freestylefly/awesome-gpt-image-2
Prompt as Code | GPT-Image2 Industrial Prompt Engine & Template Library, 500+ Reverse-Engineered Cases, 20+ Industrial Templates
catalog 简介 / catalog descriptioncatalog description：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
安装Install
dsh plugin --profile web add github:freestylefly/awesome-gpt-image-2把 freestylefly/awesome-gpt-image-2 加入你的 DSH 配置（web profile）即可启用。
READMEREADME
Prompt as Code | GPT-Image2 Industrial Prompt Engine & Template Library, 500+ Reverse-Engineered Cases, 20+ Industrial Templates
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Updated irregularly with new workflows. Stars are welcome. This project is sponsored by Ciyuan API, an AI aggregation platform for cost-effective GPT Image 2 access.
🌐 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.
Paid Community
The GPT-Image2 discussion group is now a paid community. Sign in on the community page, make a one-time ¥9.90 Alipay payment, and the protected group QR will appear only after the server confirms payment.
For payment, access, refund, or product questions, follow the WeChat official account 苍何 or scan the card below and send a message.
❤️ Sponsors
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 |
|---|---|
 |
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. |
 |
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. |
 |
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. |
 |
Thank you to DolOffer for supporting this project. DolOffer is a platform focused on digital product recommendations and deal sharing, helping users quickly discover useful tools, services, and limited-time benefits. It offers popular subscriptions including YouTube Premium, Claude, ChatGPT Plus, Spotify, and Apple Music at prices as low as 30% of official pricing or even lower, with genuine stable service and worry-free support. Register through our exclusive link and enter promo code AI8888 when topping up to get an extra 10% off. |
 |
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 sponsor. Ciyuan API is an AI aggregation platform for stable, low-latency large-model API services, and supports this project in making GPT Image 2 exploration more practical for developers. |
 |
Community sponsor channel. GitHub Sponsors helps fund ongoing case collection, website maintenance, industrial template distillation, and Agent Skill updates. |
⚡️ 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
- Gallery Part 1: cases 1-165
- Gallery Part 2: cases 166-526
- Industrial prompt templates and pitfalls guide
- Agent skill: GPT-Image2 Style Library
- MIT License
- Full 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  Apps, websites, dashboards, social screenshots, and product interfaces. View Cases |
📊 Charts & Infographics  Infographics, knowledge maps, technical explainers, and structured diagrams. View Cases |
📰 Posters & Typography  Event posters, covers, type-driven visuals, and strong layout compositions. View Cases |
|
🛍️ Products & E-commerce  Product shots, detail pages, packaging, selling points, and ads. View Cases |
🏷️ Brand & Logos  Logos, identity systems, brand touchpoints, and campaign visuals. View Cases |
🏛️ Architecture & Spaces  Architecture renders, interiors, city maps, and spatial concepts. View Cases |
|
📷 Photography & Realism  Portraits, phone photography, film texture, and commercial photography. View Cases |
🎨 Illustration & Art  Illustration, art styles, material experiments, and decorative images. View Cases |
🧍 Characters & People  Character design, pose references, cards, and 3D toys. View Cases |
|
🎬 Scenes & Storytelling  Storyboards, narrative scenes, livestream frames, and worldbuilding. View Cases |
🏮 History & Classical Chinese Themes  Classical scrolls, historical figures, traditional themes, and poetry visuals. View Cases |
📚 Documents & Publishing  White papers, manuals, encyclopedic plates, and publishing layouts. View Cases |
|
🧪 Other Use Cases  Creative experiments, special tasks, mixed workflows, and practical cases. View Cases |
🖼️ Full Gallery Browse all 526 cases by gallery part and category. Open Gallery |
⭐ Latest Additions The newest community cases and workflows collected in the repo. View Latest |
🧩 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 at agents/skills/gpt-image-2-style-library. Its generated reference comes from data/style-library.json, so the website and Agent workflow share one style library.
🔐 Website Auth & Generation
The visual site includes login-gated case generation powered by Supabase Auth, Supabase Postgres, and a Vercel Function proxy for the GPT Image 2 API.
