# web_search.py — DuckDuckGo basic web RAG import requests def web_search(query, max_results=3): headers = {"User-Agent": "Mozilla/5.0"} url = f"https://duckduckgo.com/html/?q={query}" resp = requests.get(url, headers=headers) snippets = [] for line in resp.text.splitlines(): if "result__snippet" in line: text = line.split(">")[-1].split("<")[0] snippets.append(text) if len(snippets) >= max_results: break return "\n".join(snippets) if snippets else "No relevant information found."