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OpenAI Agents SDK — build agentic workflows with handoffs, guardrails, and tool integration. Single-agent to multi-agent orchestration. Tracing and observability. Python-first SDK from OpenAI.
Passed 20 of 22 test cases with the skill, and 9 of 22 without it.
and 13 more in the full report
11 fixed9 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
When installing the agent framework via package managers, what is the exact package name on PyPI?
| Checked | Without skill | With skill |
|---|---|---|
| The PyPI package name is openai-agents. | Missed | Passed |
The instructions your model reads when the skill loads.
OpenAI Agents SDK provides a lightweight framework for building agentic AI workflows. Supports tool use, handoffs (agent-to-agent routing), guardrails, and tracing — built on the OpenAI API's native agent primitives.
uv pip install openai-agents
from agents import Agent, Runner
agent = Agent(name="Helper", instructions="You are a helpful assistant.")
result = Runner.run_sync(agent, "What is the capital of France?")
print(result.final_output)
from agents import Agent, Runner, function_tool
@function_tool
def get_weather(city: str) -> str:
return f"Weather in {city}: sunny, 22°C"
agent = Agent(name="WeatherBot", instructions="Use tools to answer weather queries.", tools=[get_weather])
result = Runner.run_sync(agent, "What's the weather in London?")
print(result.final_output)
from agents import Agent, Runner
triage = Agent(name="Triage", instructions="Route to the right specialist.")
test cases passed, vs 9 / 22 without
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