promptgen

Generate optimized AI prompts from rough instructions for Claude or GPT.

3|1|Updated Feb 12, 2026
One-click install
npx skills add https://github.com/smykla-skalski/sai --skill promptgen
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: promptgen
Source: https://github.com/smykla-skalski/sai/tree/main/promptgen/skills/promptgen
Command: npx skills add https://github.com/smykla-skalski/sai --skill promptgen

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill transforms vague instructions into precise, effective AI prompts, ensuring your AI interactions are clear, efficient, and yield optimal results.

Core Features & Use Cases

  • Prompt Optimization: Refines raw instructions into structured, evidence-based prompts.
  • Targeted Generation: Creates prompts tailored for specific AI models (Claude, GPT) or generic use.
  • Research Integration: Optionally performs light or deep research to inform prompt generation.
  • Use Case: You need to create a prompt for an AI to write documentation for a new API. Instead of guessing, you provide a rough description to promptgen, which then generates a detailed, well-structured prompt that guides the AI effectively.

Quick Start

Use promptgen to create a prompt for an AI to write technical documentation for a new API.

Frequently Asked Questions about promptgen

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

FAQPage Schema
How do I optimize AI prompts from rough instructions for specific LLMs?

To optimize AI prompts, this Skill refines rough human instructions into structured, evidence-based prompts tailored for specific models like Claude or GPT, or for generic use. It incorporates research and best practices to ensure clear and efficient AI interactions.

What is the best way to generate tailored system prompts for AI agents?

Generating tailored system prompts and agent instructions is achieved by transforming vague descriptions into precise, structured directives. The process optionally integrates light or deep research to inform the final prompt generation based on best practices.

Can I use prompt generation for generic AI models instead of just Claude or GPT?

Yes, prompt generation supports generic AI models alongside specific models like Claude or GPT. It tailors the optimized instructions to your target model or creates broad prompts for general use across different platforms.

Does prompt generation support deep research for instruction tuning?

Prompt generation supports instruction tuning by offering optional light or deep research integration. This research informs the generation process, ensuring the final AI prompts are evidence-based and follow established best practices.

Why do my vague AI prompts yield poor results?

Vague AI prompts yield poor results because they lack the structure and specificity needed to guide the model effectively. Transforming these raw instructions into precise, evidence-based prompts ensures your AI interactions yield optimal results.

How do I write an AI prompt for technical documentation without guessing?

To write an AI prompt for technical documentation without guessing, you provide a rough description to the prompt generator. It then creates a detailed, well-structured prompt that effectively guides the AI to produce the desired documentation.