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airesearchorchestrator:insight - Interactive Research Intent Clarification

Engages users in Q&A to clarify and sharpen research intent before project initialization.

Tags

Updated: 2026-03-20

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • detect existing project
  • generate targeted questions
  • run interactive Q&A
  • calculate clarity scores
  • recommend next steps
  • output results

Inputs

  • research idea
  • project root path
  • user responses
  • max rounds
  • interactive mode

Outputs

  • sharpened idea statement
  • clarity score
  • dimension scores
  • generated questions
  • recommended next action
  • clarification documentation

Requirements

  • Python 3 runtime environment
  • file system access
  • Read tool
  • Write tool
  • Bash tool
  • Glob tool
  • Grep tool
  • AskUserQuestion tool

Source

  • Spec: SKILL.md

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research
intent clarification
interactive Q&A
research planning
detect existing project
generate targeted questions
run interactive Q&A
calculate clarity scores
research idea
project root path
user responses
sharpened idea statement
clarity score
dimension scores