Prompt LibraryEngineering
LLM Prompt Critic & Failure-Mode Review Prompt
Audit an existing prompt for ambiguity and missing contracts.
The prompt
Audit the prompt below. Report:
- instructions that cannot be objectively checked
- contradictions or unresolved conflicts
- missing output contract details
- missing behaviour for absent or malformed input
- instructions that duplicate each other
Then return a rewritten version that fixes each item, and a changelog of what you changed and why.
Prompt:
{{prompt}}Replace the {{fields}} with your own context and tighten the rules to match your domain.



