prompt-factory

Generate production-ready mega-prompts for any role, industry, or task.

Updated Jan 13, 2026
One-click install
npx skills add https://github.com/shinnytech/caiwenqiang-member-rank --skill prompt-factory-shinnytech
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prompt-factory
Source: https://github.com/shinnytech/caiwenqiang-member-rank/tree/main/.cursor/skills/prompt-factory
Command: npx skills add https://github.com/shinnytech/caiwenqiang-member-rank --skill prompt-factory-shinnytech

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill eliminates the need for prompt iteration by generating production-ready mega-prompts through intelligent questioning and validation.

Core Features & Use Cases

  • Instant Prompt Generation: Create prompts for any role, industry, or task in under 2 minutes.
  • Preset Library: Choose from 69 presets across 15 domains for common roles.
  • Custom Prompts: Answer 5-7 questions for unique needs.
  • Multi-Format Output: Get prompts in XML, Claude, ChatGPT, or Gemini formats.
  • Use Case: Need a prompt for a Senior DevOps Engineer setting up AWS infrastructure? Request it, answer a few questions, and get a validated, production-ready prompt instantly.

Quick Start

Use the prompt-factory skill to create a prompt for a Senior Full-Stack Engineer.

Frequently Asked Questions about prompt-factory

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

FAQPage Schema
How do I generate production-ready AI prompts without manual iteration?

To generate production-ready AI prompts without iteration, use an intelligent 7-question flow that applies contextual best practices and 7-point validation, ensuring mega-prompts are instantly ready for deployment.

Can I create custom LLM prompts for specific technical roles?

Yes, you can create custom LLM prompts for specific technical roles by answering 5-7 targeted questions about your unique needs, or by selecting from 69 presets across 15 domains for common roles.

Does prompt generation work with different LLM formats like XML, Claude, and Gemini?

Prompt generation works with different LLM formats including XML, Claude, ChatGPT, and Gemini, providing multi-format output so you can deploy validated mega-prompts to your preferred AI provider.

What's the best way to ensure prompt quality for content generation?

The best way to ensure prompt quality for content generation is applying a 7-point validation system that checks mega-prompts against contextual best practices from leading AI providers.

How long does it take to create a validated mega-prompt for a specific task?

Creating a validated mega-prompt for a specific task takes under 2 minutes using an intelligent question flow and preset library, eliminating the need for manual prompt engineering.

Why do my AI prompts lack contextual best practices for content generation?

AI prompts lack contextual best practices for content generation when they are not validated against leading AI provider standards, a problem solved by applying a 7-point validation process during generation.