaign memory. Replaces 20 fragmented ads skills.
Build composite — brainstorm, plan, implement, and test with project memory. Replaces 6 fragmented build skills.
Content composite — strategy, writing, audit, and refresh with brand voice memory. Replaces 10 fragmented content skills.
Debug composite — reproduce, hypothesize, test, fix with bug pattern memory. Replaces 4 debug skills.
| name | productionos-help |
| description | Show how to use ProductionOS — explains commands, recommended workflows, best flows to run, and usage guidelines. |
| argument-hint | [repo path, target, or task context] |
Show how to use ProductionOS — explains commands, recommended workflows, best flows to run, and usage guidelines.
| Parameter | Values | Default | Description |
|---|---|---|---|
target | path or context | cwd | What to operate on |
ProductionOS v1.0.0-beta.1 is your AI engineering team — 80 agents, 41 commands, 17 hooks, 6 CLI tools, and dual Claude/Codex targets. Here's how to use it effectively.
pos-init, pos-config, pos-analytics, pos-update-check/frontend-upgrade — CEO vision + parallel swarm for frontend transformationAll ProductionOS commands run the shared preamble (templates/PREAMBLE.md) before execution. This includes environment check, prior work discovery, agent resolution, cost estimation, and prompt injection defense.
COMMAND WHEN TO USE
/production-upgrade Audit and improve any codebase (start here)
/omni-plan Full 13-step pipeline for major work
/omni-plan-nth Recursive perfection — loops until 10/10
/auto-swarm "task" Throw agents at any task in parallel
/auto-swarm-nth "task" Recursive swarm until 100% coverage
/max-research "topic" 500-1000 agents — exhaustive research (nuclear)
/deep-research "topic" Research anything before building
/agentic-eval Evaluate quality with CLEAR framework
/security-audit 7-domain security deep-dive
/context-engineer Build token-optimized context packages
/logic-mode "idea" Validate a business idea
/learn-mode "topic" Interactive code tutor
/productionos-pause Save pipeline state for later
/productionos-resume Resume from checkpoint
/productionos-update Update to latest version
/frontend-upgrade CEO-enriched frontend transformation
/productionos-help This guide
pos-init Initialize ~/.productionos/ state
pos-config list|get|set Manage settings
pos-analytics Usage dashboard
pos-update-check Version check
Step 1: /production-upgrade Run a baseline audit
Step 2: Review the findings in .productionos/
Step 3: /omni-plan-nth Recursive improvement until 10/10
This is the most common flow. /production-upgrade gives you a quick health score, then /omni-plan-nth iterates until every dimension is perfect.
Step 1: /logic-mode "describe your idea" Validate the concept
Step 2: /deep-research "relevant domain" Research best practices
Step 3: /omni-plan --focus=architecture Plan the architecture
Step 4: /auto-swarm-nth "build the feature" Execute with parallel agents
Step 5: /production-upgrade validate Final validation pass
Step 1: /deep-research "your topic" Deep 8-phase research
Step 2: /omni-plan Plan using research findings
The research artifacts in .productionos/RESEARCH-*.md are automatically consumed by /omni-plan — no duplicate work.
/omni-plan-nth Just run this
/omni-plan-nth is the top-level orchestrator. It will invoke /deep-research, /auto-swarm-nth, /plan-ceo-review, /plan-eng-review, /security-audit, and any other skill it needs. It loops until every dimension scores 10/10.
/security-audit 7-domain OWASP/MITRE/NIST audit
Step 1: /learn-mode "walkthrough" Interactive guided tour
— or —
Step 1: /auto-swarm "reverse-engineer this codebase" --mode explore
Step 1: /production-upgrade validate Quick validation pass
Step 2: Review .productionos/ output
Step 3: Fix any findings
Step 4: Commit and push
Commands produce artifacts in .productionos/ that downstream commands consume:
/deep-research ──→ RESEARCH-*.md ──→ /omni-plan (skips re-research)
/production-upgrade ──→ AUDIT-DISCOVERY.md ──→ /omni-plan (skips discovery)
/omni-plan ──→ OMNI-PLAN.md ──→ /auto-swarm (task decomposition)
/security-audit ──→ AUDIT-SECURITY.md ──→ /production-upgrade (security context)
Rule: Never redo work. If a prior command already produced findings, the next command should consume them.
/omni-plan-nth (TOP — can invoke ANY command, loops until 10/10)
|
├── /omni-plan (13-step pipeline per iteration)
│ └── /auto-swarm-nth (execution engine within iterations)
│ └── Each agent can invoke skills within its scope
|
├── /deep-research (on-demand investigation)
├── /security-audit (on-demand security check)
├── /agentic-eval (on-demand quality evaluation)
└── External: /plan-ceo-review, /plan-eng-review, /qa, /browse, /ship
/production-upgrade if you're unsure — it's the lightest pipeline/omni-plan-nth when you want maximum quality — it runs everything.productionos/ after any command — all findings go therebun run skill:check to verify ProductionOS itself is healthy (100%)bun run dashboard to see which reviews have been completed/learn-mode to understand unfamiliar code before auditing it-nth variants run until perfect — standard variants run oncebun run skill:check # Health dashboard (should report 100%)
bun run validate # Agent frontmatter validation (78/78)
bun run audit:context # Token budget tracking
bun run dashboard # Review readiness per branch
bun test # Automated test suite (118 tests)
| Scenario | Action |
|---|---|
| No target provided | Ask for clarification with examples |
| Target not found | Search for alternatives, suggest closest match |
| Missing dependencies | Report what is needed and how to install |
| Permission denied | Check file permissions, suggest fix |
| State file corrupted | Reset to defaults, report what was lost |