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href="/qwen-code-docs/en/core/tools-api/">Tools API</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/core/memport/">Memory Import Processor</a></li></ul></div></li><li class=""><button class="x:transition x:cursor-pointer x:items-center x:justify-between x:gap-2 x:text-start x:w-full x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 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x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/tools/shell/">Shell Tools</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/tools/web-fetch/">Web Fetch Tools</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors 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Tools</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/tools/todo-write/">Todo Write Tool</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/tools/mcp-server/">MCP Server</a></li></ul></div></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/checkpointing/">Checkpointing Feature</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/extension/">Extension Development</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/ide-integration/">IDE Integration</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/telemetry/">Observability</a></li><li class=""><button class="x:transition x:cursor-pointer x:items-center x:justify-between x:gap-2 x:text-start x:w-full x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" data-href="/en/examples" type="button" data-headlessui-state="">Example Code<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="18" class="x:shrink-0 x:rounded-sm x:p-0.5 x:hover:bg-gray-800/5 x:dark:hover:bg-gray-100/5 x:motion-reduce:transition-none x:origin-center x:transition-all x:rtl:-rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></button><div class="x:transform-gpu x:transition-all x:ease-in-out x:motion-reduce:transition-none x:opacity-0 x:overflow-hidden" style="height:0;transition-duration:300ms"><ul class="x:grid x:gap-1 x:relative x:before:absolute x:before:inset-y-1 x:before:w-px x:before:bg-gray-200 x:before:content-[&quot;&quot;] x:dark:before:bg-neutral-800 x:ps-3 x:before:start-0 x:pt-1 x:ms-3"><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] 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Management</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/gemini-ignore/">Ignore File Configuration</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 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x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/sandbox/">Sandbox Mechanism</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/issue-and-pr-automation/">Automation Handling</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm 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href="/qwen-code-docs/en/tos-privacy/">Terms of Service &amp; Privacy</a></li><li class=""><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:text-gray-600 x:hover:bg-gray-100 x:hover:text-gray-900 x:dark:text-neutral-400 x:dark:hover:bg-primary-100/5 x:dark:hover:text-gray-50 x:contrast-more:text-gray-900 x:contrast-more:dark:text-gray-50 x:contrast-more:border-transparent x:contrast-more:hover:border-gray-900 x:contrast-more:dark:hover:border-gray-50" href="/qwen-code-docs/en/Uninstall/">Uninstall Guide</a></li><li class="active"><a class="x:focus-visible:nextra-focus x:flex x:rounded x:px-2 x:py-1.5 x:text-sm x:transition-colors x:[word-break:break-word] x:cursor-pointer x:contrast-more:border x:bg-primary-100 x:font-semibold x:text-primary-800 x:dark:bg-primary-400/10 x:dark:text-primary-600 x:contrast-more:border-primary-500!" href="/qwen-code-docs/en/subagents/">Subagents</a></li></ul></div></div><div class="x:sticky x:bottom-0 x:bg-nextra-bg nextra-sidebar-footer x:border-t nextra-border x:flex x:items-center x:gap-2 x:py-4 x:mx-4"><button title="Change language" class="x:cursor-pointer x:h-7 x:rounded-md x:px-2 x:text-xs x:font-medium x:transition-colors x:text-gray-600 x:dark:text-gray-400 x:flex x:items-center x:gap-2 x:grow" id="headlessui-listbox-button-:R6rapuun9ukq:" type="button" aria-haspopup="listbox" aria-expanded="false" data-headlessui-state=""><svg viewBox="2 2 16 16" fill="currentColor" height="12"><path fill-rule="evenodd" d="M4.083 9h1.946c.089-1.546.383-2.97.837-4.118A6.004 6.004 0 004.083 9zM10 2a8 8 0 100 16 8 8 0 000-16zm0 2c-.076 0-.232.032-.465.262-.238.234-.497.623-.737 1.182-.389.907-.673 2.142-.766 3.556h3.936c-.093-1.414-.377-2.649-.766-3.556-.24-.56-.5-.948-.737-1.182C10.232 4.032 10.076 4 10 4zm3.971 5c-.089-1.546-.383-2.97-.837-4.118A6.004 6.004 0 0115.917 9h-1.946zm-2.003 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class="x:pt-6 x:px-4 x:font-semibold x:tracking-tight">On This Page</p><ul class="x:p-4 nextra-scrollbar x:overscroll-y-contain x:overflow-y-auto x:hyphens-auto nextra-mask"><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#what-are-subagents" class="x:focus-visible:nextra-focus x:font-semibold x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">What are Subagents?</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#key-benefits" class="x:focus-visible:nextra-focus x:font-semibold x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Key Benefits</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#how-subagents-work" class="x:focus-visible:nextra-focus x:font-semibold x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">How Subagents Work</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#getting-started" class="x:focus-visible:nextra-focus x:font-semibold x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Getting Started</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#quick-start" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Quick Start</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#example-usage" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Example Usage</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#management" class="x:focus-visible:nextra-focus x:font-semibold x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Management</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#cli-commands" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">CLI