from langchain_core.tools import tool from langchain_community.tools.tavily_search import TavilySearchResults from youtube_transcript_api import YouTubeTranscriptApi @tool def add(a: int, b: int) -> int: """ Sums two values and returns the result of the sum Args: a: first number b: second number """ return a + b @tool def substract(a: int, b: int) -> int: """ Subtracts one value from another and returns the result of the sum Args: a: first number b: second number """ return a - b @tool def multiply(a: int, b: int) -> int: """ Multiplies two values and returns the result of the sum Args: a: first number b: second number """ return a * b @tool def divide(a: int, b: int) -> int: """ Divides two values and returns the result of the sum Args: a: numerator b: denominator """ if b == 0: raise ValueError("Cannot divide by zero.") return a / b @tool def web_search(query: str) -> str: """Search Tavily for a query and return maximum 3 results. Args: query: The search query.""" search_docs = TavilySearchResults(max_results=3).invoke(query=query) formatted_search_docs = "\n\n---\n\n".join( [ f'\n{doc.page_content}\n' for doc in search_docs ]) return {"web_results": formatted_search_docs} @tool def fetch_youtube_transcript(video_url: str) -> str: """ Fetch transcript of a YouTube video by URL. Returns plain text if transcript is available. """ import re video_id_match = re.search(r"(?:v=|youtu\.be/)([\w-]+)", video_url) if not video_id_match: return "Invalid YouTube URL." video_id = video_id_match.group(1) try: transcript_list = YouTubeTranscriptApi.get_transcript(video_id, languages=['en']) transcript_text = " ".join([entry['text'] for entry in transcript_list]) return transcript_text[:4000] # Limit to fit into context window except Exception as e: return f"Transcript not available or error: {str(e)}"