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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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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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Models

Last updated April 5, 2026

Choose the right
model for the agent job.

AnyCap exposes multimodal models through one capability runtime and one CLI. This page helps teams choose the right model for a given agent workflow instead of treating every image or video request the same way.

Answer-first summary

The current public AnyCap model catalog includes image generation models for first-pass output and revision loops, video generation models for premium or production-friendly motion work, and a prompt-based music model for soundtrack drafts. The right choice usually depends on whether the job starts from a blank prompt or an existing asset, how much polish the first pass needs, and how much speed or cost efficiency matters in the workflow.


How to choose the right model

  • Start with the output type: image, video, or music.
  • Then decide whether the task needs a polished first pass, faster iteration, or revision from an existing asset.
  • Use the model guide pages when the choice depends on motion style, editing workflow, or cost tradeoffs.

Visual guide

Illustrated overview of image, video, and music model categories inside the AnyCap model hub.

This illustration is a quick visual map of the current catalog: image models on one side, video models on another, and music generation as a separate capability lane inside the same agent runtime. It was generated with Nano Banana 2 to keep the page's visual language aligned with the model catalog itself.


Current model comparison

These are the current public models exposed through AnyCap. Credit ranges come from the same pricing inventory used on the pricing page, so the hub and pricing page stay aligned.

Image generation

Charged per call. Supports text-to-image and image-to-image modes.

ModelModesCredits / callBest for
Nano Banana Protext-to-image, image-to-image~7Targeted image editing and revision loops from an existing visual.
Nano Banana 2text-to-image, image-to-image~4Fast, scalable image generation and high-volume iteration.
Seedream 5text-to-image, image-to-image~2Polished first-pass image generation from a text prompt.

Video generation

Charged per second of generated output. Supports text-to-video and image-to-video modes.

ModelModesCredits / secBest for
Veo 3.1text-to-video, image-to-video~20Premium text-to-video output when the first pass needs to look stronger.
Seedance 1.5 Protext-to-video, image-to-video~14Steady production-friendly video workflows and repeatable image-to-video jobs.
Kling 3.0text-to-video, image-to-video~9Cinematic motion and flexible image-to-video workflows.

Music generation

Charged per second of generated audio.

ModelModesCredits / secBest for
ElevenLabs Musictext-to-music~1Prompt-based soundtrack drafts inside the same agent runtime.

Image generation

Seedream 5

A strong default for polished first-pass image generation tasks.

Nano Banana Pro

A better fit for revision loops and prompt-based image editing.

Nano Banana 2

A faster fit for scalable image generation and high-volume iteration loops.

Video generation

Veo 3.1

The current video generation model for text-to-video workflows through AnyCap.

Kling 3.0

A strong fit for realistic motion and cinematic image-to-video workflows.

Seedance 1.5 Pro

A dependable default for production-friendly text-to-video and image-to-video work.

Music generation

ElevenLabs Music

A prompt-based music model for soundtrack drafts inside the same agent runtime.


FAQ

How do I choose between Seedream 5, Nano Banana Pro, and Nano Banana 2?

Use Seedream 5 when the workflow needs a stronger first-pass image from a prompt, Nano Banana Pro when the job starts from an existing image and needs revisions, and Nano Banana 2 when speed, throughput, or repeated iteration matters more.

How do I choose between Veo 3.1, Kling 3.0, and Seedance 1.5 Pro?

Use Veo 3.1 when the first video pass needs to look more premium from a text brief, Kling 3.0 when the workflow leans more on cinematic motion or flexible image-to-video work, and Seedance 1.5 Pro when the team wants a steadier production-oriented default.

Do all AnyCap models use the same CLI and auth flow?

Yes. AnyCap exposes these models through the same capability runtime, CLI, and auth flow, so teams do not need a separate provider integration path for each model page listed here.


Any CapabilityContext Guide

Capabilities

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

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