Commands</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#agents-create" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words"><code class="nextra-code" dir="ltr">/agents create</code></a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#agents-manage" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words"><code class="nextra-code" dir="ltr">/agents manage</code></a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#storage-locations" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Storage Locations</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#file-format" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">File Format</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#basic-structure" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Basic Structure</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#example-usage-1" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Example Usage</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#examples" class="x:focus-visible:nextra-focus x:font-semibold x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Examples</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#development-workflow-agents" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Development Workflow Agents</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#testing-specialist" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Testing Specialist</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#documentation-writer" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Documentation Writer</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#code-reviewer" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Code Reviewer</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#technology-specific-agents" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Technology-Specific Agents</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#react-specialist" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">React Specialist</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#python-expert" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Python Expert</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#best-practices" class="x:focus-visible:nextra-focus x:font-semibold x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Best Practices</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#design-principles" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Design Principles</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#single-responsibility-principle" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Single Responsibility Principle</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#clear-specialization" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Clear Specialization</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#actionable-descriptions" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Actionable Descriptions</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#configuration-best-practices" class="x:focus-visible:nextra-focus x:ms-3 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Configuration Best Practices</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#system-prompt-guidelines" class="x:focus-visible:nextra-focus x:ms-6 x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">System Prompt Guidelines</a></li><li class="x:my-2 x:scroll-my-6 x:scroll-py-6"><a href="#security-considerations" class="x:focus-visible:nextra-focus x:font-semibold x:block x:transition-colors x:subpixel-antialiased x:text-gray-600 x:hover:text-gray-900 x:dark:text-gray-400 x:dark:hover:text-gray-300 x:contrast-more:text-gray-900 x:contrast-more:underline x:contrast-more:dark:text-gray-50 x:break-words">Security Considerations</a></li></ul><div class="x:grid x:gap-2 x:py-4 x:mx-4 x:border-t nextra-border"><a href="https://github.com/QwenLM/qwen-code/issues/new?title=Feedback%20for%20%E2%80%9CSubagents%E2%80%9D&amp;labels=feedback" target="_blank" rel="noreferrer" class="x:focus-visible:nextra-focus x:text-xs x:font-medium x:transition x:text-gray-600 x:dark:text-gray-400 x:hover:text-gray-800 x:dark:hover:text-gray-200 x:contrast-more:text-gray-700 x:contrast-more:dark:text-gray-100">Question? Give us feedback<!-- --> <svg fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.7" viewBox="0 0 24 24" height="1em" class="x:inline x:align-baseline x:shrink-0"><path d="M7 17L17 7"></path><path d="M7 7h10v10"></path></svg></a><a href="https://github.com/QwenLM/qwen-code/blob/main/docs/content/en/subagents.md" target="_blank" rel="noreferrer" class="x:focus-visible:nextra-focus x:text-xs x:font-medium x:transition x:text-gray-600 x:dark:text-gray-400 x:hover:text-gray-800 x:dark:hover:text-gray-200 x:contrast-more:text-gray-700 x:contrast-more:dark:text-gray-100">Edit this page<!-- --> <svg fill="none" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.7" viewBox="0 0 24 24" height="1em" class="x:inline x:align-baseline x:shrink-0"><path d="M7 17L17 7"></path><path d="M7 7h10v10"></path></svg></a><button class="x:transition x:cursor-pointer x:flex x:items-center x:gap-1.5 x:whitespace-nowrap x:opacity-0 x:text-xs x:font-medium x:transition x:text-gray-600 x:dark:text-gray-400 x:hover:text-gray-800 x:dark:hover:text-gray-200 x:contrast-more:text-gray-700 x:contrast-more:dark:text-gray-100" aria-hidden="true" type="button" disabled="" data-headlessui-state="disabled" data-disabled="">Scroll to top<svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="1.1em" class="x:-rotate-90 x:border x:rounded-full x:border-current"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg></button></div></div></nav><article class="x:w-full x:min-w-0 x:break-words x:min-h-[calc(100vh-var(--nextra-navbar-height))] x:text-slate-700 x:dark:text-slate-200 x:pb-8 x:px-4 x:pt-4 x:md:px-12"><div class="nextra-breadcrumb x:mt-1.5 x:flex x:items-center x:gap-1 x:overflow-hidden x:text-sm x:text-gray-600 x:dark:text-gray-400 x:contrast-more:text-current"><span class="x:whitespace-nowrap x:transition-colors x:font-medium x:text-black x:dark:text-gray-100" title="Subagents">Subagents</span></div><div id="nextra-skip-nav"></div><main data-pagefind-body="true"><h1 class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-bold x:mt-2 x:text-4xl">Subagents</h1>
