# OpenAI Agents Python SDK Pack

Canonical URL: https://doramagic.ai/en/projects/openai-agents-python/

Source repository: https://github.com/openai/openai-agents-python

## What it is

openai-agents-python is an Agent SDK or runtime for tool calls, state, handoffs, tracing, and evaluation boundaries.

## Capability boundary

Agent runtime preflights, tool permissions, state/handoff boundaries, trace acceptance, and evaluation checks

## First safe verification

Verify one minimal agent loop with fake tools and temporary credentials first.

## Main risk

The main risk is treating an agent SDK example as production-ready without tool, guardrail, trace, and approval boundaries.

## Evidence base

https://github.com/openai/openai-agents-python, Human Manual, Pitfall Log, Quick Start