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Prompt as Code | GPT-Image2 工业级提示词引擎与模板库,470+ 个案例逆向工程,20+ 套工业级模板,并提炼出Skills,持续更新中

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Prompt as Code | GPT-Image2 工业级提示词引擎与模板库,470+ 个案例逆向工程,20+ 套工业级模板,并提炼出Skills,持续更新中

Prompt as Code | GPT-Image2 Industrial Prompt Engine & Template Library, 500+ Reverse-Engineered Cases, 20+ Industrial Templates

English | 简体中文 | 日本語

## GPT Image 2.5 Spotlight [Explore the 2.5 spotlight](https://gpt-image2.canghe.ai/gpt-image-2-5/?lang=en): learn about Sunburst and Flare, then explore a shared-prompt comparison with a draggable divider, side-by-side view, image enlargement, and generation settings. - [Sunburst](https://developers.openai.com/api/docs/models/gpt-image-2.5-sunburst): image generation and precise editing. - [Flare](https://developers.openai.com/api/docs/models/gpt-image-2.5-flare): fast, high-quality everyday image generation. - **4 real recreations**: [#532 lemon campaign](https://gpt-image2.canghe.ai/gpt-image-2-5/?lang=en&case=gallery-532-test), [#527 Rio diorama](https://gpt-image2.canghe.ai/gpt-image-2-5/?lang=en&case=gallery-527-test), [#523 Manhattan watercolor](https://gpt-image2.canghe.ai/gpt-image-2-5/?lang=en&case=gallery-523-test), and [#510 Bichon Shop icon](https://gpt-image2.canghe.ai/gpt-image-2-5/?lang=en&case=gallery-510-test). Each preserves its original gallery image and uses the full gallery prompt for one new built-in image generation, without a reference image. A case selector opens any example directly. [Images, prompts and generation records](docs/design/gpt-image-2-5/real-cases.md). Original generation conditions and exact tool model IDs remain unverified; demonstration examples are labeled separately. The spotlight runs independently. Existing GPT-Image2 cases, templates, Skill, and generation tools remain available. This update does not add live 2.5 image generation.

## Visual Website Use the live site at [gpt-image2.canghe.ai](https://gpt-image2.canghe.ai/) to browse the gallery as a product experience: open large previews, copy full prompts, filter by style or scenario, test generation after Google sign-in, and jump back to the source case on GitHub.

## Community 交流群 Join the GPT-Image2 discussion group to exchange prompts, workflows, and creative ideas with other users. Visit the [community page](https://gpt-image2.canghe.ai/community) to join. Follow the WeChat official account **苍何** or scan the QR code below to receive project updates, new cases, and practical tutorials.