<p class="x:not-first:mt-[1.25em] x:leading-7">Subagents are specialized AI assistants that handle specific types of tasks within Qwen Code. They allow you to delegate focused work to AI agents that are configured with task-specific prompts, tools, and behaviors.</p>
<h2 id="what-are-subagents" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-10 x:border-b x:pb-1 x:text-3xl nextra-border">What are Subagents?<a href="#what-are-subagents" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2>
<p class="x:not-first:mt-[1.25em] x:leading-7">Subagents are independent AI assistants that:</p>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]"><strong>Specialize in specific tasks</strong> - Each subagent is configured with a focused system prompt for particular types of work</li>
<li class="x:my-[.5em]"><strong>Have separate context</strong> - They maintain their own conversation history, separate from your main chat</li>
<li class="x:my-[.5em]"><strong>Use controlled tools</strong> - You can configure which tools each subagent has access to</li>
<li class="x:my-[.5em]"><strong>Work autonomously</strong> - Once given a task, they work independently until completion or failure</li>
<li class="x:my-[.5em]"><strong>Provide detailed feedback</strong> - You can see their progress, tool usage, and execution statistics in real-time</li>
</ul>
<h2 id="key-benefits" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-10 x:border-b x:pb-1 x:text-3xl nextra-border">Key Benefits<a href="#key-benefits" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]"><strong>Task Specialization</strong>: Create agents optimized for specific workflows (testing, documentation, refactoring, etc.)</li>
<li class="x:my-[.5em]"><strong>Context Isolation</strong>: Keep specialized work separate from your main conversation</li>
<li class="x:my-[.5em]"><strong>Reusability</strong>: Save and reuse agent configurations across projects and sessions</li>
<li class="x:my-[.5em]"><strong>Controlled Access</strong>: Limit which tools each agent can use for security and focus</li>
<li class="x:my-[.5em]"><strong>Progress Visibility</strong>: Monitor agent execution with real-time progress updates</li>
</ul>
<h2 id="how-subagents-work" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-10 x:border-b x:pb-1 x:text-3xl nextra-border">How Subagents Work<a href="#how-subagents-work" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2>
<ol class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-decimal x:ms-6">
<li class="x:my-[.5em]"><strong>Configuration</strong>: You create subagent configurations that define their behavior, tools, and system prompts</li>
<li class="x:my-[.5em]"><strong>Delegation</strong>: The main AI can automatically delegate tasks to appropriate subagents</li>
<li class="x:my-[.5em]"><strong>Execution</strong>: Subagents work independently, using their configured tools to complete tasks</li>
<li class="x:my-[.5em]"><strong>Results</strong>: They return results and execution summaries back to the main conversation</li>
</ol>
<h2 id="getting-started" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-10 x:border-b x:pb-1 x:text-3xl nextra-border">Getting Started<a href="#getting-started" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2>
<h3 id="quick-start" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">Quick Start<a href="#quick-start" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<ol class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-decimal x:ms-6">
<li class="x:my-[.5em]">
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Create your first subagent</strong>:</p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span>/agents create</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7">Follow the guided wizard to create a specialized agent.</p>
</li>
<li class="x:my-[.5em]">
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Manage existing agents</strong>:</p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span>/agents manage</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7">View and manage your configured subagents.</p>
</li>
<li class="x:my-[.5em]">
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Use subagents automatically</strong>:
Simply ask the main AI to perform tasks that match your subagents’ specializations. The AI will automatically delegate appropriate work.</p>
</li>
</ol>
<h3 id="example-usage" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">Example Usage<a href="#example-usage" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span>User: &quot;Please write comprehensive tests for the authentication module&quot;</span></span>
<span><span></span></span>
<span><span>AI: I&#x27;ll delegate this to your testing specialist subagent.</span></span>
<span><span>[Delegates to &quot;testing-expert&quot; subagent]</span></span>
<span><span>[Shows real-time progress of test creation]</span></span>
<span><span>[Returns with completed test files and execution summary]</span></span></code></pre></div>
<h2 id="management" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-10 x:border-b x:pb-1 x:text-3xl nextra-border">Management<a href="#management" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2>
<h3 id="cli-commands" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">CLI Commands<a href="#cli-commands" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<p class="x:not-first:mt-[1.25em] x:leading-7">Subagents are managed through the <code class="nextra-code" dir="ltr">/agents</code> slash command and its subcommands:</p>
<h4 id="agents-create" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl"><code class="nextra-code" dir="ltr">/agents create</code><a href="#agents-create" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Creates a new subagent through a guided step wizard.</p>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Usage:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span>/agents create</span></span></code></pre></div>
