Prompt Refiner Agent v1.1.0

Name: Prompt Refiner Agent v1.1.0
Availability: InStock
Author: u-ss

Refine user input into optimized prompts for ChatGPT in Markdown or JSON.

Updated Feb 14, 2026

Search Tags:#prompt engineering #prompt optimization #llm #ai assistant #chatgpt #prompt refinement

Ready to run

npx skills add https://github.com/u-ss/Antigravity-chatgptpro- --skill prompt-refiner-agent-v1-1-0

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: Prompt Refiner Agent v1.1.0
Source: https://github.com/u-ss/Antigravity-chatgptpro-/tree/main/.agent/workflows/prompt
Command: npx skills add https://github.com/u-ss/Antigravity-chatgptpro- --skill prompt-refiner-agent-v1-1-0

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill transforms vague or incomplete user requests into precise, optimized prompts suitable for ChatGPT, ensuring better and more predictable AI responses.

Core Features & Use Cases

Prompt Optimization: Refines user input into clear, actionable prompts.
Mode Support: Generates prompts for human readability (Markdown), programmatic use (JSON), or advanced ChatGPT Pro consultations.
Use Case: A user asks, "How do I make my blog better?" This Skill converts it into a detailed prompt asking for specific SEO strategies, content structure advice, and target audience considerations, tailored for ChatGPT.

Quick Start

Use the prompt refiner skill to turn the vague input "I want to learn AI" into a structured prompt.

Frequently Asked Questions about Prompt Refiner Agent v1.1.0

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

FAQPage Schema

How do I optimize prompts for ChatGPT to get better responses?▼

To optimize prompts for ChatGPT, you need to refine vague input into clear requests with specific objectives, constraints, and desired output formats. This approach analyzes user intent and asks clarifying questions to construct detailed prompts.

What is prompt refinement and how does it work with LLMs?▼

Prompt refinement is the process of transforming incomplete user requests into structured prompts for LLMs. It works by categorizing requests, identifying missing information through clarifying questions, and defining prerequisites to ensure predictable AI responses.

Can I generate prompts in JSON format for programmatic use?▼

Yes, you can generate prompts in JSON format for programmatic use. This prompt optimization process supports Markdown for human readability, JSON for programmatic applications, and specific formats for advanced ChatGPT Pro consultations.

What is the best way to structure a ChatGPT prompt for complex tasks?▼

The best way to structure a ChatGPT prompt is to include specific objectives, prerequisites, constraints, and desired output formats. Structuring prompts with these elements ensures the AI receives clear, actionable instructions instead of vague queries.

Why does ChatGPT give generic answers to my vague requests?▼

ChatGPT gives generic answers because vague requests lack clear objectives, constraints, and context. Refining your input into optimized prompts with specific prerequisites and desired output formats forces the AI to generate targeted, high-quality responses.