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Documentation Index

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1

Create a Python file

reliability_db_logging.py
"""Example showing how to store evaluation results in the database."""

from typing import Optional

from agno.agent import Agent
from agno.db.postgres.postgres import PostgresDb
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

# Setup the database
db_url = "postgresql+psycopg://ai:ai@localhost:5432/ai"
db = PostgresDb(db_url=db_url, eval_table="eval_runs")


agent = Agent(
    model=OpenAIResponses(id="gpt-5.2"),
    tools=[CalculatorTools()],
)
response: RunOutput = agent.run("What is 10!?")

evaluation = ReliabilityEval(
    db=db,  # Pass the database to the evaluation. Results will be stored in the database.
    name="Tool Call Reliability",
    agent_response=response,
    expected_tool_calls=["factorial"],
)
result: Optional[ReliabilityResult] = evaluation.run(print_results=True)
2

Set up your virtual environment

uv venv --python 3.12
source .venv/bin/activate
3

Install dependencies

uv pip install -U openai agno psycopg
4

Export your OpenAI API key

  export OPENAI_API_KEY="your_openai_api_key_here"
5

Run Agent

python reliability_db_logging.py