<h4 id="agents-manage" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl"><code class="nextra-code" dir="ltr">/agents manage</code><a href="#agents-manage" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Opens an interactive management dialog for viewing and managing existing subagents.</p>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Usage:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span>/agents manage</span></span></code></pre></div>
<h3 id="storage-locations" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">Storage Locations<a href="#storage-locations" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<p class="x:not-first:mt-[1.25em] x:leading-7">Subagents are stored as Markdown files in two locations:</p>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]"><strong>Project-level</strong>: <code class="nextra-code" dir="ltr">.qwen/agents/</code> (takes precedence)</li>
<li class="x:my-[.5em]"><strong>User-level</strong>: <code class="nextra-code" dir="ltr">~/.qwen/agents/</code> (fallback)</li>
</ul>
<p class="x:not-first:mt-[1.25em] x:leading-7">This allows you to have both project-specific agents and personal agents that work across all projects.</p>
<h3 id="file-format" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">File Format<a href="#file-format" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<p class="x:not-first:mt-[1.25em] x:leading-7">Subagents are configured using Markdown files with YAML frontmatter. This format is human-readable and easy to edit with any text editor.</p>
<h4 id="basic-structure" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Basic Structure<a href="#basic-structure" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">agent-name</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Brief description of when and how to use this agent</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">tools</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">tool1, tool2, tool3</span><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D"> # Optional</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">System prompt content goes here.</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Multiple paragraphs are supported.</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">You can use ${variable} templating for dynamic content.</span></span></code></pre></div>
<h4 id="example-usage-1" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Example Usage<a href="#example-usage-1" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">project-documenter</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Creates project documentation and README files</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">You are a documentation specialist for the ${project_name} project.</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Your task: ${task_description}</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Working directory: ${current_directory}</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Generated on: ${timestamp}</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Focus on creating clear, comprehensive documentation that helps both</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">new contributors and end users understand the project.</span></span></code></pre></div>
<h2 id="examples" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-10 x:border-b x:pb-1 x:text-3xl nextra-border">Examples<a href="#examples" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2>
<h3 id="development-workflow-agents" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">Development Workflow Agents<a href="#development-workflow-agents" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<h4 id="testing-specialist" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Testing Specialist<a href="#testing-specialist" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Perfect for comprehensive test creation and test-driven development.</p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">testing-expert</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Writes comprehensive unit tests, integration tests, and handles test automation with best practices</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">tools</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">read_file, write_file, read_many_files, run_shell_command</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">You are a testing specialist focused on creating high-quality, maintainable tests.</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Your expertise includes:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Unit testing with appropriate mocking and isolation</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Integration testing for component interactions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Test-driven development practices</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Edge case identification and comprehensive coverage</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Performance and load testing when appropriate</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">For each testing task:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">1.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Analyze the code structure and dependencies</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">2.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Identify key functionality, edge cases, and error conditions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">3.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Create comprehensive test suites with descriptive names</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">4.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Include proper setup/teardown and meaningful assertions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">5.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Add comments explaining complex test scenarios</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">6.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Ensure tests are maintainable and follow DRY principles</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Always follow testing best practices for the detected language and framework.</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Focus on both positive and negative test cases.</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Use Cases:</strong></p>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]">“Write unit tests for the authentication service”</li>
