metrics.py
"""
Metrics
=============================
Metrics.
"""
from agno.agent import Agent
from agno.db.postgres import PostgresDb
from agno.models.openai import OpenAIResponses
from agno.tools.yfinance import YFinanceTools
from rich.pretty import pprint
# ---------------------------------------------------------------------------
# Create Agent
# ---------------------------------------------------------------------------
agent = Agent(
model=OpenAIResponses(id="gpt-5.2"),
tools=[YFinanceTools()],
markdown=True,
session_id="test-session-metrics",
db=PostgresDb(db_url="postgresql+psycopg://ai:ai@localhost:5532/ai"),
)
# ---------------------------------------------------------------------------
# Run Agent
# ---------------------------------------------------------------------------
if __name__ == "__main__":
# Get the run response directly from the non-streaming call
run_response = agent.run("What is the stock price of NVDA")
print("Tool execution completed successfully!")
# Print metrics per message
if run_response and run_response.messages:
for message in run_response.messages:
if message.role == "assistant":
if message.content:
print(
f"Message: {message.content[:100]}..."
) # Truncate for readability
elif message.tool_calls:
print(f"Tool calls: {len(message.tool_calls)} tool call(s)")
print("---" * 5, "Message Metrics", "---" * 5)
if message.metrics:
pprint(message.metrics)
else:
print("No metrics available for this message")
print("---" * 20)
# Print the run metrics
print("---" * 5, "Run Metrics", "---" * 5)
if run_response and run_response.metrics:
pprint(run_response.metrics)
else:
print("No run metrics available")
# Print the session metrics
print("---" * 5, "Session Metrics", "---" * 5)
try:
session_metrics = agent.get_session_metrics()
if session_metrics:
pprint(session_metrics)
else:
print("No session metrics available")
except Exception as e:
print(f"Error getting session metrics: {e}")
Run the Example
Set up your virtual environment
uv venv --python 3.12
source .venv/bin/activate
uv venv --python 3.12
.venv\Scripts\activate
Export your OpenAI API key
export OPENAI_API_KEY="your_openai_api_key_here"
$Env:OPENAI_API_KEY="your_openai_api_key_here"
Run PgVector
docker run -d \
-e POSTGRES_DB=ai \
-e POSTGRES_USER=ai \
-e POSTGRES_PASSWORD=ai \
-e PGDATA=/var/lib/postgresql/data/pgdata \
-v pgvolume:/var/lib/postgresql/data \
-p 5532:5432 \
--name pgvector \
agnohq/pgvector:18