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clarify - Clarify User Intent Before Taking Action

Detects underspecification and ambiguity through hypothesis-driven questioning before committing to work

Tags

Updated: 2026-05-28

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • classify fault types
  • identify ambiguity direction
  • generate hypotheses
  • ask clarifying questions
  • disambiguate terms
  • propose alternatives
  • confirm risks
  • report blockers
  • track intent state
  • detect inconsistencies

Inputs

  • user request
  • ambiguous terms
  • missing details
  • constraints
  • goals

Outputs

  • clarifying questions
  • differential examples
  • restatements
  • conversation thread

Requirements

  • LLM with reasoning capability
  • conversational interface

Source

  • Spec: SKILL.md
intent clarification
ambiguity detection
hypothesis-driven
question generation
fault classification
conversational
requirements gathering
classify fault types
identify ambiguity direction
generate hypotheses
ask clarifying questions
user request
ambiguous terms
missing details
clarifying questions
differential examples
restatements