<li class="x:my-[.5em]">“Create integration tests for the payment processing workflow”</li>
<li class="x:my-[.5em]">“Add test coverage for edge cases in the data validation module”</li>
</ul>
<h4 id="documentation-writer" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Documentation Writer<a href="#documentation-writer" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Specialized in creating clear, comprehensive documentation.</p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">documentation-writer</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Creates comprehensive documentation, README files, API docs, and user guides</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">tools</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">read_file, write_file, read_many_files, web_search</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">You are a technical documentation specialist for ${project_name}.</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Your role is to create clear, comprehensive documentation that serves both</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">developers and end users. Focus on:</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold">**For API Documentation:**</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Clear endpoint descriptions with examples</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Parameter details with types and constraints</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Response format documentation</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Error code explanations</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Authentication requirements</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold">**For User Documentation:**</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Step-by-step instructions with screenshots when helpful</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Installation and setup guides</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Configuration options and examples</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Troubleshooting sections for common issues</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> FAQ sections based on common user questions</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold">**For Developer Documentation:**</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Architecture overviews and design decisions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Code examples that actually work</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Contributing guidelines</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Development environment setup</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Always verify code examples and ensure documentation stays current with</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">the actual implementation. Use clear headings, bullet points, and examples.</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Use Cases:</strong></p>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]">“Create API documentation for the user management endpoints”</li>
<li class="x:my-[.5em]">“Write a comprehensive README for this project”</li>
<li class="x:my-[.5em]">“Document the deployment process with troubleshooting steps”</li>
</ul>
<h4 id="code-reviewer" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Code Reviewer<a href="#code-reviewer" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Focused on code quality, security, and best practices.</p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">code-reviewer</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Reviews code for best practices, security issues, performance, and maintainability</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">tools</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">read_file, read_many_files</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">You are an experienced code reviewer focused on quality, security, and maintainability.</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Review criteria:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Code Structure**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Organization, modularity, and separation of concerns</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Performance**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Algorithmic efficiency and resource usage</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Security**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Vulnerability assessment and secure coding practices</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Best Practices**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Language/framework-specific conventions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Error Handling**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Proper exception handling and edge case coverage</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Readability**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Clear naming, comments, and code organization</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Testing**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Test coverage and testability considerations</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Provide constructive feedback with:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">1.</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Critical Issues**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Security vulnerabilities, major bugs</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">2.</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Important Improvements**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Performance issues, design problems</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">3.</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Minor Suggestions**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Style improvements, refactoring opportunities</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">4.</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Positive Feedback**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Well-implemented patterns and good practices</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Focus on actionable feedback with specific examples and suggested solutions.</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Prioritize issues by impact and provide rationale for recommendations.</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Use Cases:</strong></p>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]">“Review this authentication implementation for security issues”</li>
