Skip to main content
"""
Workflow With Session Metrics
=============================

Demonstrates collecting and printing workflow session metrics after execution.
"""

from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.hackernews import HackerNewsTools
from agno.tools.websearch import WebSearchTools
from agno.utils.pprint import pprint_run_response
from agno.workflow.step import Step
from agno.workflow.workflow import Workflow
from rich.pretty import pprint

# ---------------------------------------------------------------------------
# Create Agents
# ---------------------------------------------------------------------------
hackernews_agent = Agent(
    name="Hackernews Agent",
    model=OpenAIChat(id="gpt-4o-mini"),
    tools=[HackerNewsTools()],
    role="Extract key insights and content from Hackernews posts",
)

web_agent = Agent(
    name="Web Agent",
    model=OpenAIChat(id="gpt-4o-mini"),
    tools=[WebSearchTools()],
    role="Search the web for the latest news and trends",
)

content_planner = Agent(
    name="Content Planner",
    model=OpenAIChat(id="gpt-4o"),
    instructions=[
        "Plan a content schedule over 4 weeks for the provided topic and research content",
        "Ensure that I have posts for 3 posts per week",
    ],
)

# ---------------------------------------------------------------------------
# Create Team
# ---------------------------------------------------------------------------
research_team = Team(
    name="Research Team",
    members=[hackernews_agent, web_agent],
    instructions="Research tech topics from Hackernews and the web",
)

# ---------------------------------------------------------------------------
# Define Steps
# ---------------------------------------------------------------------------
research_step = Step(
    name="Research Step",
    team=research_team,
)

content_planning_step = Step(
    name="Content Planning Step",
    agent=content_planner,
)

# ---------------------------------------------------------------------------
# Create Workflow
# ---------------------------------------------------------------------------
content_creation_workflow = Workflow(
    name="Content Creation Workflow",
    description="Automated content creation from blog posts to social media",
    db=SqliteDb(
        session_table="workflow_session",
        db_file="tmp/workflow_session_metrics.db",
    ),
    steps=[research_step, content_planning_step],
)

# ---------------------------------------------------------------------------
# Run Workflow
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    response = content_creation_workflow.run(
        input="AI trends in 2024",
    )

    print("=" * 50)
    print("WORKFLOW RESPONSE")
    print("=" * 50)
    pprint_run_response(response, markdown=True)

    print("\n" + "=" * 50)
    print("SESSION METRICS")
    print("=" * 50)

    session_metrics = content_creation_workflow.get_session_metrics()
    pprint(session_metrics)

​
Run the Example

# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/04_workflows/01_basic_workflows/01_sequence_of_steps

# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate

python workflow_with_session_metrics.py