prompt-optimizer

Installation
Summary

Transform vague prompts into precise, testable specifications using EARS methodology and domain theory grounding.

  • Converts natural language requirements into five EARS patterns (ubiquitous, event-driven, state-driven, conditional, unwanted behavior) with explicit triggers, conditions, and measurable criteria
  • Applies relevant domain frameworks (GTD, BJ Fogg, Gestalt, Zero Trust, etc.) to enhance requirements with established best practices
  • Generates structured prompts using Role/Skills/Workflows/Examples/Formats framework with concrete examples and real data
  • Includes reference materials for EARS syntax, 40+ domain theories, complete transformation examples, and advanced techniques for multi-stakeholder or non-functional requirements
SKILL.md

Prompt Optimizer

Overview

Optimize vague prompts into precise, actionable specifications using EARS (Easy Approach to Requirements Syntax) - a Rolls-Royce methodology for transforming natural language into structured, testable requirements.

Methodology inspired by: This skill's approach to combining EARS with domain theory grounding was inspired by 阿星AI工作室 (A-Xing AI Studio), which demonstrated practical EARS application for prompt enhancement.

Four-layer enhancement process:

  1. EARS syntax transformation - Convert descriptive language to normative specifications
  2. Domain theory grounding - Apply relevant industry frameworks (GTD, BJ Fogg, Gestalt, etc.)
  3. Example extraction - Surface concrete use cases with real data
  4. Structured prompt generation - Format using Role/Skills/Workflows/Examples/Formats framework

When to Use

Related skills

More from daymade/claude-code-skills

Installs
852
GitHub Stars
1.1K
First Seen
Jan 21, 2026