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Prompt as Code | GPT Image 2 / 2.5 提示词与案例库,530+ 个案例、20+ 套工业级模板与可复用 Skills,新增 2.5 同提示词对比专区,附完整提示词与生成记录,持续更新。
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内容来自 GitHub 原始文件,由原作者维护。在 GitHub 查看
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.
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 |
|---|---|
![]() | 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. |
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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.
Start with the case album to find a visual direction, then open the prompt template categories to turn that direction into reusable structure.
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🧩 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 |
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🛍️ Products & E-commerce ![]() Product shots, detail pages, packaging, selling points, and ads. |
The prompt body remains in the original template document for now. This homepage only adds an English navigation layer.
| 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 |
| 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 |
| 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 |
| 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 |
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.
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
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
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.
The visual site supports direct APIMart generation with a personal browser-only API key. Without a personal key, signed-in users continue through Supabase Auth, platform credits, and the server-side APIMart key.
Required Vercel environment variables:
VITE_SUPABASE_URL=
VITE_SUPABASE_ANON_KEY=
SUPABASE_SERVICE_ROLE_KEY=
SUPER_ADMIN_EMAILS=2689458656@qq.com,canghe0818@gmail.com
APIMART_API_KEY=
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:
supabase/migrations/202605090001_user_credits.sql to the Supabase project.supabase/migrations/20260509090000_membership_billing.sql to add membership plans, credit packs, Stripe order records, and credit adjustment RPCs.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.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.supabase/migrations/20260512090000_google_account_center.sql to add account usage summaries and forced credit charging for super admins.supabase/migrations/20260512143000_pricing_admin_metrics.sql to update the $5 / 300 credits catalog and add admin dashboard metrics.supabase/migrations/20260515090000_case_favorites.sql to add per-user case favorites.An engineering-whitepaper-style infographic case for studying modular structure, information hierarchy, and bilingual labels. View full case
A mixed "product interface + social content screenshot" case for controlling text blocks, UI frames, and content cards. View full case
A Japanese fantasy illustration example for studying atmosphere, color, and large-scene composition. View full case
A classic "structured breakdown + explanatory layout" case for product diagrams and poster-like technical explainers. View full case
A multi-card, unified-style case for studying batch generation and series design. View full case
A strong hybrid of brand narrative, structural breakdown, and commercial presentation. Useful as an "infographic + brand visual" reference. View full case
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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 |
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Case 331: Hand-Drawn Xi'an Watercolor Map ![]() A lightweight reference for city maps, hand-drawn routes, and landmark labels. |
Only the latest collection and import run is shown here. Older imports stay in the full gallery.
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Case 539: Raw Sketchy Portrait Poster ![]() A customizable rough-ink portrait poster prompt combining an oversized subject, close companion, minimal scenery, restrained palette, and intentionally imperfect print texture. View Case |
Case 540: Dreamlike Futuristic World Poster ![]() A vertical editorial art-poster prompt for surreal future cities with sculptural architecture, oversized plants, tiny people, vintage travel texture, and luxury pacing. View Case |
Case 541: 50/50 Mixed-Media Memory Card ![]() A reference-photo editing prompt that keeps the top photo intact and converts the lower half into a handmade paper memory card with wax-crayon sketching. View Case |
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Case 542: Black-and-White Typographic Portrait Poster
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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.
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.
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.
CC BY 4.0, and the relevant platform rules.If this library helps you, please star the repository.
This project is open source under the MIT License. You can use, modify, distribute, and build on it freely while preserving the license notice.
| 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 to get started. |
![]() | Thanks to Fluxion AI for sponsoring this project! Fluxion AI serves individual developers, engineering teams, and enterprises with a unified API for accessing and managing the world's leading AI models. Multi-route dynamic scheduling improves availability, while model performance, response time, and cost stay transparent and verifiable. Depending on the model and route, API call costs can be 40%–98% lower than official or baseline prices. Register here for an exclusive $3.88 trial credit. |
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🏷️ Brand & Logos ![]() Logos, identity systems, brand touchpoints, and campaign visuals. View Cases |
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🏛️ Architecture & Spaces ![]() Architecture renders, interiors, city maps, and spatial concepts. View Cases |
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📷 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 |
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🎬 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 |
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🧪 Other Use Cases ![]() Creative experiments, special tasks, mixed workflows, and practical cases. View Cases |
🖼️ Full Gallery![]() Browse all 544 cases by gallery part and category. Open Gallery |
⭐ Latest Additions![]() The newest community cases and workflows collected in the repo. View Latest |
supabase/migrations/20260828090000_apimart_generation_tasks.sqlhttps://gpt-image2.canghe.ai and local dev URLs such as http://127.0.0.1:5173 to Supabase Auth redirect URLs.SUPABASE_SERVICE_ROLE_KEY only in server-side environments such as Vercel Environment Variables.https://gpt-image2.canghe.ai/api/billing/webhook.checkout.session.completed, invoice.payment_succeeded, customer.subscription.updated, and customer.subscription.deleted.STRIPE_SECRET_KEY and STRIPE_WEBHOOK_SECRET only in server-side Vercel Environment Variables.gpt-image2.canghe.ai, add the measurement ID to VITE_GA_MEASUREMENT_ID, and copy the numeric property ID to GA4_PROPERTY_ID.http://localhost:8080/oauth2callback as an authorized redirect URI, then add GOOGLE_ANALYTICS_CLIENT_ID and GOOGLE_ANALYTICS_CLIENT_SECRET to local .env.local.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.|
Case 332: Tea Pi Product Poster ![]() A beverage product image combining Chinese selling points and a clean commercial poster style. View Case |
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Case 339: Apple-Style Nature Science Poster ![]() Minimal studio photography, a natural subject, and science-poster information layout. View Case |
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Case 543: Travel Souvenir Enamel Pin Badge ![]() A product-design prompt that turns a travel photo into a glossy enamel pin badge with gold dividers, scene hierarchy, simplified figure rules, and fabric backdrop. View Case |
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Case 544: Preschool Vocabulary Learning Card ![]() A preschool learning-card prompt for clean object-and-part vocabulary layouts with realistic produce, dotted arrows, simple illustration, and clear labels. View Case |