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Awesome GPT-Image-2: 532 Structured Prompts for Consistent AI Images
Structured Prompt Library for GPT Image 2 with 532 reversed cases and over 20 high-quality templates. 12500 stars in 4 months.
Awesome GPT-Image-2 is a structured prompt library for GPT Image 2. Created by independent Chinese developer 苍何 (freestylefly). Awesome GPT-Image-2 has 532 reversed cases and 20+ high-quality templates in 11 categories: UI & Interfaces, Charts & Infographics, Posters & Typography, Products & E-commerce, Brand & Logos, Architecture, Photography & Realism, Illustration & Art, Characters & People, Scenes & Storytelling, and Documents & Publishing. Inspired by “Prompt as Code”, it decompose prompts into atomic pieces like subject, lighting, materials, layout, and visual details for agents, scripts, and automation use cases. Most of the template documents are in Chinese, but a preview website (gpt-image2.canghe.ai) for browsing, copying, and filtering prompts are in English. A skill for Claude Code/Codex is also available on npm for selecting styles, templates, and scene tags based on the same data set. Awesome GPT-Image-2 was released in late April 2026. It got 12500 stars in 4 months.
Why a vibe-coder should care
Use it if you need to generate a lot of images, e.g., social media posts, product descriptions, infographic images. It provides reusable templates so that you don’t have to do trial and error on prompts. Also, “Prompt as Code” makes it very convenient to create multiple versions of the same prompt or generate images in bulk with the same style. You can use the skill to automate the process without having to manually look up the template.
How to install
Copy this and send it to your agent — Claude Code, Codex, any of them:
Install the gpt-image-2-style-library skill from https://github.com/freestylefly/awesome-gpt-image-2 — follow the Quick Install section in the README (command: npx skills add freestylefly/awesome-gpt-image-2 --skill gpt-image-2-style-library --agent claude-code --global --yes), then help me pick a template and generate an image in the right style. Ask me for a GPT Image 2 API key if needed.
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