<li class="x:my-[.5em]">“Check the performance implications of this database query logic”</li>
<li class="x:my-[.5em]">“Evaluate the code structure and suggest improvements”</li>
</ul>
<h3 id="technology-specific-agents" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">Technology-Specific Agents<a href="#technology-specific-agents" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<h4 id="react-specialist" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">React Specialist<a href="#react-specialist" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Optimized for React development, hooks, and component patterns.</p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">react-specialist</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Expert in React development, hooks, component patterns, and modern React best practices</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">tools</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">read_file, write_file, read_many_files, run_shell_command</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">You are a React specialist with deep expertise in modern React development.</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Your expertise covers:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Component Design**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Functional components, custom hooks, composition patterns</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **State Management**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: useState, useReducer, Context API, and external libraries</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Performance**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: React.memo, useMemo, useCallback, code splitting</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Testing**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: React Testing Library, Jest, component testing strategies</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **TypeScript Integration**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Proper typing for props, hooks, and components</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Modern Patterns**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Suspense, Error Boundaries, Concurrent Features</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">For React tasks:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">1.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Use functional components and hooks by default</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">2.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Implement proper TypeScript typing</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">3.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Follow React best practices and conventions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">4.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Consider performance implications</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">5.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Include appropriate error handling</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">6.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Write testable, maintainable code</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Always stay current with React best practices and avoid deprecated patterns.</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Focus on accessibility and user experience considerations.</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Use Cases:</strong></p>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]">“Create a reusable data table component with sorting and filtering”</li>
<li class="x:my-[.5em]">“Implement a custom hook for API data fetching with caching”</li>
<li class="x:my-[.5em]">“Refactor this class component to use modern React patterns”</li>
</ul>
<h4 id="python-expert" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Python Expert<a href="#python-expert" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Specialized in Python development, frameworks, and best practices.</p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">python-expert</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Expert in Python development, frameworks, testing, and Python-specific best practices</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">tools</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">read_file, write_file, read_many_files, run_shell_command</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">You are a Python expert with deep knowledge of the Python ecosystem.</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Your expertise includes:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Core Python**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Pythonic patterns, data structures, algorithms</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Frameworks**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: Django, Flask, FastAPI, SQLAlchemy</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Testing**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: pytest, unittest, mocking, test-driven development</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Data Science**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: pandas, numpy, matplotlib, jupyter notebooks</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Async Programming**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: asyncio, async/await patterns</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Package Management**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: pip, poetry, virtual environments</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-light-font-weight:bold;--shiki-dark:#E1E4E8;--shiki-dark-font-weight:bold"> **Code Quality**</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: PEP 8, type hints, linting with pylint/flake8</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">For Python tasks:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">1.