Code
team_metrics.py
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIResponses
from agno.team import Team
from agno.tools.yfinance import YFinanceTools
from agno.utils.pprint import pprint_run_response
from rich.pretty import pprint
db = SqliteDb(db_file="tmp/team_metrics.db")
stock_agent = Agent(
name="Stock Agent",
model=OpenAIResponses(id="gpt-5.2"),
role="Get stock prices and financial data.",
tools=[YFinanceTools()],
)
team = Team(
name="Finance Team",
model=OpenAIResponses(id="gpt-5.2"),
members=[stock_agent],
db=db,
session_id="team_metrics_demo",
markdown=True,
show_members_responses=True,
store_member_responses=True,
)
run_output = team.run("What is the stock price of NVDA?")
pprint_run_response(run_output, markdown=True)
# Analyze team leader message metrics
print("=" * 50)
print("TEAM LEADER MESSAGE METRICS")
print("=" * 50)
if run_output.messages:
for message in run_output.messages:
if message.role == "assistant":
if message.content:
print(f"Message: {message.content[:100]}...")
elif message.tool_calls:
print(f"Tool calls: {message.tool_calls}")
print("-" * 30, "Metrics", "-" * 30)
pprint(message.metrics)
print("-" * 70)
# Analyze aggregated team metrics
print("=" * 50)
print("AGGREGATED TEAM METRICS")
print("=" * 50)
pprint(run_output.metrics)
# Analyze session-level metrics
print("=" * 50)
print("SESSION METRICS")
print("=" * 50)
pprint(team.get_session_metrics(session_id="team_metrics_demo"))
# Analyze individual member metrics
print("=" * 50)
print("TEAM MEMBER MESSAGE METRICS")
print("=" * 50)
if run_output.member_responses:
for member_response in run_output.member_responses:
if member_response.messages:
for message in member_response.messages:
if message.role == "assistant":
if message.content:
print(f"Member Message: {message.content[:100]}...")
elif message.tool_calls:
print(f"Member Tool calls: {message.tool_calls}")
print("-" * 20, "Member Metrics", "-" * 20)
pprint(message.metrics)
print("-" * 60)
Usage
1
Create a Python file
Create
team_metrics.py with the code above.2
Set up your virtual environment
uv venv --python 3.12
source .venv/bin/activate
uv venv --python 3.12
.venv\Scripts\activate
3
Install dependencies
uv pip install -U agno openai yfinance
4
Export your OpenAI API key
export OPENAI_API_KEY="your_openai_api_key_here"
$Env:OPENAI_API_KEY="your_openai_api_key_here"
5
Run Team
python team_metrics.py