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prompt-factory

Generate production-ready mega-prompts across 15 domains with 7-question flows.

27|10|Updated Dec 27, 2025
Search Tags:#automation#prompt engineering#ai#llm#content generation#claude#chatgpt
One-click install
npx skills add https://github.com/nilecui/SkillsBase --skill prompt-factory-nilecui
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: prompt-factory
Source: https://github.com/nilecui/SkillsBase/tree/main/.cursor/skills/prompt-factory
Command: npx skills add https://github.com/nilecui/SkillsBase --skill prompt-factory-nilecui

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 in under 2 minutes, tailored to specific roles, industries, and tasks.

Core Features & Use Cases

  • Preset Library: Access 69 quick-start prompts across 15 professional domains.
  • Custom Prompt Generation: Answer 5-7 smart questions to create unique prompts.
  • Multi-Format Output: Get prompts in XML, Claude, ChatGPT, or Gemini formats.
  • Quality Validation: Ensures prompts meet 7 quality gates before delivery.
  • Use Case: Need a prompt for a Senior Backend Engineer building a FinTech API? Use the 'fullstack-engineer' preset. Need a custom prompt for a Marketing Strategist? Answer 7 questions to get a tailored, validated prompt.

Quick Start

Use the prompt factory skill to create a prompt for a Senior Data Scientist.

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 prompts for ChatGPT and Claude?▼

To generate production-ready prompts for ChatGPT and Claude, you can use a smart 7-question flow to build custom mega-prompts tailored to your specific role and task.

What is the best way to create a mega-prompt for a specific industry role?▼

The best way to create a mega-prompt for a specific industry role is to select one of the 69 quick-start presets across 15 professional domains or answer targeted questions for a tailored result.

Does this prompt generator support XML format for LLM content generation?▼

Yes, this prompt generator supports XML format for LLM content generation, alongside specific output formats optimized for Claude, ChatGPT, and Gemini.

How does prompt quality validation work for generated AI prompts?▼

Prompt quality validation works by running generated AI prompts through 7 quality gates, ensuring they meet contextual best practices from OpenAI, Anthropic, and Google before delivery.

Can I use presets to automate prompt engineering for a backend engineer task?▼

Yes, you can use presets like the 'fullstack-engineer' template to automate prompt engineering for a backend engineer task and instantly generate a specialized prompt.

Why do my custom LLM prompts require multiple iterations to get right?▼

Custom LLM prompts require multiple iterations when they lack structural constraints, which is solved by applying 7-point quality validation and best practices to generate production-ready outputs instantly.

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