Verified:GitHub

image-to-json

Generate structured JSON prompts from input images for AI visual recreation.

1|Updated Feb 6, 2026

Search Tags:#prompt engineering #ai image generation #image analysis #ugc ads #json prompts #character recreation #fal midjourney dall-e

Ready to run

npx skills add https://github.com/williamsforeal/Cyclone-SS --skill image-to-json

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: image-to-json
Source: https://github.com/williamsforeal/Cyclone-SS/tree/main/.cursor/skills/image-to-json
Command: npx skills add https://github.com/williamsforeal/Cyclone-SS --skill image-to-json

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It helps you convert an uploaded image into a structured JSON prompt so you can recreate the same look with AI image generators without manually guessing details.

Core Features & Use Cases

Image-to-JSON prompt generation: Extracts subject, clothing, accessories, photography style, and background into a strict JSON schema for consistent outputs.
Recreation-ready structure: Produces a ready-to-use template with key fields like age, expression, hair, face handling, aspect ratio, and lighting.
Workflow-friendly guidance: Supports downstream use in pipelines for tools like fal.ai and consistent character/profile management for iterative ad creatives.

Quick Start

Use the image-to-json skill on the attached image and ask it to generate the JSON prompt for recreating the same scene in an AI image generator.

Frequently Asked Questions about image-to-json

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

FAQPage Schema

How do I convert an image into a JSON prompt for AI image generation?▼

To convert an image into a JSON prompt, this skill analyzes the subject, clothing, accessories, photography style, and background, returning a structured JSON schema for recreation. It extracts elements like age, expression, hair, lighting, and aspect ratio into a ready-to-use template.

Can I use image-to-prompt pipelines for UGC ad creatives and character recreation?▼

Yes, image-to-prompt pipelines support UGC ad creatives and character recreation by generating structured JSON prompts. This allows you to maintain consistent character profiles and iteratively test visual styles without manually guessing details for each generation.

Does this skill work with fal.ai, Midjourney, and DALL-E?▼

Yes, the generated JSON prompts are workflow-friendly and designed for downstream use with AI image generators like fal.ai, Midjourney, and DALL-E. You can use the strict JSON schema to consistently recreate scenes across these platforms.

What's the best way to extract photography style and background details from an uploaded image?▼

The best way to extract photography style and background details is using an image-to-JSON skill that maps visual elements to a strict schema. It deterministically parses the input image path or upload to output exact key fields like lighting and background.

How do I generate a consistent character profile JSON from an image?▼

You generate a consistent character profile JSON by providing an image path, upload, or detailed description. The skill applies a deterministic field-mapped output to analyze the subject and return exact key structures like age, expression, and face handling with no template modifications.

What are the limitations of using a strict JSON schema for image recreation?▼

A limitation of using a strict JSON schema is that it enforces exact provided key structures with no template modifications. This means the output is constrained to predefined fields like subject, accessories, photography, and background, restricting free-form prompt generation.