from typing import Dict, Any, List from langchain_core.tools import BaseTool import requests class WebSearchTool(BaseTool): """A tool for searching the web (placeholder implementation)""" name: str = "web_search" description: str = "Search the web for information. Input should be a search query." def _run(self, query: str) -> str: """Search the web for information""" # This is a placeholder implementation # In a real implementation, you would integrate with a search API # like Serper, Tavily, or Google Search API return f"Web search functionality for query: '{query}' is not implemented. This is a placeholder. To implement real web search, you would need to: 1. Sign up for a search API service (e.g., Serper, Tavily) 2. Add your API key to the .env file 3. Implement the actual search logic here" async def _arun(self, query: str) -> str: """Async version of the tool""" return self._run(query)