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OPENAI AGENTS SDK

Build multi-agent Python workflows with tools, handoffs, and tracing

MIT

ABOUT

OpenAI Agents SDK helps developers build multi-agent Python workflows with tool execution, delegation between agents, validation, stateful sessions, and tracing without having to assemble those orchestration pieces from scratch. It shortens the path from basic LLM calls to production agent systems with clearer control flow and observability.

INSTALL
pip install openai-agents

INTEGRATION GUIDE

1. Build multi-agent applications where specialists hand work off between agents in a controlled workflow 2. Add tool-calling agents to Python services that need structured actions instead of plain text responses 3. Enforce input and output validation with guardrails before agent results reach downstream systems 4. Implement human-in-the-loop approval steps for sensitive actions such as support, finance, or operations

TAGS

pythonagentsmulti-agentorchestrationtool-callingguardrailstracingmcp