ai-image-generation

What the source does

• FilesystemNone observedNo reads or writes in the source
• NetworkNone observedNo outbound calls in the source
• ShellNone observedNo commands run in the source
• DependenciesPinnedNothing floats
• SecretsNone foundNo keys in source

Five audit layers

Gates applied: no behavioural pass, no license.

Audit 0.4.1 · source sha 4599ef28a2a7 · 23 Oct 2026Report an issue or request a re-scan

• Publishermagentosh GitHub organizationOwner of the repository this skill is read from
• Source foldermagentosh/skills/tools/image/ai-image-generationThe exact folder we audited
• LicenceNot declaredAs the repository states it
• Commit pinned for this verdict4599ef28a2a7A new audit runs when the source changes
• Repository statusNot archivedLast push 8 days ago
• Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

Its description: Generate AI images with GPT-Image-2.5, FLUX, Gemini, Grok, Seedream, Reve and 50+ models via inference.sh CLI. Models: GPT-Image-2.5 Flare, GPT-Image-2.5 Sunburst, GPT-Image-2, FLUX Dev LoRA, FLUX.2 Klein LoRA, Gemini 3…

---
name: ai-image-generation
description: "Generate AI images with GPT-Image-2.5, FLUX, Gemini, Grok, Seedream, Reve and 50+ models via inference.sh CLI. Models: GPT-Image-2.5 Flare, GPT-Image-2.5 Sunburst, GPT-Image-2, FLUX Dev LoRA, FLUX.2 Klein LoRA, Gemini 3 Pro Image, Grok Imagine, Seedream 4.5, Reve, ImagineArt. Capabilities: text-to-image, image-to-image, inpainting, LoRA, image editing, upscaling, text rendering. Use for: AI art, product mockups, concept art, social media graphics, marketing visuals, illustrations. Triggers: flux, image generation, ai image, text to image, stable diffusion, generate image, ai art, midjourney alternative, dall-e alternative, text2img, t2i, image generator, ai picture, create image with ai, generative ai, ai illustration, grok image, gemini image, gpt image, openai image, chatgpt image"
allowed-tools: Bash(belt *)
---

> **Install the belt CLI skill:** `npx skills add belt-sh/cli`

# AI Image Generation

Generate images with 50+ AI models via [inference.sh](https://inference.sh) CLI.

![AI Image Generation](https://cloud.inference.sh/app/files/u/4mg21r6ta37mpaz6ktzwtt8krr/01kg0v0nz7wv0qwqjtq1cam52z.jpeg)

## Quick Start

> Requires inference.sh CLI (`belt`). [Install instructions](https://raw.githubusercontent.com/inference-sh/skills/refs/heads/main/cli-install.md)

```bash
belt login

# Generate an image with FLUX
belt app run falai/flux-dev-lora --input '{"prompt": "a cat astronaut in space"}'
```


## Available Models

| Model | App ID | Best For |
|-------|--------|----------|
| **GPT-Image-2.5 Flare** | `openai/gpt-image-2-5-flare` | Best default: text-to-image, editing, inpainting, transparent PNG |
| **GPT-Image-2.5 Sunburst** | `openai/gpt-image-2-5-sunburst` | Precise edits that preserve subject and composition |
| GPT-Image-2 | `openai/gpt-image-2` | Previous generation |
| FLUX Dev LoRA | `falai/flux-dev-lora` | High quality with custom styles |
| FLUX.2 Klein LoRA | `falai/flux-2-klein-lora` | Fast with LoRA support (4B/9B) |
| **P-Image** | `pruna/p-image` | Fast, economical, multiple aspects |
| **P-Image-LoRA** | `pruna/p-image-lora` | Fast with preset LoRA styles |
| **P-Image-Edit** | `pruna/p-image-edit` | Fast image editing |
| Gemini 3 Pro | `google/gemini-3-pro-image` | Google's latest |
| Gemini 2.5 Flash | `google/gemini-2-5-flash-image` | Fast Google model |
| Grok Imagine | `xai/grok-imagine-image` | xAI's model, multiple aspects |
| Seedream 4.5 | `bytedance/seedream-4-5` | 2K-4K cinematic quality |
| Seedream 4.0 | `bytedance/seedream-4-0` | High quality 2K-4K |
| Seedream 3.0 | `bytedance/seedream-3-0-t2i` | Accurate text rendering |
| Reve | `falai/reve` | Natural language editing, text rendering |
| ImagineArt 1.5 Pro | `falai/imagine-art-1-5-pro-preview` | Ultra-high-fidelity 4K |
| FLUX Klein 4B | `pruna/flux-2-klein-4b` | Ultra-cheap ($0.0001/image) |
| Topaz Upscaler | `falai/topaz-image-upscaler` | Professional upscaling |

