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evolinkai/awesome-gpt-image-2-api-and-prompts — explained in plain English

Analysis updated 2026-06-24

14,156PythonAudience · vibe coderComplexity · 1/5Setup · easy

In one sentence

A curated gallery of 500+ prompt examples and API code samples for OpenAI's GPT-Image-2 model, organized by category with before-and-after images so you can see exactly what each prompt produces.

Mindmap

mindmap
  root((GPT-Image-2 Prompts))
    What it does
      Prompt gallery
      API code samples
      Before and after views
    Categories
      Portrait and photography
      UI and mockups
      E-commerce product shots
      Ad creative
    Features
      500+ examples
      11 language docs
      Daily updates
    Audience
      Vibe coders
      Designers
      Marketers
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Code map

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What do people build with it?

USE CASE 1

Browse 500+ categorized prompt examples to find the right wording for generating product photos or ad creative.

USE CASE 2

Use the API code samples to add GPT-Image-2 image generation to your own app or automation script.

USE CASE 3

Find prompts for generating UI mockups, social media graphics, or e-commerce product shots ready to test.

USE CASE 4

Learn how to maintain a consistent character appearance across multiple image generations using this model.

What is it built with?

PythonOpenAI API

How does it compare?

evolinkai/awesome-gpt-image-2-api-and-promptsoptuna/optunaunifyai/ivy
Stars14,15614,15714,192
LanguagePythonPythonPython
Setup difficultyeasyeasyeasy
Complexity1/53/53/5
Audiencevibe coderdataresearcher

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

Requires a paid OpenAI API key with access to the GPT-Image-2 model to run the API examples.

License not specified in the repository description.

So what is it?

This repository is a curated collection of prompts and API usage examples for GPT-Image-2, which is OpenAI's image generation and editing model available through the OpenAI API and integrated into ChatGPT. The repository is not a piece of software to install, it is a reference document with examples and guides for people who want to generate images using that model. The core content is a gallery of over 500 prompt examples organized into seven categories: portrait and photography, poster and illustration, UI and social media mockups, e-commerce product shots, ad creative, character design, and comparison cases. Each entry in the gallery shows the prompt text used alongside the actual image the model produced, giving readers a concrete before/after view of what different prompt styles achieve. The README explains what GPT-Image-2 can do: generate images from text descriptions, edit existing images with text instructions, render text accurately within images, and maintain a consistent character appearance across multiple generations. It also covers how to call the model through the OpenAI API, including which endpoint to use and how to request different image sizes or batch outputs. The repository is updated regularly, with new prompt cases added in daily batches curated by the maintainers. As of the portion of the README available, it had grown from an initial release in April 2026 to over 500 cases in roughly a month. Documentation is available in 11 languages, including Spanish, Japanese, Korean, German, and Chinese. Companion repositories linked from this one provide a callable skill for automating image generation and a workflow that pairs GPT-Image-2 with a video generation model. The full README is longer than what was shown.

Copy-paste prompts

Prompt 1
Using the OpenAI API with GPT-Image-2, write a Python function that takes a product description and returns a clean e-commerce product photo on a white background.
Prompt 2
Show me the OpenAI API call to edit an existing image using GPT-Image-2, adding a specific element to the background while keeping the foreground subject unchanged.
Prompt 3
I want to generate a portrait photo using GPT-Image-2. Show me a prompt that specifies lighting, camera angle, and mood, based on the portrait examples in this collection.
Prompt 4
How do I request a batch of multiple image variations in a single GPT-Image-2 API call and what image sizes does the model support?
Prompt 5
Show me a prompt from this collection that generates a mobile app UI mockup, and help me adapt it to show a fitness tracking dashboard.

Frequently asked questions

What is awesome-gpt-image-2-api-and-prompts?

A curated gallery of 500+ prompt examples and API code samples for OpenAI's GPT-Image-2 model, organized by category with before-and-after images so you can see exactly what each prompt produces.

What language is awesome-gpt-image-2-api-and-prompts written in?

Mainly Python. The stack also includes Python, OpenAI API.

What license does awesome-gpt-image-2-api-and-prompts use?

License not specified in the repository description.

How hard is awesome-gpt-image-2-api-and-prompts to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is awesome-gpt-image-2-api-and-prompts for?

Mainly vibe coder.

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