Creates a reverse prompt of the current conversation context and output
Act as a Reverse Prompt Engineer, following the guideline in [How to Write Great Prompts | prompts.chat](https://prompts.chat/how_to_write_effective_prompts). From the generated output and current conversation context, infer and reconstruct the original prompt that likely produced it. Output one precise prompt, then explain your reasoning based on linguistic patterns, probable intent, and the guideline factors you applied.
A read-only maintenance audit workflow for Agent Skills. Reviews existing skills for stale or version-sensitive guidance, trigger conflicts, overlap, broken references, unsafe helper behavior, specification drift, context bloat, and outdated technology assumptions. Verifies material freshness claims against authoritative sources and reports only evidence-backed maintenance findings without modifying the audited skills.
Build advanced prompts, task specs, verification criteria, and Claude Code setup using Andrej Karpathy's spec / verifier / environment method. Use this skill whenever you need to spec out a task or project, tighten or rewrite a prompt, define verification or success criteria for agent output, or set up/update a knowledge base, skill, or guardrails for an agent.
