Skip to main content
"""
Agentic User Input
=============================

Human-in-the-Loop: Allowing users to provide input externally.
"""

from typing import Any, Dict, List

from agno.agent import Agent
from agno.db.sqlite import SqliteDb
from agno.models.openai import OpenAIResponses
from agno.tools import Toolkit
from agno.tools.function import UserInputField
from agno.tools.user_control_flow import UserControlFlowTools
from agno.utils import pprint


class EmailTools(Toolkit):
    def __init__(self, *args, **kwargs):
        super().__init__(
            name="EmailTools", tools=[self.send_email, self.get_emails], *args, **kwargs
        )

    def send_email(self, subject: str, body: str, to_address: str) -> str:
        """Send an email to the given address with the given subject and body.

        Args:
            subject (str): The subject of the email.
            body (str): The body of the email.
            to_address (str): The address to send the email to.
        """
        return f"Sent email to {to_address} with subject {subject} and body {body}"

    def get_emails(self, date_from: str, date_to: str) -> list[dict[str, str]]:
        """Get all emails between the given dates.

        Args:
            date_from (str): The start date (in YYYY-MM-DD format).
            date_to (str): The end date (in YYYY-MM-DD format).
        """
        return [
            {
                "subject": "Hello",
                "body": "Hello, world!",
                "to_address": "[email protected]",
                "date": date_from,
            },
            {
                "subject": "Random other email",
                "body": "This is a random other email",
                "to_address": "[email protected]",
                "date": date_to,
            },
        ]


# ---------------------------------------------------------------------------
# Create Agent
# ---------------------------------------------------------------------------
agent = Agent(
    model=OpenAIResponses(id="gpt-5-mini"),
    tools=[EmailTools(), UserControlFlowTools()],
    markdown=True,
    db=SqliteDb(db_file="tmp/agentic_user_input.db"),
)

# ---------------------------------------------------------------------------
# Run Agent
# ---------------------------------------------------------------------------
if __name__ == "__main__":
    run_response = agent.run(
        "Send an email with the body 'What is the weather in Tokyo?'"
    )

    # We use a while loop to continue the running until the agent is satisfied with the user input
    while run_response.is_paused:
        for requirement in run_response.active_requirements:
            if requirement.needs_user_input:
                input_schema: List[UserInputField] = requirement.user_input_schema  # type: ignore

                for field in input_schema:
                    # Get user input for each field in the schema
                    field_type = field.field_type  # type: ignore
                    field_description = field.description  # type: ignore

                    # Display field information to the user
                    print(f"\nField: {field.name}")  # type: ignore
                    print(f"Description: {field_description}")
                    print(f"Type: {field_type}")

                    # Get user input
                    if field.value is None:  # type: ignore
                        user_value = input(f"Please enter a value for {field.name}: ")  # type: ignore
                    else:
                        print(f"Value: {field.value}")  # type: ignore
                        user_value = field.value  # type: ignore

                    # Update the field value
                    field.value = user_value  # type: ignore

        run_response = agent.continue_run(
            run_id=run_response.run_id,
            requirements=run_response.requirements,
        )
        if not run_response.is_paused:
            pprint.pprint_run_response(run_response)
            break

    run_response = agent.run("Get me all my emails")

    while run_response.is_paused:
        for requirement in run_response.active_requirements:
            if requirement.needs_user_input:
                input_schema: Dict[str, Any] = requirement.user_input_schema  # type: ignore

                for field in input_schema:
                    # Get user input for each field in the schema
                    field_type = field.field_type  # type: ignore
                    field_description = field.description  # type: ignore

                    # Display field information to the user
                    print(f"\nField: {field.name}")  # type: ignore
                    print(f"Description: {field_description}")
                    print(f"Type: {field_type}")

                    # Get user input
                    if field.value is None:  # type: ignore
                        user_value = input(f"Please enter a value for {field.name}: ")  # type: ignore
                    else:
                        print(f"Value: {field.value}")  # type: ignore
                        user_value = field.value  # type: ignore

                    # Update the field value
                    field.value = user_value  # type: ignore

        run_response = agent.continue_run(
            run_id=run_response.run_id,
            requirements=run_response.requirements,
        )

        if not run_response.is_paused:
            pprint.pprint_run_response(run_response)
            break

Run the Example

# Clone and setup repo
git clone https://github.com/agno-agi/agno.git
cd agno/cookbook/02_agents/10_human_in_the_loop

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

python agentic_user_input.py