GitHub - freestylefly/awesome-gpt-image-2: 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

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 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 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.

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 166-520

• 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 73 cases

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

View Cases

📊 Charts & Infographics 52 cases

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

View Cases

📰 Posters & Typography 82 cases

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

View Cases

🛍️ Products & E-commerce 40 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 75 cases

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

View Cases

🎨 Illustration & Art 56 cases

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

View Cases

🧍 Characters & People 26 cases

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

View Cases

🎬 Scenes & Storytelling 20 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 10 cases

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

View Cases

🧪 Other Use Cases 28 cases

Creative experiments, special tasks, mixed workflows, and practical cases.

View Cases

🖼️ Full Gallery

Browse all 520 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=

[email protected],[email protected]

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.sql to the Supabase project.

• Apply supabase/migrations/20260509090000_membership_billing.sql to add membership plans, credit packs, Stripe order records, and credit adjustment RPCs.

• Apply supabase/migrations/20260721090000_alipay_webpay.sql before enabling Alipay website payments, then configure each credit pack's reviewed CNY price. See Alipay website payment setup .

• Apply supabase/migrations/20260722090000_paid_community.sql before enabling the paid community. Keep COMMUNITY_PAYMENT_ENABLED=false until the protected QR, Alipay onboarding, and production payment/refund checks are complete. See the paid community runbook .

• Apply supabase/migrations/20260512090000_google_account_center.sql to add account usage summaries and forced credit charging for super admins.

• Apply supabase/migrations/20260512143000_pricing_admin_metrics.sql to update the $5 / 300 credits catalog and add admin dashboard metrics.

• Apply supabase/migrations/20260515090000_case_favorites.sql to add per-user case favorites.

• Add https://gpt-image2.canghe.ai and local dev URLs such as http://127.0.0.1:5173 to 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_KEY only 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 , and customer.subscription.deleted .

• Keep STRIPE_SECRET_KEY and STRIPE_WEBHOOK_SECRET only in server-side Vercel Environment Variables.

• Create a GA4 property for gpt-image2.canghe.ai , add the measurement ID to VITE_GA_MEASUREMENT_ID , and copy the numeric property ID to GA4_PROPERTY_ID .

• Create a Google OAuth Web Client with http://localhost:8080/oauth2callback as an authorized redirect URI, then add GOOGLE_ANALYTICS_CLIENT_ID and GOOGLE_ANALYTICS_CLIENT_SECRET to local .env.local .

• Run npm run ga4:oauth , open the generated URL, approve the analytics.readonly permission, paste the callback URL into the terminal, then add the returned GOOGLE_ANALYTICS_REFRESH_TOKEN to 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 515: Guadalajara Vintage Movie Poster

A vintage city movie-poster prompt with landmark layering, mariachi silhouette, papel picado banners, and print texture controls.

View Case

Case 516: Rubber Tubing Brand Object Render

A brand-object render prompt using bent industrial rubber tubing, official color blocking, seams, compression, and studio product lighting.

View Case

Case 517: Cup-Interior Summer Drink Ad

A fisheye drink-ad prompt shot from inside a clear cup, with strawberry ice foreground, straw depth, and summer street detail.

View Case

Case 518: Wind-Swept Flower Field Portrait

A summer portrait prompt that combines overhead framing, moving foreground flowers, realistic skin texture, and warm sunlight.

View Case

Case 519: Mint Rose Perfume Product Ad

A vertical e-commerce product prompt preserving bottle details while adding mint roses, ribbon, cool backlight, and soft luxury styling.

View Case

Case 520: Astronaut Moon T-Shirt Graphic

A screen-printed apparel graphic prompt with an astronaut, Earth backdrop, navy shirt mockup, and cool monochrome palette.

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.

— 本文由 AI 根据公开来源辅助整理，命令、版本与许可证请在使用前到原始页面复核。