Prompt as Code | GPT-Image2 Industrial Prompt Engine & Template Library, 500+ Reverse-Engineered Cases, 20+ Industrial Templates
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English | 简体中文 | 日本語
GPT Image 2.5 Spotlight
Explore the 2.5 spotlight: learn about Sunburst and Flare, then explore a shared-prompt comparison with a draggable divider, side-by-side view, image enlargement, and generation settings.
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 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.
Join the GPT-Image2 discussion group to exchange prompts, workflows, and creative ideas with other users. Visit the community page to join.
Follow the WeChat official account 苍何 or scan the QR code below to receive project updates, new cases, and practical tutorials.
Want to appear here? Support the project through GitHub Sponsors, or search 苍何 on WeChat and send your product name plus a short sponsorship note.
| Sponsor |
Description |
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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 to get started. |
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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. |
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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 to get started. |
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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. |
⚡️ 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
🗂️ 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
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🧩 UI & Interfaces
73 cases
Apps, websites, dashboards, social screenshots, and product interfaces.
View Cases
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📊 Charts & Infographics
53 cases
Infographics, knowledge maps, technical explainers, and structured diagrams.
View Cases
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📰 Posters & Typography
90 cases
Event posters, covers, type-driven visuals, and strong layout compositions.
View Cases
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🛍️ Products & E-commerce
42 cases
Product shots, detail pages, packaging, selling points, and ads.
View Cases
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🏷️ Brand & Logos
27 cases
Logos, identity systems, brand touchpoints, and campaign visuals.
View Cases
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🏛️ Architecture & Spaces
12 cases
Architecture renders, interiors, city maps, and spatial concepts.
View Cases
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📷 Photography & Realism
78 cases
Portraits, phone photography, film texture, and commercial photography.
View Cases
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🎨 Illustration & Art
59 cases
Illustration, art styles, material experiments, and decorative images.
View Cases
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🧍 Characters & People
31 cases
Character design, pose references, cards, and 3D toys.
View Cases
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🎬 Scenes & Storytelling
21 cases
Storyboards, narrative scenes, livestream frames, and worldbuilding.
View Cases
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🏮 History & Classical Chinese Themes
16 cases
Classical scrolls, historical figures, traditional themes, and poetry visuals.
View Cases
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📚 Documents & Publishing
11 cases
White papers, manuals, encyclopedic plates, and publishing layouts.
View Cases
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🧪 Other Use Cases
28 cases
Creative experiments, special tasks, mixed workflows, and practical cases.
View Cases
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🖼️ Full Gallery
Browse all 544 cases by gallery part and category.
Open Gallery
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⭐ Latest Additions
The newest community cases and workflows collected in the repo.
View Latest
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🧩 Prompt Template Categories
The prompt body remains in the original template document for now. This homepage only adds an English navigation layer.
Template Page 1 / 4: Design & Information
| Category |
Template Entry |
Core Capability |
| 🧩 UI & Interfaces |
View Prompts |
Components, page hierarchy, screenshot texture |
| 📊 Charts & Infographics |
View Prompts |
Modules, arrows, data structure, readability |
| 📰 Posters & Typography |
View Prompts |
Layout, headline systems, people, visual impact |
Template Page 2 / 4: Commerce & Space
| Category |
Template Entry |
Core Capability |
| 🛍️ Products & E-commerce |
View Prompts |
Product selling points, packaging, detail-page structure |
| 🏷️ Brand & Logos |
View Prompts |
Logos, identity, brand touchpoint systems |
| 🏛️ Architecture & Spaces |
View Prompts |
Perspective, materials, indoor and outdoor lighting |
Template Page 3 / 4: Imaging & Characters
| Category |
Template Entry |
Core Capability |
| 📷 Photography & Realism |
View Prompts |
Lenses, lighting, realistic textures |
| 🎨 Illustration & Art |
View Prompts |
Brushwork, materials, art styles |
| 🧍 Characters & People |
View Prompts |
Character design, pose sheets, consistency |
Template Page 4 / 4: Narrative & Extensions
| Category |
Template Entry |
Core Capability |
| 🎬 Scenes & Storytelling |
View Prompts |
Storyboards, worldbuilding, emotional pacing |
| 🏮 History & Classical Chinese Themes |
View Prompts |
Dynasties, clothing, scroll-style narrative |
| 📚 Documents & Publishing |
View Prompts |
Page systems, tables of contents, layout rules |
| 🧪 Other Use Cases |
View Prompts |
Mixed tasks, experimental workflows, special outputs |
🤖 Agent Skill
This repository includes an agent skill for choosing GPT-Image2 styles, templates, categories, and scene tags from the same data used by the website.
Package links: npm / GitHub Packages
Example output from a city-life-system-map request using the style library skill.
Quick Install for Agent Skills
Recommended for Claude Code, Codex, Cursor, and other tools supported by skills:
npx skills add freestylefly/awesome-gpt-image-2 --skill gpt-image-2-style-library --agent claude-code codex --global --yes --copy
Install to every supported local agent:
npx skills add freestylefly/awesome-gpt-image-2 --global --all --copy
Claude Code Plugin Marketplace
Run these commands inside Claude Code:
/plugin marketplace add freestylefly/awesome-gpt-image-2
/plugin install gpt-image-2-style-library@awesome-gpt-image-2
npm CLI
If you prefer npm, install the CLI and then sync the skill into local agent folders:
npm install -g gpt-image-2-style-library
gpt-image-2-style-library install all
You can also run it without a global install:
npx gpt-image-2-style-library install all
Install from GitHub Packages:
npm login --scope=@freestylefly --registry=https://npm.pkg.github.com
npm install -g @freestylefly/gpt-image-2-style-library --registry=https://npm.pkg.github.com
gpt-image-2-style-library install all
install all writes the skill to the common local folders used by Codex and Claude Code, including ~/.codex/skills, ~/.claude/skills, and ~/.agents/skills. Restart the agent session after installing.
Use it with a request like:
Use gpt-image-2-style-library to create an infographic prompt about Codex.
For local source development:
npm run generate:style-skill
npm run install:skill
The skill source lives a
一个精选的 OpenAI GPT Image 2 模型提示词库：包含 544 个逆向整理的提示词案例、20 多个行业提示词模板和一个可复用的智能体技能，以可浏览的图库网站形式呈现。