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Convert coding requests into concrete, repository-specific execution prompts.
Installer avec Codex ou Claude Copiez ce prompt, collez-le dans Codex, Claude ou un autre assistant, puis laissez-le vérifier la page du skill et l'installer pour vous.
Basé sur la classification professionnelle SOC
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.
| 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.
