OpenAI Agents SDK：GitHub Pages

# OpenAI Agents SDK. The OpenAI Agents SDK enables you to build agentic AI apps in a lightweight, easy-to-use package with very few abstractions. The Agents SDK has a very small set of primitives:. In combination with Python, these primitives are powerful enough to express complex relationships between tools and agents, and allow you to build real-world applications without a steep learning curve. In addition, the SDK comes with built-in **tracing** that lets you visualize and debug your agentic flows, as well as evaluate them and even fine-tune models for your application. ## Why use the Agents SDK. result = Runner.run_sync(agent, “Write a haiku about recursion in programming.”). | Build the first text agent and see one complete run | Quickstart |. | Keep memory across turns | Running agents and Sessions |. | Build a low-latency voice agent with `gpt-realtime-1.5` | Realtime agents quickstart and Realtime transport |. | Build a speech-to-text / agent / text-to-speech pipeline | Voice pipeline quickstart |.

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1. Agents SDK | OpenAI API

Build agents in code with the OpenAI Agents SDK and grow into more advanced runtime patterns as needed. * Use the **Agents SDK** pages when your application owns orchestration, tool execution, approvals, and state. * Use **Agent Builder** only when you specifically want the hosted workflow editor and ChatKit path. | Build a code-first agent app | Quickstart | This is the shortest path to a working SDK integration. | Inspect and improve runs | Integrations and observability and evaluate agent workflows | Use traces for debugging first, then move into evaluation loops. | Build a voice-first workflow | Voice agents | Voice is still an SDK-first path because Agent Builder doesn’t support it. Use the SDK track when your server owns orchestration, tool execution, state, and approvals. ## Use Agent Builder for the hosted workflow path. Use Agent Builder when you want OpenAI-hosted workflow creation, publishing, and ChatKit deployment. Voice agents are an exception: they live in the SDK track because Agent Builder doesn’t currently support voice workflows.

2. Build every step of agents on one platform – OpenAI

The complete platform for agent development. AgentKit gives you the tools to build agentic workflows, deploy UI, and optimize performance, fast and reliably.

3. Solutions for agentic workflows

Try ChatGPT Business(opens in a new window)Contact sales. Explore OpenAI products that help you use, build, and scale agentic AI. Image 2: ChatGPT interface with browser tabs showing Aerion shoe pages reopened after a user request, with a note confirming four tabs opened and an option to pull more from the last month. Try ChatGPT Business(opens in a new window)Contact sales. Image 6: Interface labeled “Evaluate traces” displaying an API log with customer complaint text about a canceled flight and the AI-generated response apologizing for the issue. Image 9: Browser window showing a plant-based energy drink ad next to a ChatGPT sidebar analyzing the competitive landscape and summarizing market insights for energy drinks. Use agent mode in ChatGPT Atlas to help research competitors, analyze market movements, and summarize findings into clear, data-backed reports. Connect ChatGPT and agents to your organization’s tools using apps and MCP, or develop custom integrations for your systems. Try ChatGPT Business(opens in a new window). * Explore ChatGPT(opens in a new window).