Team Reliability with Stock Tools
Evaluate whether a team calls its delegation and stock-price tools with the expected arguments.
Create a Python file
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.team import TeamRunOutput
from agno.team.team import Team
from agno.tools.yfinance import YFinanceTools
team_member = Agent(
name="Stock Searcher",
model=OpenAIResponses(id="gpt-5.2"),
role="Searches the web for information on a stock.",
tools=[YFinanceTools(enable_stock_price=True)],
)
team = Team(
name="Stock Research Team",
model=OpenAIResponses(id="gpt-5.2"),
members=[team_member],
markdown=True,
show_members_responses=True,
)
expected_tool_calls = [
"delegate_task_to_member", # Tool call used to delegate a task to a Team member
"get_current_stock_price", # Tool call used to get the current stock price of a stock
]
def evaluate_team_reliability():
response: TeamRunOutput = team.run("What is the current stock price of NVDA?")
evaluation = ReliabilityEval(
name="Team Reliability Evaluation",
team_response=response,
expected_tool_calls=expected_tool_calls,
expected_tool_call_arguments={
"get_current_stock_price": {"symbol": "NVDA"},
},
)
result: Optional[ReliabilityResult] = evaluation.run(print_results=True)
if result:
result.assert_passed()
if __name__ == "__main__":
evaluate_team_reliability()Set up your virtual environment
uv venv --python 3.12
source .venv/bin/activateInstall dependencies
uv pip install -U openai agno yfinanceExport your OpenAI API key
export OPENAI_API_KEY="your_openai_api_key_here"Run Team
python reliability_team_advanced.py