from abc import ABC, abstractmethod from typing import Any class BaseTools(ABC): """Abstract base class for tools.""" @abstractmethod def __init__(self) -> None: """Initialize the tool.""" pass @abstractmethod def run(self) -> Any: """Execute the tool's main functionality. Returns: Any: The result of the tool execution """ raise NotImplementedError