Capabilities
Last updated April 5, 2026
Image Generation
AnyCap image generation gives agents, creators, and product teams one CLI for text-to-image and image-to-image workflows. You can create net-new visuals, revise existing assets, and run image editing loops through a consistent interface instead of wiring a separate image generation API for every model or provider. That makes it a practical image generation layer for Claude Code, Cursor, Codex, and anyone using agents to ship visual work faster.
Answer-first summary
Use Seedream 5 when the agent needs a stronger first-pass image, Nano Banana Pro when the workflow starts from an existing asset and needs targeted revisions, and Nano Banana 2 when speed and throughput matter more than maximizing polish on the first result.
How to choose among image models
First-pass quality
Seedream 5
Best when the workflow starts from a prompt and the first image needs to look closer to final.
Open model guide →Revision loops
Nano Banana Pro
Best when the agent already has an image and needs prompt-based edits or more controlled visual revisions.
Open model guide →Speed and scale
Nano Banana 2
Best when the agent needs many variants, quicker drafts, or a more scalable generation loop.
Open model guide →Supported models
| Model | Modes | Best fit |
|---|---|---|
| Seedream 5 | text-to-image, image-to-image | Polished first-pass image generation and visual refinement |
| Nano Banana Pro | text-to-image, image-to-image | Higher-quality editing loops and stronger commercial output |
| Nano Banana 2 | text-to-image, image-to-image | Fast iteration and scalable image generation workflows |
CLI usage
Text-to-image
anycap image generate --prompt "a minimalist product hero image on a cream background" --model seedream-5 -o hero.png
Image-to-image editing
anycap image generate --prompt "turn this into a warm editorial product shot" --model nano-banana-pro --mode image-to-image --param reference_image_urls='["https://example.com/source.png"]' -o variation.png
Discover models
anycap image models
When agents and creators need image generation
Product mockups
Generate polished visuals for launch pages, changelogs, and internal demos.
Creative iteration
Run text-to-image and image editing loops without leaving the agent workflow.
Creators and marketers
Create illustrations, thumbnails, social posts, and marketing assets through one repeatable command surface.
Everyday edits
Turn briefs, screenshots, and references into first-pass visual directions, background swaps, and simple photo edits.
Related models, guides, and workflows
Model
Seedream 5
Learn when agents should choose Seedream 5 for polished text-to-image output.
Model
Nano Banana Pro
Explore a stronger fit for image editing and iterative visual refinement.
Workflow
Create AI Influencer for Free
See how image generation fits creator workflows beyond technical agent setup.
Workflow
How to Change Photo Background
See how the same capability supports everyday photo edits and faster content production.
FAQ
What does AnyCap image generation let agents do?
It gives agents one command surface for text-to-image and image-to-image workflows. That means the same CLI can handle first-pass generation, creative iteration, and image editing without separate provider integrations.
Which image models are available through AnyCap today?
The current public image generation surface includes Seedream 5, Nano Banana Pro, and Nano Banana 2. Each model supports text-to-image and image-to-image modes through the same AnyCap image generation API and CLI interface.
Why does this page mention image editing as well as image generation?
Market language often splits text-to-image, image editing, and image generation. AnyCap groups those workflows under one image generation capability because agents frequently need both creation and revision in the same loop.
Is this page about an image generation API or a CLI?
Both. Teams often search for an image generation API, a text-to-image API, or an image editing API, while implementation inside agent workflows often happens through the AnyCap CLI.
Is this only for developers?
No. The same capability supports creators, marketers, operators, and everyday users who need product visuals, social content, thumbnails, or quick photo edits. The agent workflow is just one of the ways to reach it.