Required Vercel environment variables:
VITE_SUPABASE_URL=
VITE_SUPABASE_ANON_KEY=
SUPABASE_SERVICE_ROLE_KEY=
SUPER_ADMIN_EMAILS=2689458656@qq.com,canghe0818@gmail.com
CIYUAN_API_KEY=
CIYUAN_BASE_URL=https://ciyuan.today
APP_URL=https://gpt-image2.canghe.ai
STRIPE_SECRET_KEY=
STRIPE_WEBHOOK_SECRET=
VITE_GA_MEASUREMENT_ID=
GA4_PROPERTY_ID=
GOOGLE_ANALYTICS_CLIENT_ID=
GOOGLE_ANALYTICS_CLIENT_SECRET=
GOOGLE_ANALYTICS_REFRESH_TOKEN=
Setup checklist:
- Apply
supabase/migrations/202605090001_user_credits.sqlto the Supabase project. - Apply
supabase/migrations/20260509090000_membership_billing.sqlto add membership plans, credit packs, Stripe order records, and credit adjustment RPCs. - Apply
supabase/migrations/20260721090000_alipay_webpay.sqlbefore enabling Alipay website payments, then configure each credit pack's reviewed CNY price. See Alipay website payment setup. - Apply
supabase/migrations/20260722090000_paid_community.sqlbefore enabling the paid community. KeepCOMMUNITY_PAYMENT_ENABLED=falseuntil the protected QR, Alipay onboarding, and production payment/refund checks are complete. See the paid community runbook. - Apply
supabase/migrations/20260512090000_google_account_center.sqlto add account usage summaries and forced credit charging for super admins. - Apply
supabase/migrations/20260512143000_pricing_admin_metrics.sqlto update the$5 / 300 creditscatalog and add admin dashboard metrics. - Apply
supabase/migrations/20260515090000_case_favorites.sqlto add per-user case favorites. - Add
https://gpt-image2.canghe.aiand local dev URLs such ashttp://127.0.0.1:5173to Supabase Auth redirect URLs. - Enable the Google Provider after adding Google OAuth credentials in the Supabase Dashboard.
- To force Google-only sign-in, disable the Email Provider in Supabase Auth settings.
- Keep
SUPABASE_SERVICE_ROLE_KEYonly in server-side environments such as Vercel Environment Variables. - Configure Stripe Checkout with the webhook URL
https://gpt-image2.canghe.ai/api/billing/webhook. - Subscribe the Stripe webhook to
checkout.session.completed,invoice.payment_succeeded,customer.subscription.updated, andcustomer.subscription.deleted. - Keep
STRIPE_SECRET_KEYandSTRIPE_WEBHOOK_SECRETonly in server-side Vercel Environment Variables. - Create a GA4 property for
gpt-image2.canghe.ai, add the measurement ID toVITE_GA_MEASUREMENT_ID, and copy the numeric property ID toGA4_PROPERTY_ID. - Create a Google OAuth Web Client with
http://localhost:8080/oauth2callbackas an authorized redirect URI, then addGOOGLE_ANALYTICS_CLIENT_IDandGOOGLE_ANALYTICS_CLIENT_SECRETto local.env.local. - Run
npm run ga4:oauth, open the generated URL, approve theanalytics.readonlypermission, paste the callback URL into the terminal, then add the returnedGOOGLE_ANALYTICS_REFRESH_TOKENto Vercel as a Sensitive environment variable.
