Awesome GPT Image 2 API and Prompts – a powerful resource for working with image generation from OpenAI
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In the world of vibcoding and AI development, visual content has become a critical tool. Whether it’s prototyping UI, creating marketing materials, game characters, e-commerce photos, or just quick concepts, the ability to work effectively with text-to-image models saves hours and improves product quality. One of the best open sources on this topic is the repository EvoLinkAI/awesome-gpt-image-2-API-and-Prompts.
What is GPT Image 2
GPT Image 2 (gpt-image-2) is an up-to-date OpenAI model for image generation and editing built into ChatGPT and available via API. It significantly exceeds previous versions in terms of:
- The quality of prompt adherence.
- Text generation inside images.
- Maintaining character consistency.
- Editing support (inpainting, outpainting, style transfer).
- Multi-step dialogue for iterative improvement.
The model works with natural language, supports aspect ratios, transparency and batch queries. This makes it convenient for designers and developers integrating image generation into their products.
The repository
The repository is a curated collection of more than 700+ high-quality prompts for GPT Image 2, API-use examples and ready-made visual workflow. Content is collected from the community (mainly from X/Twitter), verified and structured.
Key sections:
- E-commerce Cases - Prompts for grocery photos, dioramas, storyboard advertising.
- Ad Creative Cases – Creatives for marketing and promotion.
- Portrait & Photography - portraits in different styles (from cinematic to film simulation).
- Poster & Illustration – posters, infographics, key visuals.
- Character Design - Character Sheets, Turnaround Views, Expression Sheets.
- UI & Social Media Mockups - Interfaces, Infographics, Social Creatives.
- Comparison & Community Examples - Comparisons and custom cases.
Each case shall be accompanied by:
- Full Prompt (ready to copy).
- An example of a generated image.
- Reference to the original post of the author.
- Localized versions of README (including Russian).
The repository is actively updated - new cases are added almost daily after moderation. There are also API guides and links to ready-made skills/integrations.
Practical benefits for Vibcoders
On Wikivibe, we often talk about productive work with AI, from RAG and parsers to Telegram bots and SEO. This repository fits perfectly into workflow:
- ** Quick start of prototypes** - instead of "invent a prompt from scratch" copy the ready-made battle-tested version and rework for the task.
- ** Product Integration** – Use the Evolink or OpenAI API to automatically generate images in e-commerce, apps, and bots.
- Prompting training - by understanding structured examples, you quickly develop the skill of writing effective descriptions (styles, lighting, composition, technical parameters).
- ** Multilingualism and localization** – ready-made examples with Japanese, Chinese text inside images are useful for international projects.
- ** Saving tokens and time** instead of long iterations in ChatGPT is a qualitative result.
** Examples of application:**
- Generation of hero images for landing pages.
- Create character sheets for games or visual novels.
- Automatic storyboards for video advertising.
- UI mockups for presentations and testing.
- Content for social networks and marketing.
How to use
- Go to the repository and find the desired category.
- Copy the prompt.
- Run through ChatGPT, Evolink.ai or directly through the API:
bash
curl --request POST \ --url https://api.evolink.ai/v1/images/generations \ --header 'Authorization: Bearer YOUR_API_KEY' \ --data '{"model": "gpt-image-2", "prompt": "..."}' - For convenience, there are ready-made skills and playground on evolink.ai.
It is recommended to put a star - an open-source project and is developed by the community.
Why it matters in 2026
Image generation is no longer a “toy” – it’s a production-ready tool. Models like GPT Image 2 allow developers without deep design skills to create high-quality visuals on the fly. Combining this with RAG (your data + images), Telegram bots or automations, you get powerful AI agents for content.
For readers, Wikivibe is a great resource, complementing articles about prompting, working with Claude/GPT and integrating AI into everyday tasks.
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