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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.
Equip Agents
Claude CodeCursorCodexManus
Learn

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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  3. What is Agent Harness?

Guide

By AnyCap Team

What is an
agent harness?

An agent harness is the execution layer around an AI model. It gives the agent access to files, terminals, tools, browser actions, permissions, and runtime policies. The model may decide what to do, but the harness defines what it can actually do in the real world.


Agent model vs agent harness

LayerRoleExample
ModelReasoning, planning, language generationThe LLM decides whether to read a file, ask a question, or call a capability
HarnessExecution surface and safety boundariesFiles, shell, browser, permissions, tool contracts, and workflow policies
Capability runtimeCurated capability layer the harness can exposeAnyCap provides image generation, video generation, image read, and video analysis through one interface

Where AnyCap fits

AnyCap is not the model itself and not the entire harness. It sits inside the harness as a capability runtime. That means it gives the harness a consistent way to expose multimodal actions to the agent.

This is an important distinction. The harness provides the execution environment. AnyCap provides the multimodal capability layer the harness can surface to the agent with one CLI, one auth flow, and one interface.


Capability RuntimeWorkspace ContextCompare Page

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

Company

  • About
  • Contact
  • Privacy
  • Terms
  • GitHub
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