If I were you I'd investigate how you can get the source of this page (for example with a beautiful soup python script) and filter out http* links (for example with python re library) and how to save them somewhere like a flat file (python file operations)
or sage this page as linkstocheckout.html and in a terminal try filtering out urls with grep: