# Prompt Factory

> Write GPT Image-ready ecommerce product photography prompts from a Brand Shoot Kit shot list and product preservation brief. Use for prompt packs, negative constraints, reroll instructions, and category-aware generation guidance.

- Skill: `themattberman/prompt-factory` (Agent Skill)
- Install (CLI): `npx skillmds@latest add themattberman/prompt-factory`
- Raw SKILL.md: https://api.skillmd.com/api/skills/themattberman/prompt-factory/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: TheMattBerman (https://skillmd.com/u/themattberman)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/themattberman/prompt-factory

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# Prompt Factory

Turn a shot list into operational image prompts that preserve the product.

## Each Prompt Must Include

- use case + aspect ratio
- scene and composition
- product placement/scale/handling
- preservation rules
- negative constraints
- specific reroll instruction tied to likely failure

## Avoid

- generic luxury/minimal prompt sludge
- vague “cinematic” adjectives without composition
- fake claims or extra packaging text
- too-small product in commerce shots

Use `scripts/generate-images.py --packet <packet>` for dry-run/live generation manifests.

Executable module owner path:
- `scripts/modules/prompt_factory.py --packet <packet-dir>` -> `prompts.json`