Meta Model API

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Overview
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Capabilities

Tool calling
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Search grounding
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Structured output
Prompt caching
Token counting

Protocols

Choosing an API
Responses API
Chat Completions API
Messages API

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Use cases
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Muse Glimmer

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--- meta: title: Use cases — Meta Model API cookbook description: End-to-end Model API recipes — multimodal perception, orchestration, and complete apps you can adapt, built on Muse Spark. keywords: cookbook, use cases, multimodal, orchestration, computer use, Muse Spark cms: layout: large in_page_nav: false alias: /model-api/docs/cookbook/use-cases target: aidmc --- # Use cases Build end-to-end: multimodal perception, orchestration, and complete apps you can adapt. Part of the [Cookbook](/docs/cookbook). <tile-group col="3"> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/perception-chart-analysis" title="Chart analysis"> Read charts and extract structured data from images.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/perception-error-screenshot-fix" title="Error screenshot fix"> Diagnose a bug from a screenshot and ship the fix.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/rayban-openclaw" title="Smart glasses with OpenClaw"> Look, ask out loud, and hear the answer — hands-free on Ray-Ban Meta glasses.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/generating-slides" title="Generating slides"> Generate a slide deck from a prompt or source content.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/browser-verified-web-design" title="Browser-verified web design"> Build a website with a coding agent that checks its own work in a real browser.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/iterative-game-dev" title="Iterative game dev"> Build a browser game end-to-end with a coding agent, verified in a real browser.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/sandboxed-execution" title="Sandboxed execution"> Execute model-generated code in a sandbox.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/multi-agent-orchestration" title="Multi-agent orchestration"> Orchestrate a team of specialists that coordinate through a shared Kanban board.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/one-shot-game-dev" title="One-shot game dev"> Build a complete 3D browser game in one pass — one structured prompt, no iteration loop.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/perception-grounding" title="Perception grounding"> Pin interactive dots at object pixel locations and generate a self-contained HTML overlay.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/github-agent" title="GitHub agent"> Run an autonomous GitHub Actions bot for triage, PR review, and bug-fix PRs on OpenCode and Muse Spark.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/computer-use" title="Computer use"> Control a desktop from screenshots with a computer-use agent.</tile> <tile color="orange" icon="sparkle-diamond" href="/docs/cookbook/computer-use-macos" title="Computer use on macOS"> Drive a real Mac from screenshots with native mouse and keyboard events.</tile> </tile-group>

Use cases

Build end-to-end: multimodal perception, orchestration, and complete apps you can adapt. Part of the Cookbook.
Chart analysis Read charts and extract structured data from images.
Error screenshot fix Diagnose a bug from a screenshot and ship the fix.
Smart glasses with OpenClaw Look, ask out loud, and hear the answer — hands-free on Ray-Ban Meta glasses.
Generating slides Generate a slide deck from a prompt or source content.
Browser-verified web design Build a website with a coding agent that checks its own work in a real browser.
Iterative game dev Build a browser game end-to-end with a coding agent, verified in a real browser.
Sandboxed execution Execute model-generated code in a sandbox.
Multi-agent orchestration Orchestrate a team of specialists that coordinate through a shared Kanban board.
One-shot game dev Build a complete 3D browser game in one pass — one structured prompt, no iteration loop.
Perception grounding Pin interactive dots at object pixel locations and generate a self-contained HTML overlay.
GitHub agent Run an autonomous GitHub Actions bot for triage, PR review, and bug-fix PRs on OpenCode and Muse Spark.
Computer use Control a desktop from screenshots with a computer-use agent.
Computer use on macOS Drive a real Mac from screenshots with native mouse and keyboard events.
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