five-dimension-engine

Enhance and evaluate AI prompts using a five-dimensional framework.

29|Updated Jun 10, 2026
One-click install
npx skills add https://github.com/zhlmi/five-dimension-prompt-engine --skill five-dimension-engine
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: five-dimension-engine
Source: https://github.com/zhlmi/five-dimension-prompt-engine/tree/main
Command: npx skills add https://github.com/zhlmi/five-dimension-prompt-engine --skill five-dimension-engine

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes assets (resource) and references (resource) and scripts (resource) components.

What problem does it solve?

This Skill solves the common struggle of getting inconsistent or low-quality results from AI by transforming vague user requirements into structured, professional-grade prompts that are ready for execution.

Core Features & Use Cases

  • Enhancement Mode: Scans your initial request using a five-dimensional framework (Perspective, Intent, Depth, Execution, Explainability) and guides you through a brief checkpoint to refine the output.
  • Evaluation Mode: Diagnoses existing prompts or AI outputs by identifying specific defects, calculating a score, and providing a clear improvement roadmap.
  • Use Case: If you need to generate a complex AI video or a professional sales report, this Skill ensures the resulting prompt covers all necessary constraints, roles, and execution steps.

Quick Start

Use the five-dimension-engine skill to enhance my request for a professional marketing strategy report.

Frequently Asked Questions about five-dimension-engine

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I transform vague requirements into structured AI prompts?

To transform vague requirements into structured AI prompts, apply a five-dimensional framework covering perspective, intent, depth, execution, and explainability to ensure completeness and execution clarity. This framework guides you through a brief checkpoint to refine the prompt.

How does prompt evaluation diagnose defects in AI outputs?

Prompt evaluation diagnoses defects in AI outputs by identifying specific logical flaws, calculating a quality score, and generating a clear improvement roadmap. This mechanism ensures your prompts meet professional standards for complex task scenarios.

Can I use prompt engineering optimization for complex data analysis and reporting?

Yes, you can use prompt engineering optimization for complex data analysis and reporting. The enhancement framework supports diverse scenarios including software development and professional sales reports by ensuring all necessary constraints and execution steps are covered.

What is the best way to improve inconsistent AI generation results?

The best way to improve inconsistent AI generation results is to scan your initial request using a five-dimensional framework. This process adds necessary roles and constraints, turning low-quality outputs into actionable, professional-grade prompts.

Does prompt evaluation work without specific platform dependencies?

Yes, prompt evaluation works without specific platform dependencies. The framework operates independently to diagnose existing prompts, identify logical defects, calculate scores, and provide actionable improvement roadmaps for any AI workflow.