ProductionOS

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.

Frontend composite — UI audit, design system upgrade, and UX analysis with design token memory. Replaces 10 frontend skills.

GitHub composite — PR management, issue triage, release automation, and workflow management with project memory. Replaces 8 GitHub skills.

n8n composite — workflow creation, import, debugging, and monitoring with workflow memory. Replaces 33 n8n skills.

Planning composite — CEO vision review, engineering architecture review, design review, and brainstorming with decision memory. Replaces 8 fragmented planning skills.

QA composite — browser testing, health scoring, and evaluation with test result memory. Replaces 5 QA skills.

Research composite — quick lookup, deep investigation, and exhaustive multi-source research with citation memory. Replaces 5 research skills.

Code review composite — PR review, architecture review, and diff analysis with persistent review patterns. Replaces 7 fragmented review skills.

Security composite — OWASP audit, dependency scan, secret detection, and hardening with persistent vulnerability memory. Replaces 9 fragmented security skills.

Ship composite — PR creation, deployment, canary monitoring, and rollback with release memory. Replaces 4 ship skills.

SEO composite — technical audit, content creation, keyword research, and rank monitoring with persistent domain memory. Replaces 9 fragmented SEO skills.

Review and refine flagged outputs, using critique and focused iteration to improve weak results.

Retrospective workflow that summarizes what shipped, what broke, and what should improve next.

Test-driven development workflow that writes failing tests first, implements minimally, and refactors safely.

Implementation planning workflow that turns approved ideas into dependency-aware execution plans.

Review and refine flagged outputs, using critique and focused iteration to improve weak results.

Retrospective workflow that summarizes what shipped, what broke, and what should improve next.

Test-driven development workflow that writes failing tests first, implements minimally, and refactors safely.

Implementation planning workflow that turns approved ideas into dependency-aware execution plans.

Distributed agent swarm orchestrator — spawns parallel subagent clusters for any task with configurable depth, swarm size, and convergence criteria

8-phase autonomous research pipeline with multi-source discovery, 4-layer citation verification, hypothesis generation, and PIVOT/REFINE/PROCEED decision loops. Confidence-gated — loops until 95%+ confidence.

Run the full product upgrade pipeline — 55-agent iterative review with CEO/Engineering/UX/QA parallel loops

7-domain security hardening audit — OWASP Top 10 2025, MITRE ATT&CK mapping, NIST CSF 2.0 alignment, secret detection, supply chain audit, container security, DevSecOps pipeline. Grounded in 734 cybersecurity skills.

Run self-evaluation on recent work — questions quality, necessity, correctness, dependencies, completeness, learning, and honesty. Enabled by default in all flows. Standalone invocation for on-demand evaluation.

End-of-session self-training — captures session metrics, extracts patterns via metaclaw-learner, updates instincts, and generates optimization hypotheses for the next run.

Distributed agent swarm orchestrator — spawns parallel subagent clusters for any task with configurable depth, swarm size, and convergence criteria

8-phase autonomous research pipeline with multi-source discovery, 4-layer citation verification, hypothesis generation, and PIVOT/REFINE/PROCEED decision loops. Confidence-gated — loops until 95%+ confidence.

Run the full product upgrade pipeline — 55-agent iterative review with CEO/Engineering/UX/QA parallel loops

7-domain security hardening audit — OWASP Top 10 2025, MITRE ATT&CK mapping, NIST CSF 2.0 alignment, secret detection, supply chain audit, container security, DevSecOps pipeline. Grounded in 734 cybersecurity skills.

Run self-evaluation on recent work — questions quality, necessity, correctness, dependencies, completeness, learning, and honesty. Enabled by default in all flows. Standalone invocation for on-demand evaluation.

End-of-session self-training — captures session metrics, extracts patterns via metaclaw-learner, updates instincts, and generates optimization hypotheses for the next run.

Autonomous recursive improvement loop for a single target. Runs gap analysis, recursive refinement, evaluation, and convergence checks until the target reaches quality threshold or converges.

ProductionOS Mission Control — launch Claude DevTools, show session dashboard with eval convergence, agent dispatches, cost tracking, and hot file intelligence.

Interface Craft by ProductionOS Design — a toolkit for building polished, animated interfaces in React. Includes Motion System (human-readable animation DSL with stage-driven sequencing), DialKit (live control panels for tuning animation values), and Design Evaluator (systematic UI review based on ProductionOS Design's methodology). Triggers on: animate, animation, transition, storyboard, entrance, motion, spring, easing, timing, finetune-control, sliders, controls, tune, tweak, critique, review, feedback, audit, improve, polish, refine, redesign.

Show how to use ProductionOS — explains commands, recommended workflows, best flows to run, and usage guidelines.