It turns out that it was really, really easy to set up, so I did it. When you go to the photo upload page you'll see the links. Simply follow the instructions. Note: you must have a Flickr account to do this.
Flickrlicious is right! Nearly 500,000 photos tagged with chocolate, nearly 8,000 with cacao, and over 44,000 with cocoa.