Awesome GPT Image 2: Prompt Engine for AI Images

From “Can It Make an Image?” to “Can It Make Stable Images?”#

When GPT-Image2 became widely available, the question shifted from “Can AI make an image?” to “Can AI make stable, controllable, reusable images?” Awesome GPT Image 2 solves exactly this — turning scattered community examples into Prompt-as-Code assets.

[!TIP] Awesome GPT Image 2 is trending on GitHub with 530+ reverse-engineered cases. It’s the largest prompt collection for GPT-Image2 available today.

What Is Awesome GPT Image 2?#

It’s an open-source repository containing:

530+ real-world cases — reverse-engineered from the community
20+ industrial-grade templates — for multiple use scenarios
Agent Skill — integrates directly with Claude Code, Cursor, Codex
Visual website — browse the gallery at gpt-image2.canghe.ai

[!NOTE] The core idea 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.

Main Categories#

Category	Count	Description
🖼️ UI & Interfaces	73	Apps, websites, dashboards, social screenshots
📊 Charts & Infographics	52	Infographics, knowledge maps, technical explainers
📰 Posters & Typography	88	Event posters, covers, type-driven visuals
🛍️ Products & E-commerce	41	Product shots, detail pages, packaging
🏷️ Brand & Logos	27	Logos, identity systems, brand touchpoints
🏛️ Architecture & Spaces	12	Architecture renders, interiors, city maps
📷 Photography & Realism	78	Portraits, phone photography, film texture
🎨 Illustration & Art	58	Illustration, art styles, material experiments
🧍 Characters & People	31	Character design, pose references, 3D toys
🎬 Scenes & Storytelling	21	Storyboards, narrative scenes, worldbuilding

Atomic Schema — Why It Matters#

Each prompt is split into composable parts:

├── Subject
├── Lighting
├── Materials
├── Layout
└── Visual Details

text

This structure enables:

Batch generation — Create at scale with the same template
Workflow-friendly — Integrates with agents, scripts, automation
Structured control — Control layout, copy, information hierarchy

Install the Agent Skill#

npx skills add freestylefly/awesome-gpt-image-2 \
  --skill gpt-image-2-style-library \
  --agent claude-code codex \
  --global --yes --copy

bash

Or install for all supported agents:

npx skills add freestylefly/awesome-gpt-image-2 --global --all --copy

bash

Usage Example#

With the Agent Skill, you can ask:

Generate a city life system map using the GPT-Image2 style library.
Use the infographic category with dark theme.

text

The skill automatically selects the right style, template, and scene tags from the available data.

Visual Gallery#

Visit gpt-image2.canghe.ai ↗ to:

Open large previews
Copy full prompts
Filter by style or scenario
Test generation after Google sign-in

Conclusion#

Awesome GPT Image 2 turns prompt engineering art into reproducible engineering. With 530+ cases and 20+ templates, it’s an essential resource for anyone wanting stable, professional AI-generated images.

🔗 Repository: github.com/freestylefly/awesome-gpt-image-2 ↗