🖼️ Featured Cases
Case 1: Infographic Visualization
An engineering-whitepaper-style infographic case for studying modular structure, information hierarchy, and bilingual labels. View full case
Case 2: Social Media Interface Screenshot
A mixed "product interface + social content screenshot" case for controlling text blocks, UI frames, and content cards. View full case
Case 6: Illustration Art
A Japanese fantasy illustration example for studying atmosphere, color, and large-scene composition. View full case
Case 17: Interaction Design Diagram
A classic "structured breakdown + explanatory layout" case for product diagrams and poster-like technical explainers. View full case
Case 166: Twelve Gold Saints Card Set
A multi-card, unified-style case for studying batch generation and series design. View full case
Case 310: Snack Brand Technical Breakdown
A strong hybrid of brand narrative, structural breakdown, and commercial presentation. Useful as an "infographic + brand visual" reference. View full case
Canghe Original Tests
|
Case 330: Moonlit Livestream Scene A high-fidelity livestream screenshot reference for UI atmosphere, comments, and realistic people. View Case |
Case 334: RAG Technical Explainer A reference for technical concepts, process arrows, and Chinese explanation modules. View Case |
Case 338: Red Cliff Classical Scroll A complete example of scroll format, classical Chinese narrative, and full-text layout. View Case |
|
Case 331: Hand-Drawn Xi'an Watercolor Map  A lightweight reference for city maps, hand-drawn routes, and landmark labels. View Case |
Case 332: Tea Pi Product Poster  A beverage product image combining Chinese selling points and a clean commercial poster style. View Case |
Case 339: Apple-Style Nature Science Poster  Minimal studio photography, a natural subject, and science-poster information layout. View Case |
Latest Community Additions
Only the latest collection and import run is shown here. Older imports stay in the full gallery.
|
Case 521: Four-Panel Style Translation Poster  A strict 1:1:1:1 vertical four-panel poster translating the same scene into blue-and-white porcelain, Dunhuang mural, and embroidered brocade styles. View Case |
Case 522: Hand-Drawn Storybook Portrait  A warm 2D picture-book character prompt that preserves identity, hair, clothes, accessories, and handmade gouache/crayon texture. View Case |
Case 523: Manhattan Park Watercolor Travel Illustration  A vintage travel-journal illustration prompt with skyline depth, park life, ink outlines, watercolor wash, and no-text constraints. View Case |
|
Case 524: Paper-Collage Countryside Diorama Portrait  A mixed-media portrait prompt combining a photoreal subject with layered paper mountains, lakes, flowers, vehicles, and pastel storybook props. View Case |
Case 525: Burgundy Studio Fashion Portrait  A cinematic men’s fashion portrait prompt with burgundy suede, amber glasses, red rim light, smoke, realistic skin, and studio depth. View Case |
Case 526: Volumetric Laser Black-Stage Poster A black-theater poster prompt built from six physical volumetric laser planes, mist thickness, diagonal movement, and perspective-matched title text. View Case |
🧩 Template Entry
The full template library lives in docs/templates.md. Use the Prompt Template Categories above for quick category jumps, or open Industrial prompt templates and pitfalls guide for the complete template text.
🚀 How To Use This Repository
- Start from the featured cases and decide what output type you want to imitate.
- Open the full gallery and find nearby cases. Copy structure first, then style words.
- Return to the template page and fill your business variables into the general or JSON templates.
📄 Notes & Disclaimer
Acknowledgements & Sources
During collection and research, this project references public prompt-library content from YouMind and OpenNana for learning, summarization, and methodology research. Copyright belongs to the original authors or platforms. If any content is infringing or inappropriate, please contact us and we will correct or remove it promptly.
Disclaimer
This project only organizes publicly accessible community prompts and example images for learning and research. It does not claim ownership of any third-party original content.
All prompt cases and generated images in this repository were initially inspired by public community sources, especially YouMind and OpenNana. The project aims to break down strong examples into reusable structured protocols for learning, summarization, and automated testing with large-model agents.
- We make every effort to preserve original sources, including author profiles, original post links, and source repository links.
- For third-party content, we follow source repository statements, licenses such as
CC BY 4.0, and the relevant platform rules. - If you are the original author or rights holder and believe an entry should not be displayed, please open an Issue with the entry link. We will review it and remove it quickly when appropriate.
- This repository does not guarantee that third-party content can be used commercially. Please obtain authorization from the original rights holder before commercial use.
If this library helps you, please star the repository.
Star History
📜 License
This project is open source under the MIT License. You can use, modify, distribute, and build on it freely while preserving the license notice.
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