OpenAI Agents SDK
Lightweight Python framework from OpenAI for multi-agent workflows with handoffs, guardrails, and tracing.
About
Successor to OpenAI's experimental Swarm project, the Agents SDK is a lightweight Python framework for building multi-agent workflows around a small set of primitives: agents, handoffs that delegate work between agents, guardrails that validate inputs and outputs, sessions that manage conversation history automatically, and built-in tracing for debugging and evaluation. Although built by OpenAI, it is provider-agnostic, working with the OpenAI Responses and Chat Completions APIs plus more than 100 other LLMs. The SDK installs with pip install openai-agents on Python 3.10 or newer, with optional extras for voice agents (including realtime audio) and Redis-backed session storage, and a separately maintained TypeScript version exists. Human-in-the-loop approval flows and sandboxed agent workspaces are supported for long-running tasks. Code is MIT licensed with roughly 28,000 GitHub stars, and it has quickly become one of the standard choices for teams building production agent pipelines on OpenAI models.
Should you use OpenAI Agents SDK?
Pick it when
Choose the Agents SDK when you want a small, readable set of primitives for multi-agent pipelines in Python, with handoffs, guardrails, sessions, and tracing built in, especially on OpenAI models or realtime voice.
Look elsewhere when
Skip it if you need explicit graph control over loops and checkpoints, where langgraph fits, or Claude Code's file and shell tools out of the box, which claude-agent-sdk provides. For strict typing and durable runs, see pydantic-ai.
Alternatives to OpenAI Agents SDK
- Claude Agent SDK
Ships Claude Code's full engine with file tools, hooks, and permissions; more capable out of the box, but centered on Anthropic models.
- Pydantic AI
Adds type-checked agents, validated streaming output, and durable execution across restarts; slightly more ceremony, stronger guarantees.
- LangGraph
Lower-level graph runtime with cycles and checkpoints; more code to write, but explicit control where handoffs feel too implicit.
- Strands Agents
Model-driven loop with first-class Bedrock support and OpenTelemetry tracing; the natural pick on AWS, where this SDK centers on OpenAI APIs.
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Details
- Category
- AI Agents & Orchestration
- Price
- Free
- Platform
- Local/Desktop
- Difficulty
- Intermediate (3/5)
- License
- MIT
- Added
- Jul 29, 2026