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Capabilities

Generate

Image GenerationCreate and edit images from prompts or references.Video GenerationCreate motion outputs from text and image inputs.Music GenerationProduce music tracks through one runtime.

Understand

Image UnderstandingRead screenshots, diagrams, and visual references.Video AnalysisInspect recordings and extract structured details.Audio UnderstandingTranscribe and analyze voice and audio files.

Retrieve

Web SearchSearch the web from the same agent workflow.Grounded Web SearchReturn synthesized answers with live citations.Web CrawlFetch pages and convert them into clean content.

Store

DriveStore outputs, organize assets, and create public URLs.
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Claude CodeCursorCodexManus
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Product

CLISee the command surface agents use to call capabilities through one runtime.SkillsLearn how agent skills expose capabilities inside developer tools.

Guides

Install AnyCapSet up the CLI, auth once, and verify the capability runtime is ready.Context EngineeringUnderstand how prompts, files, and workspace state shape agent behavior.Agent SkillsSee how reusable skills package workflows and capability usage for agents.

Evaluate

Compare OverviewBrowse comparison pages for adjacent agent tooling, media APIs, and tradeoffs.What Agents Can't DoRead a practical explainer on where agents still struggle in production workflows.

Use Cases

SMART Goal GeneratorTurn rough goals into research-backed SMART goals with Codex, Cursor, or Claude Code.How to Make Memes OnlineSee a concrete creative workflow for generating the visual, keeping the caption exact, and delivering a meme.
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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 Seedream 5, 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.

Claude Code image generation →Claude Opus 4.7 capabilities →

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

ModelModesBest fit
Seedream 5text-to-image, image-to-imagePolished first-pass image generation and visual refinement
Nano Banana Protext-to-image, image-to-imageHigher-quality editing loops and stronger commercial output
Nano Banana 2text-to-image, image-to-imageFast 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.


Next steps

View on GitHubExplore capabilitiesExplore the CLIFor creators

Capabilities

  • Overview
  • Image Generation
  • Video Generation
  • Music Generation
  • Image Understanding
  • Video Analysis
  • Audio Understanding
  • Web Search
  • Grounded Web Search
  • Web Crawl
  • Drive

Equip Agents

  • Overview
  • Start here
  • Claude Code
  • Cursor
  • Codex
  • Manus

Learn

  • Overview
  • CLI
  • Skills
  • Install AnyCap
  • Context Engineering
  • Agent Skills
  • SMART Goal Generator
  • How to Make Memes Online
  • Compare Overview
  • AnyCap vs Replicate
  • AnyCap vs fal.ai
  • What Agents Can't Do

Product

  • Product overview
  • Models
  • Install AnyCap
  • Add Tools to Claude Code

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