OpenAI Agents SDK

Automatically capture agent runs, tool executions, and handoff transitions within the OpenAI Agents SDK (Python, TypeScript).

Setup

Python
TypeScript

import traceroot
from traceroot import Integration

traceroot.initialize(integrations=[Integration.OPENAI_AGENTS])

import * as agents from '@openai/agents';
import { TraceRoot } from '@traceroot-ai/traceroot';

TraceRoot.initialize({
  instrumentModules: { openaiAgents: agents },
});

Usage

Once initialized, all agent runs and tool calls are captured automatically:

Python
TypeScript

import asyncio
import traceroot
from traceroot import Integration
from agents import Agent, Runner, function_tool

traceroot.initialize(integrations=[Integration.OPENAI_AGENTS])


@function_tool
def get_weather(city: str) -> str:
    """Get current weather for a city."""
    return f"The weather in {city} is 72°F and sunny."


agent = Agent(
    name="Weather Assistant",
    instructions="You are a helpful weather assistant.",
    model="gpt-4o-mini",
    tools=[get_weather],
)


async def main():
    # The entire agent run is automatically traced
    result = await Runner.run(agent, "What's the weather in Tokyo?")
    print(result.final_output)


if __name__ == "__main__":
    asyncio.run(main())
    traceroot.flush()

import * as agents from '@openai/agents';
import { Agent, run, tool } from '@openai/agents';
import { TraceRoot } from '@traceroot-ai/traceroot';
import { z } from 'zod';

TraceRoot.initialize({
  instrumentModules: { openaiAgents: agents },
});

const getWeather = tool({
  name: 'get_weather',
  description: 'Get current weather for a city.',
  parameters: z.object({ city: z.string() }),
  execute: async ({ city }) => `The weather in ${city} is 72°F and sunny.`,
});

const agent = new Agent({
  name: 'Weather Assistant',
  instructions: 'You are a helpful weather assistant.',
  model: 'gpt-4o-mini',
  tools: [getWeather],
});

async function main() {
  // The entire agent run is automatically traced
  const result = await run(agent, "What's the weather in Tokyo?");
  console.log(result.finalOutput);
  await TraceRoot.shutdown();
}

main().catch(console.error);

What Gets Captured

Attribute	Description
Agent runs	Each `Runner.run()` / `run()` invocation
Agent steps	Individual turns within the agent loop
Tool calls	Each tool invocation with name, input, and output
Handoffs	Multi-agent transitions and handoff decisions
LLM calls	Raw completion requests to OpenAI
Tokens & Cost	Aggregated token usage and pricing
Latency	Duration per agent run and per span

Run the example

Clone the repo and run a complete agent end-to-end.

Python

Run the Python example

TypeScript

Run the TypeScript example

Overview

Native

Frameworks

Model Providers

Internal Model Providers

Setup

Usage

What Gets Captured

Run the example

Python

TypeScript

​Setup

​Usage

​What Gets Captured

​Run the example

Python

TypeScript

Setup

Usage

What Gets Captured

Run the example