Yes, it can. Just paste the video page URL into the "Start new transfer" dialog. But please don’t go nuts. We don’t want to be banned. Here is the full list of supported video sites. 

We can also download playlists or whole channels. Unbelievable, but we can even record Twitch streams. All thanks to Youtube-dl.