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Follow PEP 8 style guidelines</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">2.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Use type hints for better code documentation</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">3.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Implement proper error handling with specific exceptions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">4.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Write comprehensive docstrings</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">5.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Consider performance and memory usage</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">6.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Include appropriate logging</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">7.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Write testable, modular code</span></span>
<span> </span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Focus on writing clean, maintainable Python code that follows community standards.</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Use Cases:</strong></p>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]">“Create a FastAPI service for user authentication with JWT tokens”</li>
<li class="x:my-[.5em]">“Implement a data processing pipeline with pandas and error handling”</li>
<li class="x:my-[.5em]">“Write a CLI tool using argparse with comprehensive help documentation”</li>
</ul>
<h2 id="best-practices" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-10 x:border-b x:pb-1 x:text-3xl nextra-border">Best Practices<a href="#best-practices" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2>
<h3 id="design-principles" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">Design Principles<a href="#design-principles" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<h4 id="single-responsibility-principle" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Single Responsibility Principle<a href="#single-responsibility-principle" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Each subagent should have a clear, focused purpose.</p>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>✅ Good:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">testing-expert</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Writes comprehensive unit tests and integration tests</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>❌ Avoid:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">general-helper</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Helps with testing, documentation, code review, and deployment</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Why:</strong> Focused agents produce better results and are easier to maintain.</p>
<h4 id="clear-specialization" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Clear Specialization<a href="#clear-specialization" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Define specific expertise areas rather than broad capabilities.</p>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>✅ Good:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">react-performance-optimizer</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Optimizes React applications for performance using profiling and best practices</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>❌ Avoid:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">name</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">frontend-developer</span></span>
<span><span style="--shiki-light:#22863A;--shiki-dark:#85E89D">description</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">: </span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF">Works on frontend development tasks</span></span>
<span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">---</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Why:</strong> Specific expertise leads to more targeted and effective assistance.</p>
<h4 id="actionable-descriptions" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">Actionable Descriptions<a href="#actionable-descriptions" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7">Write descriptions that clearly indicate when to use the agent.</p>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>✅ Good:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">description: Reviews code for security vulnerabilities, performance issues, and maintainability concerns</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>❌ Avoid:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">description: A helpful code reviewer</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Why:</strong> Clear descriptions help the main AI choose the right agent for each task.</p>
<h3 id="configuration-best-practices" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl">Configuration Best Practices<a href="#configuration-best-practices" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h3>
