> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2-update-deprecated-models.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# WhatsApp Reasoning Finance Agent

> WhatsApp agent with advanced reasoning and financial analysis capabilities

## Code

```python cookbook/os/interfaces/whatsapp/reasoning_agent.py theme={null}
from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.anthropic.claude import Claude
from agno.os.app import AgentOS
from agno.os.interfaces.whatsapp import Whatsapp
from agno.tools.thinking import ThinkingTools
from agno.tools.yfinance import YFinanceTools

agent_db = SqliteDb(db_file="tmp/persistent_memory.db")

reasoning_finance_agent = Agent(
    name="Reasoning Finance Agent",
    model=Claude(id="claude-sonnet-4-6"),
    db=agent_db,
    tools=[
        ThinkingTools(add_instructions=True),
        YFinanceTools(
            stock_price=True,
            analyst_recommendations=True,
            company_info=True,
            company_news=True,
        ),
    ],
    instructions="Use tables to display data. When you use thinking tools, keep the thinking brief.",
    add_datetime_to_context=True,
    markdown=True,
)

agent_os = AgentOS(
    agents=[reasoning_finance_agent],
    interfaces=[Whatsapp(agent=reasoning_finance_agent)],
)
app = agent_os.get_app()

if __name__ == "__main__":
    agent_os.serve(app="reasoning_agent:app", reload=True)
```

## Usage

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

  <Step title="Set Environment Variables">
    ```bash theme={null}
    export WHATSAPP_ACCESS_TOKEN=your_whatsapp_access_token
    export WHATSAPP_PHONE_NUMBER_ID=your_phone_number_id
    export WHATSAPP_WEBHOOK_URL=your_webhook_url
    export WHATSAPP_VERIFY_TOKEN=your_verify_token
    export ANTHROPIC_API_KEY=your_anthropic_api_key
    export APP_ENV=development
    ```
  </Step>

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

  <Step title="Run Example">
    ```bash theme={null}
    python cookbook/os/interfaces/whatsapp/reasoning_agent.py
    ```
  </Step>
</Steps>

## Key Features

* **Advanced Reasoning**: ThinkingTools for step-by-step financial analysis
* **Real-time Data**: Stock prices, analyst recommendations, company news
* **Claude Powered**: Superior analytical and reasoning capabilities
* **Structured Output**: Well-formatted tables and financial insights
* **Market Intelligence**: Comprehensive company analysis and recommendations