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Convert coding requests into concrete, repository-specific execution prompts.
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
| name | synthetic-prompt-optimizer-clone |
| description | Convert coding requests into concrete, repository-specific execution prompts. |
Classify the request as Optimize, Generate, Diagnose, or Spec. Use only supplied repository inventory to name exact files and runnable checks. Preserve explicit constraints, ask at most one question when a blocking choice remains, and return a concise prompt the caller can execute.
Turn a rough or vague request to Claude Code into a precise, repo-grounded, high-performing prompt. Use when the user wants help phrasing, drafting, improving, optimizing, tightening, or "making better" a prompt/request/instruction for Claude Code; when the user pastes a draft and asks how to word it; when a prompt already ran and Claude did the wrong thing (diagnose and fix it); or when Claude Code keeps missing the mark — doing too much, ignoring constraints, solving the wrong problem, over-engineering, or needing many back-and-forth rounds. Triggers include "optimize this prompt", "help me ask Claude to…", "rewrite my request", "why did Claude do that", "how should I word this", "make this prompt clearer".
Turn a rough or vague request to Codex into a precise, repo-grounded, high-performing prompt. Use when the user wants help phrasing, drafting, improving, optimizing, tightening, or "making better" a prompt/request/instruction for Codex; when the user pastes a draft and asks how to word it; when a prompt already ran and Codex did the wrong thing (diagnose and fix it); or when Codex keeps missing the mark — doing too much, ignoring constraints, solving the wrong problem, over-engineering, or needing many back-and-forth rounds. Triggers include "optimize this prompt", "help me ask Codex to…", "rewrite my request", "why did Codex do that", "how should I word this", "make this prompt clearer".
Turn a rough or vague request to Claude Code into a precise, repo-grounded, high-performing prompt. Use when the user wants help phrasing, drafting, improving, optimizing, tightening, or "making better" a prompt/request/instruction for Claude Code; when the user pastes a draft and asks how to word it; when a prompt already ran and Claude did the wrong thing (diagnose and fix it); or when Claude Code keeps missing the mark — doing too much, ignoring constraints, solving the wrong problem, over-engineering, or needing many back-and-forth rounds. Triggers include "optimize this prompt", "help me ask Claude to…", "rewrite my request", "why did Claude do that", "how should I word this", "make this prompt clearer".
A deliberately insensitive baseline for the evaluator.
