How do you download YouTube Videos?

A lot of our users keep writing to me for tool recommendation to download YouTube videos or audio. What's you go to tool to download YouTube Videos these days?

Most of them are riddled with ads, sign ups or unnecessary waiting before I can just download a simple video!