Setup
- Install Langtrace’s SDK and initialize the SDK in your code.
Python
- Setup environment variables:
Shell
Usage
Here’s a quick example of how to use Langtrace with OpenAI Agents SDK:Python
Documentation Index
Fetch the complete documentation index at: /llms.txt
Use this file to discover all available pages before exploring further.
Langtrace and OpenAI Agents SDK Integration Guide with OTEL Compatibility
# Install the SDK
pip install -U langtrace-python-sdk openai-agents
export LANGTRACE_API_KEY=YOUR_LANGTRACE_API_KEY
export OPENAI_API_KEY=YOUR_OPENAI_API_KEY
import asyncio
from agents import Agent, GuardrailFunctionOutput, InputGuardrail, Runner
from langtrace_python_sdk import langtrace, with_langtrace_root_span
from pydantic import BaseModel
langtrace.init()
class HomeworkOutput(BaseModel):
is_homework: bool
reasoning: str
guardrail_agent = Agent(
name="Guardrail check",
instructions="Check if the user is asking about homework.",
output_type=HomeworkOutput,
)
math_tutor_agent = Agent(
name="Math Tutor",
handoff_description="Specialist agent for math questions",
instructions="You provide help with math problems. Explain your reasoning at each step and include examples",
)
history_tutor_agent = Agent(
name="History Tutor",
handoff_description="Specialist agent for historical questions",
instructions="You provide assistance with historical queries. Explain important events and context clearly.",
)
async def homework_guardrail(ctx, agent, input_data):
result = await Runner.run(guardrail_agent, input_data, context=ctx.context)
final_output = result.final_output_as(HomeworkOutput)
return GuardrailFunctionOutput(
output_info=final_output,
tripwire_triggered=not final_output.is_homework,
)
triage_agent = Agent(
name="Triage Agent",
instructions="You determine which agent to use based on the user's homework question",
handoffs=[history_tutor_agent, math_tutor_agent],
input_guardrails=[
InputGuardrail(guardrail_function=homework_guardrail),
],
)
@with_langtrace_root_span()
async def main():
result = await Runner.run(triage_agent, "who was the first president of the united states?")
print(result.final_output)
result = await Runner.run(triage_agent, "what is life")
print(result.final_output)
if __name__ == "__main__":
asyncio.run(main())