In-Memory Storage for Teams

Store team sessions and run history in the current Python process with InMemoryDb.

InMemoryDb stores a Team's sessions and run history in the current Python process. Data is lost when the process exits.

Usage

Start in a virtual environment and set the model key before running the example.

Set OpenAI Key

Set your OPENAI_API_KEY as an environment variable. You can get one from OpenAI.

export OPENAI_API_KEY=sk-***

Install dependencies:

uv pip install agno openai ddgs
from agno.agent import Agent
from agno.db.in_memory import InMemoryDb
from agno.models.openai import OpenAIResponses
from agno.team import Team
from agno.tools.hackernews import HackerNewsTools
from agno.tools.websearch import WebSearchTools

hn_researcher = Agent(
    name="HackerNews Researcher",
    model=OpenAIResponses(id="gpt-5.2"),
    tools=[HackerNewsTools()],
)

web_searcher = Agent(
    name="Web Searcher",
    model=OpenAIResponses(id="gpt-5.2"),
    tools=[WebSearchTools()],
)

db = InMemoryDb()
team = Team(
    name="Research Team",
    members=[hn_researcher, web_searcher],
    db=db,
)

team.print_response("Find top AI news")

Run the Example

Save the code as in_memory_for_team.py, complete the prerequisites above, then run:

python in_memory_for_team.py