Serve and embed

Serve the research workflow with AgentOS to make it available to Slack, scheduled jobs, dashboards, and backend services. Register the individual analysts, research teams, and workflow in one runtime.

from agno.os import AgentOS

agent_os = AgentOS(
    agents=[market_analyst, financial_analyst, risk_officer, committee_chair],
    teams=[coordinate_team, broadcast_team],
    workflows=[investment_workflow],
)
app = agent_os.get_app()

if __name__ == "__main__":
    agent_os.serve(app="main:app", port=8000)

Every registered agent, team, and workflow gets a run endpoint. Sessions are served from a shared /sessions router, filterable by component and session type. A surface calls the workflow for the auditable review or a team for an open-ended question, with the same request shape.

curl -X POST http://localhost:8000/workflows/investment-workflow/runs \
  -F 'message=Run a full review on NVDA' \
  -F 'user_id=pm@fund.com' \
  -F 'session_id=q4-review' \
  -F 'stream=false'

Delivery surfaces

Surface	Shape
Slack channel	An analyst asks “review NVDA”; the pipeline replies in-thread with the memo
Scheduled review	A cron runs the workflow nightly on a watchlist and posts the decisions
Dashboard	A widget triggers a review and renders the structured decision
Backend gate	A pipeline calls the workflow before a position changes and blocks on a PASS

Product agents, data agents, and research systems use the same AgentOS run endpoints. Each surface selects the registered component that matches the request.

Choose an entry point

Caller wants	Hit
The decision of record	The `Workflow` (explicit control flow, inspectable step results)
An open-ended question	A coordinate `Team`
An independent multi-view read	A broadcast `Team`

One AgentOS exposes all three. The surface chooses the shape per request.

Scheduled research

Use an AgentOS schedule to run a watchlist review at a fixed interval. Each run produces the workflow’s memos and decisions for the team. AgentOS ships the scheduler. Start it with AgentOS(..., scheduler=True) and register a cron against the workflow’s run endpoint with ScheduleManager. See Scheduling.

Next steps

Task	Guide
Add Slack or a browser surface	Interfaces
Lock down the endpoints	Security and auth

Welcome

Get Started

Features

Use Cases

Serve and embed

Delivery surfaces

Choose an entry point

Scheduled research

Next steps

Developer Resources

​Delivery surfaces

​Choose an entry point

​Scheduled research

​Next steps

​Developer Resources

Delivery surfaces

Choose an entry point

Scheduled research

Next steps

Developer Resources