prompt-polish

Transform unstructured user input into clear, paragraph-only AI prompts.

1|Updated Mar 8, 2026
One-click install
npx skills add https://github.com/ralphjohn29/my-claude-skills --skill prompt-polish
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-polish
Source: https://github.com/ralphjohn29/my-claude-skills/tree/main/prompt-polish
Command: npx skills add https://github.com/ralphjohn29/my-claude-skills --skill prompt-polish

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill transforms vague or incomplete ideas into precise, effective prompts that AI agents can understand and execute, ensuring better results.

Core Features & Use Cases

  • Prompt Refinement: Clarifies goals, adds context, and removes ambiguity from user input.
  • Structured Output: Ensures prompts are actionable and specific, while adhering to output format constraints.
  • Use Case: When a user says "help me write a prompt for a blog post about AI ethics," this skill will turn that rough idea into a detailed, well-structured prompt ready for an AI writer.

Quick Start

Use the prompt-polish skill to refine the following idea into a clear AI prompt: "i need a prompt for a story about a space cat".

Frequently Asked Questions about prompt-polish

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

FAQPage Schema
How do I refine vague ideas into clear AI prompts?

To refine vague ideas into clear AI prompts, you transform unstructured input by clarifying goals, adding context, and removing ambiguity, resulting in effective prompts for agent execution.

What is prompt engineering for natural language effectiveness?

Prompt engineering for natural language effectiveness is the process of structuring rough thoughts into actionable prompts that AI agents can understand and execute accurately.

How do I structure an unstructured AI prompt for agent execution?

You structure an unstructured AI prompt by taking incomplete user ideas and applying prompt refinement techniques to produce detailed, well-structured text ready for an AI writer.

Does prompt polishing work with paragraph-only output?

Yes, prompt polishing works with paragraph-only output by enforcing specific formatting rules that generate clear prompts without using markdown, ensuring plain text effectiveness.

What is the best way to remove ambiguity from AI prompts?

The best way to remove ambiguity from AI prompts is to process rough ideas through a refinement step that clarifies goals and adds necessary context for the agent.