What problem does it solve? Teams often build AI automations that should never have been automated, or ship agent workflows without human checkpoints, guardrails, or cost estimates. This Skill forces an honest automation-worthiness verdict first, then produces a complete workflow design document before any code is written. ## Core Features & Use Cases - Automation-worthiness gate: Records an automatable / not automatable verdict with cost-benefit reasoning, and stops honestly when the answer is NO. - Pattern-based workflow design: Selects the minimum-complexity agentic pattern (prompt chaining, routing, parallelization, orchestrator-workers, evaluator-optimizer) and defines trigger, per-step tool/input/output contracts, human checkpoints on irreversible actions, bounded execution limits, 4-layer guardrails, and cost estimates. - Audit harness: Runs audit-automation.mjs for automated checks plus a fresh automation-auditor subagent scoring /50 before anything ships. - Use Case: You spend 3 hours every Friday assembling a newsletter. The Skill verifies the job is worth automating, designs a collect → draft → human review → publish pipeline with checkpoints on the irreversible send step, estimates per-run cost, and hands the build to vibe-code-webapp and prompt-engineering. ## Quick Start Ask the AI to evaluate whether your weekly repetitive task is worth automating and design the agent workflow with human checkpoints and a cost estimate.