Copy
Ask AI
"""
Workflow With Steps
===================
Demonstrates workflow with steps.
"""
from agno.agent.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai.chat import OpenAIChat
# ---------------------------------------------------------------------------
# Create Example
# ---------------------------------------------------------------------------
# Import the workflows
from agno.os import AgentOS
from agno.tools.websearch import WebSearchTools
from agno.workflow.step import Step
from agno.workflow.steps import Steps
from agno.workflow.workflow import Workflow
# Define agents for different tasks
researcher = Agent(
name="Research Agent",
model=OpenAIChat(id="gpt-4o-mini"),
tools=[WebSearchTools()],
instructions="Research the given topic and provide key facts and insights.",
)
writer = Agent(
name="Writing Agent",
model=OpenAIChat(id="gpt-4o"),
instructions="Write a comprehensive article based on the research provided. Make it engaging and well-structured.",
)
editor = Agent(
name="Editor Agent",
model=OpenAIChat(id="gpt-4o"),
instructions="Review and edit the article for clarity, grammar, and flow. Provide a polished final version.",
)
# Define individual steps
research_step = Step(
name="research",
agent=researcher,
description="Research the topic and gather information",
)
writing_step = Step(
name="writing",
agent=writer,
description="Write an article based on the research",
)
editing_step = Step(
name="editing",
agent=editor,
description="Edit and polish the article",
)
# Create a Steps sequence that chains these above steps together
article_creation_sequence = Steps(
name="article_creation",
description="Complete article creation workflow from research to final edit",
steps=[research_step, writing_step, editing_step],
)
article_workflow = Workflow(
name="Article Creation Workflow",
description="Automated article creation from research to publication",
steps=[article_creation_sequence],
db=SqliteDb(
session_table="workflow_session",
db_file="tmp/workflow.db",
),
)
# Initialize the AgentOS with the workflows
agent_os = AgentOS(
description="Example OS setup",
workflows=[article_workflow],
)
app = agent_os.get_app()
# ---------------------------------------------------------------------------
# Run Example
# ---------------------------------------------------------------------------
if __name__ == "__main__":
agent_os.serve(app="workflow_with_steps:app", reload=True)
Run the Example
Copy
Ask AI
# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/05_agent_os/workflow
# Create and activate virtual environment
./scripts/demo_setup.sh
source .venvs/demo/bin/activate
python workflow_with_steps.py