You can use beautifulsoup. Follow the documentation and see what matches your requirements. The documentation contains code snippets for how to extract URL's as well.
from bs4 import BeautifulSoup
soup = BeautifulSoup(html_doc)
soup.find_all('a') # Finds all hrefs from the html doc.
