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Dynamically adjust tool behavior using the Agno agent’s internal session state. Build context-aware tools that adapt their execution based on the ongoing user conversation. 

import json
from typing import Any, Callable, Dict

from agno.agent import Agent
from agno.run import RunContext
from agno.tools import Toolkit

# ---------------------------------------------------------------------------
# Create Agent
# ---------------------------------------------------------------------------


class CustomerDBTools(Toolkit):
    def __init__(self, *args, **kwargs):
        super().__init__(*args, **kwargs)

        self.register(self.retrieve_customer_profile)

    def retrieve_customer_profile(self, customer: str):
        """
        Retrieves a customer profile from the database.

        Args:
            customer: The ID of the customer to retrieve.

        Returns:
            A string containing the customer profile.
        """
        return customer


# When used as a tool hook, this function will receive the contextual Agent, function_name, etc as parameters
def grab_customer_profile_hook(
    run_context: RunContext,
    function_call: Callable,
    arguments: Dict[str, Any],
):
    cust_id = arguments.get("customer")
    if cust_id not in run_context.session_state["customer_profiles"]:  # type: ignore
        raise ValueError(f"Customer profile for {cust_id} not found")
    customer_profile = run_context.session_state["customer_profiles"][cust_id]  # type: ignore

    # Replace the customer with the customer_profile
    arguments["customer"] = json.dumps(customer_profile)
    # Call the function with the updated arguments
    result = function_call(**arguments)

    return result


agent = Agent(
    tools=[CustomerDBTools()],
    tool_hooks=[grab_customer_profile_hook],
    session_state={
        "customer_profiles": {
            "123": {"name": "Jane Doe", "email": "jane.doe@example.com"},
            "456": {"name": "John Doe", "email": "john.doe@example.com"},
        }
    },
)

# This should work

# ---------------------------------------------------------------------------
# Run Agent
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    agent.print_response("I am customer 456, please retrieve my profile.")

    # This should fail
    # agent.print_response("I am customer 789, please retrieve my profile.")

​
Run the Example

# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/91_tools/tool_hooks

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

python tool_hook_in_toolkit_with_state.py
For details, see State-aware Toolkit Hooks cookbook.