Async Reliability Evaluation
Example showing how to run reliability evaluations asynchronously.
Create a Python file
"""This example shows how to run a Reliability evaluation asynchronously."""
import asyncio
from typing import Optional
from agno.agent import Agent
from agno.eval.reliability import ReliabilityEval, ReliabilityResult
from agno.models.openai import OpenAIResponses
from agno.run.agent import RunOutput
from agno.tools.calculator import CalculatorTools
def factorial():
agent = Agent(
model=OpenAIResponses(id="gpt-5.2"),
tools=[CalculatorTools()],
)
response: RunOutput = agent.run("What is 10!?")
evaluation = ReliabilityEval(
agent_response=response,
expected_tool_calls=["factorial"],
)
# Run the evaluation calling the arun method.
result: Optional[ReliabilityResult] = asyncio.run(
evaluation.arun(print_results=True)
)
if result:
result.assert_passed()
if __name__ == "__main__":
factorial()Set up your virtual environment
uv venv --python 3.12
source .venv/bin/activateInstall dependencies
uv pip install -U openai agnoExport your OpenAI API key
export OPENAI_API_KEY="your_openai_api_key_here"Run Agent
python reliability_async.py