> ## Documentation Index
> Fetch the complete documentation index at: https://phidatainc.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# SingleStore for Team

> HackerNews team persists its sessions in SingleStore configured from environment variables.

```python singlestore_for_team.py theme={null}
"""
1. Run: `uv pip install openai ddgs newspaper4k lxml_html_clean agno` to install the dependencies
2. Run: `python cookbook/storage/singlestore_storage/singlestore_storage_for_team.py` to run the team
"""

from os import getenv
from typing import List

from agno.agent import Agent
from agno.db.singlestore.singlestore import SingleStoreDb
from agno.models.openai import OpenAIChat
from agno.team import Team
from agno.tools.hackernews import HackerNewsTools
from agno.tools.websearch import WebSearchTools
from pydantic import BaseModel

# ---------------------------------------------------------------------------
# Setup
# ---------------------------------------------------------------------------
USERNAME = getenv("SINGLESTORE_USERNAME")
PASSWORD = getenv("SINGLESTORE_PASSWORD")
HOST = getenv("SINGLESTORE_HOST")
PORT = getenv("SINGLESTORE_PORT")
DATABASE = getenv("SINGLESTORE_DATABASE")
SSL_CERT = getenv("SINGLESTORE_SSL_CERT", None)

db_url = (
    f"mysql+pymysql://{USERNAME}:{PASSWORD}@{HOST}:{PORT}/{DATABASE}?charset=utf8mb4"
)
db = SingleStoreDb(db_url=db_url)


# ---------------------------------------------------------------------------
# Create Team
# ---------------------------------------------------------------------------
class Article(BaseModel):
    title: str
    summary: str
    reference_links: List[str]


hn_researcher = Agent(
    name="HackerNews Researcher",
    model=OpenAIChat("gpt-4o"),
    role="Gets top stories from hackernews.",
    tools=[HackerNewsTools()],
)

web_searcher = Agent(
    name="Web Searcher",
    model=OpenAIChat("gpt-4o"),
    role="Searches the web for information on a topic",
    tools=[WebSearchTools()],
    add_datetime_to_context=True,
)


hn_team = Team(
    name="HackerNews Team",
    model=OpenAIChat("gpt-4o"),
    members=[hn_researcher, web_searcher],
    db=db,
    instructions=[
        "First, search hackernews for what the user is asking about.",
        "Then, ask the web searcher to search for each story to get more information.",
        "Finally, provide a thoughtful and engaging summary.",
    ],
    output_schema=Article,
    markdown=True,
    show_members_responses=True,
)

# ---------------------------------------------------------------------------
# Run Team
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    hn_team.print_response("Write an article about the top 2 stories on hackernews")
```

## Run the Example

<Steps>
  <Snippet file="create-venv-step.mdx" />

  <Step title="Install dependencies">
    ```bash theme={null}
    uv pip install -U agno ddgs openai pymysql sqlalchemy
    ```
  </Step>

  <Step title="Export environment variables">
    <CodeGroup>
      ```bash Mac/Linux theme={null}
      export OPENAI_API_KEY="your_openai_api_key_here"
      export SINGLESTORE_DATABASE="your_singlestore_database_here"
      export SINGLESTORE_HOST="your_singlestore_host_here"
      export SINGLESTORE_PASSWORD="your_singlestore_password_here"
      export SINGLESTORE_PORT="your_singlestore_port_here"
      export SINGLESTORE_USERNAME="your_singlestore_username_here"
      ```

      ```bash Windows theme={null}
      $Env:OPENAI_API_KEY="your_openai_api_key_here"
      $Env:SINGLESTORE_DATABASE="your_singlestore_database_here"
      $Env:SINGLESTORE_HOST="your_singlestore_host_here"
      $Env:SINGLESTORE_PASSWORD="your_singlestore_password_here"
      $Env:SINGLESTORE_PORT="your_singlestore_port_here"
      $Env:SINGLESTORE_USERNAME="your_singlestore_username_here"
      ```
    </CodeGroup>
  </Step>

  <Step title="Run the example">
    Save the code above as `singlestore_for_team.py`, then run:

    ```bash theme={null}
    python singlestore_for_team.py
    ```
  </Step>
</Steps>

Full source: [cookbook/06\_storage/singlestore/singlestore\_for\_team.py](https://github.com/agno-agi/agno/blob/main/cookbook/06_storage/singlestore/singlestore_for_team.py)