from __future__ import annotations as _annotations import asyncio import os from dataclasses import dataclass from datetime import datetime from typing import Any import logfire from devtools import debug from httpx import AsyncClient from dotenv import load_dotenv from openai import AsyncOpenAI from pydantic_ai.models.openai import OpenAIModel from pydantic_ai import Agent, ModelRetry, RunContext load_dotenv() llm = os.getenv('LLM_MODEL', 'gpt-4o') client = AsyncOpenAI( base_url = 'http://localhost:11434/v1', api_key='ollama' ) model = OpenAIModel(llm) if llm.lower().startswith("gpt") else OpenAIModel(llm, openai_client=client) # 'if-token-present' means nothing will be sent (and the example will work) if you don't have logfire configured logfire.configure(send_to_logfire='if-token-present') @dataclass class Deps: client: AsyncClient brave_api_key: str | None web_search_agent = Agent( model, system_prompt=f'You are an expert at researching the web to answer user questions. The current date is: {datetime.now().strftime("%Y-%m-%d")}', deps_type=Deps, retries=2 ) @web_search_agent.tool async def search_web( ctx: RunContext[Deps], web_query: str ) -> str: """Search the web given a query defined to answer the user's question. Args: ctx: The context. web_query: The query for the web search. Returns: str: The search results as a formatted string. """ if ctx.deps.brave_api_key is None: return "This is a test web search result. Please provide a Brave API key to get real search results." headers = { 'X-Subscription-Token': ctx.deps.brave_api_key, 'Accept': 'application/json', } with logfire.span('calling Brave search API', query=web_query) as span: r = await ctx.deps.client.get( 'https://api.search.brave.com/res/v1/web/search', params={ 'q': web_query, 'count': 5, 'text_decorations': True, 'search_lang': 'en' }, headers=headers ) r.raise_for_status() data = r.json() span.set_attribute('response', data) results = [] # Add web results in a nice formatted way web_results = data.get('web', {}).get('results', []) for item in web_results[:3]: title = item.get('title', '') description = item.get('description', '') url = item.get('url', '') if title and description: results.append(f"Title: {title}\nSummary: {description}\nSource: {url}\n") return "\n".join(results) if results else "No results found for the query." async def main(): async with AsyncClient() as client: brave_api_key = os.getenv('BRAVE_API_KEY', None) deps = Deps(client=client, brave_api_key=brave_api_key) result = await web_search_agent.run( 'Give me some articles talking about the new release of React 19.', deps=deps ) debug(result) print('Response:', result.data) if __name__ == '__main__': asyncio.run(main())