Skip to main content
"""
Team With Memory Manager
========================

Demonstrates persistent team memory updates through MemoryManager.
"""

from uuid import uuid4

from agno.agent import Agent
from agno.db.postgres import PostgresDb
from agno.memory import MemoryManager
from agno.models.openai import OpenAIResponses
from agno.team import Team
from rich.pretty import pprint

# ---------------------------------------------------------------------------
# Setup
# ---------------------------------------------------------------------------
db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
db = PostgresDb(db_url=db_url)

session_id = str(uuid4())
john_doe_id = "[email protected]"

memory_manager = MemoryManager(model=OpenAIResponses(id="gpt-5.2-mini"))
memory_manager.clear()

# ---------------------------------------------------------------------------
# Create Members
# ---------------------------------------------------------------------------
agent = Agent(
    model=OpenAIResponses(id="gpt-5.2-mini"),
)

# ---------------------------------------------------------------------------
# Create Team
# ---------------------------------------------------------------------------
team = Team(
    model=OpenAIResponses(id="gpt-5.2-mini"),
    memory_manager=memory_manager,
    members=[agent],
    db=db,
    update_memory_on_run=True,
)

# ---------------------------------------------------------------------------
# Run Team
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    team.print_response(
        "My name is John Doe and I like to hike in the mountains on weekends.",
        stream=True,
        user_id=john_doe_id,
        session_id=session_id,
    )
    team.print_response(
        "What are my hobbies?",
        stream=True,
        user_id=john_doe_id,
        session_id=session_id,
    )

    memories = team.get_user_memories(user_id=john_doe_id)
    print("John Doe's memories:")
    pprint(memories)

​
Run the Example

# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/03_teams/memory

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

python 01_team_with_memory_manager.py