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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

Get StartedSet 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.Most Advanced AISeparate model capability from workflow and runtime capability decisions.

Use Cases

SMART Goal GeneratorTurn rough goals into research-backed SMART goals with Codex, Cursor, or Claude Code.
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  1. Home
  2. Glossary
  3. Agent Harness

Glossary

What is an
agent harness?

An agent harness is the execution layer around the model that turns reasoning output into real operations. It provides files, terminals, browser control, tool routing, permission boundaries, and runtime rules that determine what actions are possible at each step. The model decides what should happen; the harness governs what can happen safely and predictably in the environment. This layer is critical for production reliability because it controls access, sequencing, and failure handling across tool calls. Without a well-defined harness, agent behavior becomes fragile, hard to audit, and difficult to reproduce across teams or runs.


Why it matters

The model decides what to do, but the harness determines what it can actually do in practice. That includes which tools are discoverable, which files are visible, what permissions are granted, and which action sequences are allowed in the execution environment. This separation is what makes policy, safety, and observability enforceable without degrading model flexibility.

AnyCap fits inside that harness as a capability runtime. It gives the harness a clean, consistent way to expose multimodal actions through one interface, rather than stitching separate provider integrations into every workflow. The result is clearer operational boundaries, easier debugging, and faster reuse across different agent shells.


Harness GuideCapability RuntimeAgent Builder Compare

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

Published on AnyCap

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