## ❤️ Sponsors > [Want to appear here?](data/images/sponsors/wechat-personal.jpg) Support the project through GitHub Sponsors, or search 苍何 on WeChat and send your product name plus a short sponsorship note. | Sponsor | Description | | ------- | ----------- | | | Thanks to APIMart for sponsoring this project! APIMart is a low-cost API platform for AI image & video generation — GPT-Image-2 from `$0.006/image`, 160+ images per dollar. One async API covers both image and video: submit a task, get an ID, fetch results via polling or callback. Batch tens of thousands of images without timeouts, switch models without changing code. Pay-as-you-go with no monthly fee — [sign up here](https://apimart.ai/register?aff=oQgzUQ) to get started. | | | Thanks to hiapi for sponsoring this project! hiapi is an AI image & video generation API platform — GPT-Image-2 (text-to-image, image edit, 1K–4K) alongside video models like Seedance, Kling and Wan, all through one unified async API: submit a task, get a `task_id`, fetch results by polling or callback, batch without timeouts, switch models without code changes. Every result is stored on hiapi's own CDN with **persistent storage**, so your image/video URLs stay available long-term and can be fetched anytime — no rushing to download and back them up yourself. Native Remote MCP and Agent Skills plug straight into Claude Code & Cursor. Chinese UI & docs, WeChat Pay, pay-as-you-go with no monthly fee — new users get $1 free credit (~50 images). [Sign up here](https://www.hiapi.ai/en/register?aff=DzuH&utm_source=github&utm_medium=sponsor&utm_campaign=awesome-gpt-image-2). | | | Thanks to PackyCode for sponsoring this project! PackyCode is a stable, high-performance API relay provider for Claude Code, Codex, Gemini, and more. Automatic failover, smart routing, and unlimited concurrency help turn AI coding into a reliable productivity tool. [Register here](https://www.packyapi.ai/register?aff=CV0c) to get started. | | | Project sponsor. PPToken provides API relay and key distribution for ChatGPT, Claude, Gemini, and other mainstream AI models, with low-latency access, high availability, pay-as-you-go billing, and flexible subscription plans. | | | Thanks to Liqiu API for sponsoring this project! Liqiu API is a stable, transparent, dedicated AI API relay offering access to ChatGPT, Claude, Grok, Gemini, and more. It uses pay-as-you-go billing, with multipliers starting at 0.1x, and emphasizes reliable service with around-the-clock maintenance for developers. [Register here](https://onliqiu.com/r/agi2) to get started. | ## ⚡️ Project Vision After GPT-Image2 became widely available, AI image generation moved from "can it make an image?" to "can it make stable, controllable, reusable images?" This project turns scattered community examples into Prompt-as-Code assets that are easier for agents and automation workflows to reuse. The core goal is simple: compress prose-style prompts into structured protocols. When you need batch generation, template systems, or production workflows, this structure is more valuable than a pile of isolated examples. - Atomic schema: split subjects, lighting, materials, layout, and visual details into composable parts - ⚙️ Workflow friendly: designed for agents, scripts, and automation systems - Structured control: improve controllability for layout, copy, and information hierarchy ## Quick Links - [Full case gallery](docs/gallery.md) - [Gallery Part 1: cases 1-165](docs/gallery-part-1.md) - [Gallery Part 2: cases 166-544](docs/gallery-part-2.md) - [Industrial prompt templates and pitfalls guide](docs/templates.md) - [Agent skill: GPT-Image2 Style Library](agents/skills/gpt-image-2-style-library/SKILL.md) - [MIT License](LICENSE) - [Full disclaimer](docs/disclaimer.md#section-disclaimer) ## ️ Category Overview Start with the case album to find a visual direction, then open the prompt template categories to turn that direction into reusable structure. ### ️ Case Album

UI & Interfaces
73 cases


Apps, websites, dashboards, social screenshots, and product interfaces.
View Cases

Charts & Infographics
53 cases


Infographics, knowledge maps, technical explainers, and structured diagrams.
View Cases

Posters & Typography
90 cases


Event posters, covers, type-driven visuals, and strong layout compositions.
View Cases

️ Products & E-commerce
42 cases


Product shots, detail pages, packaging, selling points, and ads.
View Cases

️ Brand & Logos
27 cases


Logos, identity systems, brand touchpoints, and campaign visuals.
View Cases

️ Architecture & Spaces
12 cases


Architecture renders, interiors, city maps, and spatial concepts.
View Cases

Photography & Realism
78 cases


Portraits, phone photography, film texture, and commercial photography.
View Cases

Illustration & Art
59 cases


Illustration, art styles, material experiments, and decorative images.
View Cases

Characters & People
31 cases


Character design, pose references, cards, and 3D toys.
View Cases

Scenes & Storytelling
21 cases


Storyboards, narrative scenes, livestream frames, and worldbuilding.
View Cases

History & Classical Chinese Themes
16 cases


Classical scrolls, historical figures, traditional themes, and poetry visuals.
View Cases

Documents & Publishing
11 cases


White papers, manuals, encyclopedic plates, and publishing layouts.
View Cases

Other Use Cases
28 cases

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PublishedAug 1, 2026
UpdatedSep 17, 2026
CategoryAI 编程
PricingOpen source

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