<h4 id="system-prompt-guidelines" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-xl">System Prompt Guidelines<a href="#system-prompt-guidelines" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h4>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Be Specific About Expertise:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">You are a Python testing specialist with expertise in:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> pytest framework and fixtures</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Mock objects and dependency injection</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Test-driven development practices</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Performance testing with pytest-benchmark</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Include Step-by-Step Approaches:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">For each testing task:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">1.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Analyze the code structure and dependencies</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">2.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Identify key functionality and edge cases</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">3.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Create comprehensive test suites with clear naming</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">4.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Include setup/teardown and proper assertions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">5.</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Add comments explaining complex test scenarios</span></span></code></pre></div>
<p class="x:not-first:mt-[1.25em] x:leading-7"><strong>Specify Output Standards:</strong></p>
<div data-pagefind-ignore="all" class="nextra-code x:relative x:not-first:mt-[1.25em]"><pre class="x:group x:focus-visible:nextra-focus x:overflow-x-auto x:subpixel-antialiased x:text-[.9em] x:bg-white x:dark:bg-black x:py-4 x:ring-1 x:ring-inset x:ring-gray-300 x:dark:ring-neutral-700 x:contrast-more:ring-gray-900 x:contrast-more:dark:ring-gray-50 x:contrast-more:contrast-150 x:rounded-md not-prose" tabindex="0"><div class="x:group-hover:opacity-100 x:group-focus:opacity-100 x:opacity-0 x:transition x:focus-within:opacity-100 x:flex x:gap-1 x:absolute x:right-4 x:top-2"><button class="x:transition x:cursor-pointer x:border x:border-gray-300 x:dark:border-neutral-700 x:contrast-more:border-gray-900 x:contrast-more:dark:border-gray-50 x:rounded-md x:p-1.5 x:md:hidden" title="Toggle word wrap" type="button" data-headlessui-state=""><svg viewBox="0 0 24 24" fill="currentColor" height="1em"><path d="M4 19h6v-2H4v2zM20 5H4v2h16V5zm-3 6H4v2h13.25c1.1 0 2 .9 2 2s-.9 2-2 2H15v-2l-3 3l3 3v-2h2c2.21 0 4-1.79 4-4s-1.79-4-4-4z"></path></svg></button></div><code class="nextra-code" dir="ltr"><span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8">Always follow these standards:</span></span>
<span> </span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Use descriptive test names that explain the scenario</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Include both positive and negative test cases</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Add docstrings for complex test functions</span></span>
<span><span style="--shiki-light:#E36209;--shiki-dark:#FFAB70">-</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8"> Ensure tests are independent and can run in any order</span></span></code></pre></div>
<h2 id="security-considerations" class="x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-10 x:border-b x:pb-1 x:text-3xl nextra-border">Security Considerations<a href="#security-considerations" class="x:focus-visible:nextra-focus subheading-anchor" aria-label="Permalink for this section"></a></h2>
<ul class="x:[:is(ol,ul)_&amp;]:my-[.75em] x:not-first:mt-[1.25em] x:list-disc x:ms-[1.5em]">
<li class="x:my-[.5em]"><strong>Tool Restrictions</strong>: Subagents only have access to their configured tools</li>
<li class="x:my-[.5em]"><strong>Sandboxing</strong>: All tool execution follows the same security model as direct tool use</li>
<li class="x:my-[.5em]"><strong>Audit Trail</strong>: All subagent actions are logged and visible in real-time</li>
<li class="x:my-[.5em]"><strong>Access Control</strong>: Project and user-level separation provides appropriate boundaries</li>
<li class="x:my-[.5em]"><strong>Sensitive Information</strong>: Avoid including secrets or credentials in agent configurations</li>
<li class="x:my-[.5em]"><strong>Production Environments</strong>: Consider separate agents for production vs development environments</li>
</ul></main><div class="x:mt-12 x:mb-8 x:text-xs x:text-gray-600 x:text-end x:dark:text-gray-400">Last updated on<!-- --> <time dateTime="2026-09-17T17:32:34.000Z">September 17, 2026</time></div><div class="x:mb-8 x:flex x:items-center x:border-t x:pt-8 nextra-border x:print:hidden"><a title="Uninstall Guide" class="x:focus-visible:nextra-focus x:text-gray-600 x:dark:text-gray-400 x:hover:text-gray-800 x:dark:hover:text-gray-200 x:contrast-more:text-gray-700 x:contrast-more:dark:text-gray-100 x:flex x:max-w-[50%] x:items-center x:gap-1 x:py-4 x:text-base x:font-medium x:transition-colors x:[word-break:break-word] x:md:text-lg x:pe-4" href="/qwen-code-docs/en/Uninstall/"><svg viewBox="0 0 24 24" stroke="currentColor" fill="none" stroke-width="2" height="20" class="x:inline x:shrink-0 x:ltr:rotate-180"><path d="M9 5l7 7-7 7" stroke-linecap="round" stroke-linejoin="round"></path></svg>Uninstall Guide</a></div></article></div><script 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\",[\"$\",\"code\",null,{\"className\":\"nextra-code\",\"dir\":\"ltr\",\"children\":\".qwen/agents/\"}],\" (takes precedence)\"]}],\"\\n\",[\"$\",\"li\",null,{\"className\":\"x:my-[.5em]\",\"children\":[[\"$\",\"strong\",null,{\"children\":\"User-level\"}],\": \",[\"$\",\"code\",null,{\"className\":\"nextra-code\",\"dir\":\"ltr\",\"children\":\"~/.qwen/agents/\"}],\" (fallback)\"]}],\"\\n\"]}],\"\\n\",[\"$\",\"p\",null,{\"className\":\"x:not-first:mt-[1.25em] x:leading-7\",\"children\":\"This allows you to have both project-specific agents and personal agents that work across all projects.\"}],\"\\n\",[\"$\",\"h3\",null,{\"id\":\"file-format\",\"className\":\"x:tracking-tight x:text-slate-900 x:dark:text-slate-100 x:font-semibold x:target:animate-[fade-in_1.5s] x:mt-8 x:text-2xl\",\"children\":[\"File Format\",[\"$\",\"$L1e\",null,{\"id\":\"file-format\"}]]}],\"\\n\",[\"$\",\"p\",null,{\"className\":\"x:not-first:mt-[1.25em] x:leading-7\",\"children\":\"Subagents are configured using 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