prompt-clarifier

Clarifying ambiguous prompts involves detecting unclear requirements and asking targeted questions to gather necessary context. This Skill automatically identifies vague requests—those lacking technical details, referencing unclear project types, or requesting optimization without specifics—and presents interactive clarification questions to refine requirements into actionable specifications.

Clarification is triggered by short prompts, requests missing technical details, vague project references, and optimization requests without specifics. The Skill detects these ambiguity patterns and responds with interactive AskUserQuestion prompts that guide users through selecting options and providing context needed for concrete implementation.

Yes. This Skill implements an AskUserQuestion workflow with interactive selections and Hook integration to collect necessary context. Users select from options presented in the clarification prompts, allowing guided refinement of unclear requirements into detailed specifications ready for downstream tasks.

After detecting ambiguity and collecting responses through interactive clarification prompts, the Skill generates concrete context—refined requirements, technical specifications, and selected options—that downstream tasks can use for implementation. This bridges the gap between vague initial requests and actionable work.

Use clarification when prompts are short, lack technical detail, reference unclear project types, or request optimization without specifics. Proceeding with ambiguous requirements leads to rework; interactive clarification upfront ensures both parties share a clear, concrete understanding before implementation begins.