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.
Used with Claude Opus 4.7
Claude Code on Opus 4.7 + AnyCap image generation = insane
Claude Code now runs on Claude Opus 4.7 — the strongest reasoning and coding agent Anthropic has shipped. Opus 4.7 still does not natively generate images. Pair it with AnyCap and the same terminal session reaches the active AnyCap image catalog, including Seedream 5, GPT Image 2, FLUX.1 Kontext Max, Nano Banana Pro, and Nano Banana 2 through one CLI and one login. The Opus 4.7 + AnyCap combo is the recommended default for image-heavy agent workflows in 2026.
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 →OpenAI image stack
GPT Image 2
Best when the agent workflow prefers OpenAI's image model family for general generation and prompt-driven edits.
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 |
|---|---|---|
| FLUX.1 Kontext Max | text-to-image, image-to-image | Design-heavy image generation and contextual edits where prompt adherence, visual richness, and iterative refinement matter. |
| GPT Image 2 | text-to-image, image-to-image | General-purpose image generation and image edits when the workflow benefits from OpenAI's multimodal image model family. |
| Nano Banana 2 | text-to-image, image-to-image | High-volume visual iteration, product mockups, storyboards, marketing variants, and fast image-to-image refinement. |
| Nano Banana Pro | text-to-image, image-to-image | Revision loops, commercial visuals, and image edits where stronger visual fidelity and prompt alignment matter. |
| Qwen Image | text-to-image, image-to-image | Bilingual or instruction-heavy visual work, especially when an agent needs a model associated with the Qwen multimodal family. |
| Seedream 4.5 | text-to-image, image-to-image | Everyday image generation, image transformation, and iterative editing where stable structure preservation matters. |
| Seedream 5 | text-to-image, image-to-image | Polished first-pass image generation, controlled visual modifications, style transfer, and creative refinement. |
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 images=./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.
Guide
How to Add Image Generation to AI Agent
Step-by-step walkthrough for wiring this capability into a coding agent without per-provider glue code.
Compare
fal.ai Alternatives for Agents
See how AnyCap and other agent-friendly options stack up against fal.ai for production image workflows.
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 AnyCap image generation catalog includes Seedream 5, Seedream 4.5, Nano Banana Pro, Nano Banana 2, GPT Image 2, FLUX.1 Kontext Max, and Qwen Image. Each listed image 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.