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OpenAI Agents SDK

OpenAI Agents SDK is a framework for building modern AI agents, supporting context management, tool calling, multi-agent collaboration, and more. It provides a sandbox environment that enables agents to operate on real files, execute commands, edit files, and process large document sets.

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About this tool

OpenAI Agents SDK is a powerful framework for creating AI agents that can perform complex tasks. It offers a rich set of features including context management, tool integration, multi-agent collaboration (handoffs), model settings, output type definitions, guardrails, and hooks. A key feature of the SDK is the sandbox environment, which allows agents to operate on real files in a persistent workspace, execute shell commands, search and manipulate large document sets, generate artifacts, and more. Developers can define the agent's workspace and control the data the agent accesses. The SDK runs agents through the Runner API and supports saving state for later runs. The SDK is still under active development, and APIs and features may change, with more advanced features expected over time.

Use cases
  • Build AI agents that can operate on files, edit files, and run commands
  • Create intelligent assistants that can search and analyze large document sets
  • Develop complex workflows requiring multi-agent collaboration
  • Implement automated task execution with persistent workspaces

Features & use cases

Context managementSandbox environment with file operations and command executionTool calling and MCP server integrationMulti-agent collaboration (handoffs)Model settings and output type definitionsGuardrails and hooksRun agents through the Runner APIState saving and restoration

Tech stack

Cloudflare

Resources

Guide

Sources

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01https://openai.github.io/openai-agents-python/ref/sandbox/sandboxes/docker