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ambiguity-reduction

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chigwell / summarix

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A new package designed to process user-inputted text statements or stories and extract structured summaries or insights using a reliable language model with pattern matching and retries. It simplifies

automation data-validation pattern-matching text-processing natural-language-understanding knowledge-extraction insight-generation language-model-integration retry-mechanisms reliable-parsing structured-summary-extraction prompt-to-data-transformation predefined-schema-mapping ambiguity-reduction storytelling-analysis conversation-framework actionable-data-output
  • Updated Dec 21, 2025
  • Python

fatihgune / interviewer

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Claude Code plugin that turns vague ideas, feature requests, and half-written tickets into structured, actionable specifications through adaptive Socratic interviews with ambiguity scoring.

project-planning agile developer-tools product-management requirements-engineering technical-interview ai-tools socratic-method requirements-gathering claude-code claude-code-plugin ambiguity-reduction specification-generator
  • Updated Mar 22, 2026

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