anil-matcha/awesome-gpt-image-2-api-prompts — explained in plain English
Analysis updated 2026-07-25 · repo last pushed 2026-07-18
Grab a tested portrait prompt to generate professional headshots in your app.
Use a stylized game screenshot prompt for a presentation deck.
Browse vintage travel poster prompts for marketing campaign visuals.
Copy UI mockup prompts to prototype app interface designs quickly.
| anil-matcha/awesome-gpt-image-2-api-prompts | 0xknowles/ruby | 0xrphl/solar-crypto-mining-farm-maximization-control | |
|---|---|---|---|
| Stars | 6 | 6 | 6 |
| Language | — | C++ | C++ |
| Last pushed | 2026-07-18 | — | — |
| Maintenance | Active | — | — |
| Setup difficulty | easy | moderate | hard |
| Complexity | 1/5 | 4/5 | 5/5 |
| Audience | pm founder | researcher | ops devops |
Figures from each repo's GitHub metadata at analysis time.
Requires an OpenAI API key with access to the gpt-image-2 model to actually generate images.
This repository is a curated library of prompts designed for GPT-Image-2, OpenAI's image generation model. Instead of starting from scratch when you want to generate an image through the OpenAI API, you can browse this collection to find proven, ready-to-use text prompts. It covers a wide range of categories, including photorealistic portraits, vintage travel posters, UI mockups, character design sheets, and screenshots that look like they came from real video games. It serves as a practical reference for anyone who wants to get high-quality results without spending hours tweaking their wording. The collection works by pairing detailed text instructions with the specific type of image they produce. You simply find a prompt that matches the style you want, copy the text, and paste it into your OpenAI API call. The README includes a short Python code snippet showing how to do this, setting the model to "gpt-image-2" and pasting your chosen prompt into the request. The prompts themselves are highly detailed, often specifying camera types, lighting conditions, aspect ratios, and artistic styles so the AI knows exactly what to generate. This project is useful for app builders, product managers, or marketers experimenting with AI image generation. For example, if you are building an app that generates professional headshots, you can grab a tested portrait prompt to ensure realistic lighting and skin texture. If you need a stylized game screenshot for a presentation, you can use one of the prompts designed to mimic the look of specific game franchises. It saves you the trial and error of figuring out which words produce which visual effects. The prompts are sourced from a community of creators and are organized into clear categories, making it easy to find the exact style you need. The README also links to related projects, including tools for running these prompts via a command line interface and open-source templates for building full software-as-a-service products around image generation. It is a straightforward, practical resource for getting the most out of the model.
A curated collection of ready-to-use text prompts for OpenAI's GPT-Image-2 API, covering styles like portraits, posters, and UI mockups so you can generate high-quality images without trial and error.
Active — commit in last 30 days (last push 2026-07-18).
No license information is provided in the repository.
Setup difficulty is rated easy, with roughly 5min to a first successful run.
Mainly pm founder.
This repo across BitVibe Labs
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