freestylefly/awesome-gpt-image-2

★ 5,508JavaScriptAudience · vibe coderComplexity · 1/5Setup · easy

Mindmap

mindmap
  root((repo))
    What it does
      Structured prompts
      Prompt as Code
      Reusable templates
    Categories
      UI and interfaces
      Product photos
      Posters and logos
      Character design
    Use Cases
      Automated pipelines
      Batch image gen
      Learning by example
    Audience
      Vibe coders
      Developers
      Designers

mindmap root((repo)) What it does Structured prompts Prompt as Code Reusable templates Categories UI and interfaces Product photos Posters and logos Character design Use Cases Automated pipelines Batch image gen Learning by example Audience Vibe coders Developers Designers

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Things people build with this

USE CASE 1

Build an automated pipeline that generates consistent product e-commerce images using the structured prompt templates

USE CASE 2

Create a batch marketing image generator that applies the same visual style across many products by reusing template parts

USE CASE 3

Study the 400+ reverse-engineered prompt cases to learn how to write effective, repeatable AI image prompts for specific styles

Tech stack

JavaScriptGPT-Image-2

Getting it running

Difficulty · easy Time to first run · 5min

In plain English

This is a collection and structured template library of prompts for GPT-Image-2, an AI image generation model. The project's central idea, "Prompt as Code", is that instead of writing one-off text descriptions each time you want to generate an image, you treat prompts like software: structured, composable, and reusable. It addresses a shift in AI image generation from simply "can it make an image?" to "can it make stable, controllable, repeatable images?" The library contains over 400 reverse-engineered cases, meaning real prompts were studied and documented so others can learn from them. These cases are organized into categories including UI and interfaces, charts and infographics, posters, product and e-commerce shots, brand and logos, architecture, photography, illustration, and character design. On top of those, there are 20+ industrial-grade prompt templates that break each prompt into composable parts, subjects, lighting, materials, layout, and visual details, making them easier to plug into automated pipelines or agent-driven workflows. Someone would reach for this when they need repeatable, production-quality AI image output rather than one-off generations. If you're building a system that auto-generates marketing images, or a batch workflow that creates consistent visuals across many products, these structured templates remove the guesswork and make the prompt the asset. A live gallery website lets users browse examples, copy full prompts, and filter by style or scenario. The full README is longer than what was provided.

Copy-paste prompts

Prompt 1

I need to generate matching product photos for 30 items using GPT-Image-2. Show me how to use the e-commerce prompt template from awesome-gpt-image-2, filling in the subject and material parts for each product.

Prompt 2

Using the poster category from this library, write a structured prompt for a minimalist tech conference poster with dark background and neon blue accents.

Prompt 3

How do I compose a character design prompt using the modular parts from this library, subject, lighting, materials, and visual details, so I can reuse it in an agent-driven image workflow?

Prompt 4

I want to build a UI mockup generator using GPT-Image-2 and the UI prompt templates from this repo. Show me a Python script that loops through a list of screen descriptions and generates each image.

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