## Browse All Image Apps

```bash
belt app list --category image
```

## Examples

### GPT-Image-2.5 Flare

```bash
belt app run openai/gpt-image-2-5-flare --input '{
  "prompt": "professional product photo of sneakers, studio lighting",
  "quality": "high"
}'
```

### GPT-Image-2.5 Sunburst Editing

```bash
belt app run openai/gpt-image-2-5-sunburst --input '{
  "prompt": "change the background to a beach at sunset",
  "images": ["https://your-image.jpg"]
}'
```

### Text-to-Image with FLUX

```bash
belt app run falai/flux-dev-lora --input '{
  "prompt": "professional product photo of a coffee mug, studio lighting"
}'
```

### Fast Generation with FLUX Klein

```bash
belt app run falai/flux-2-klein-lora --input '{"prompt": "sunset over mountains"}'
```

### Google Gemini 3 Pro

```bash
belt app run google/gemini-3-pro-image --input '{
  "prompt": "photorealistic landscape with mountains and lake"
}'
```

### Grok Imagine

```bash
belt app run xai/grok-imagine-image --input '{
  "prompt": "cyberpunk city at night",
  "aspect_ratio": "16:9"
}'
```

### Reve (with Text Rendering)

```bash
belt app run falai/reve --input '{
  "prompt": "A poster that says HELLO WORLD in bold letters"
}'
```

### Seedream 4.5 (4K Quality)

```bash
belt app run bytedance/seedream-4-5 --input '{
  "prompt": "cinematic portrait of a woman, golden hour lighting"
}'
```

### Image Upscaling

```bash
belt app run falai/topaz-image-upscaler --input '{"image": "https://..."}'
```

### Stitch Multiple Images

```bash
belt app run infsh/stitch-images --input '{
  "images": ["https://img1.jpg", "https://img2.jpg"],
  "direction": "horizontal"
}'
```

## Related Skills

```bash
# Full platform skill (all apps)
npx skills add inference-sh/skills@infsh-cli

# Pruna P-Image (fast & economical)
npx skills add inference-sh/skills@p-image

# GPT-Image-2.5 / GPT-Image-2 (OpenAI)
npx skills add inference-sh/skills@gpt-image

# FLUX-specific skill
npx skills add inference-sh/skills@flux-image

# Upscaling & enhancement
npx skills add inference-sh/skills@image-upscaling

# Background removal
npx skills add inference-sh/skills@background-removal

# Video generation
npx skills add inference-sh/skills@ai-video-generation

# AI avatars from images
npx skills add inference-sh/skills@ai-avatar-video
```

Browse all apps: `belt app list`

## Documentation

- [Running Apps](https://inference.sh/docs/apps/running) - How to run apps via CLI
- [Image Generation Example](https://inference.sh/docs/examples/image-generation) - Complete image generation guide
- [Apps Overview](https://inference.sh/docs/apps/overview) - Understanding the app ecosystem

Excerpt, first 5,592 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

npx skills add inference-sh/skills@infsh-cli
npx skills add inference-sh/skills@p-image
npx skills add inference-sh/skills@gpt-image
npx skills add inference-sh/skills@flux-image
npx skills add inference-sh/skills@image-upscaling
npx skills add inference-sh/skills@background-removal

git clone https://github.com/magentosh/skills
git -C skills checkout 4599ef28a2a7

Works in

1. 2026-10-23
   ✓SAFE B 89 / 100

   first audit · source 4599ef28a2a7

Questions about ai-image-generation

• github.com/magentosh/skills/tree/main/tools/image/ai-image-gener — the audited source at commit 4599ef28a2a7 and every finding aboveObserved · 23 Oct 2026

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