Highly recommend MovieLens if you have eclectic or niche movie tastes. It can be a bit of a nerd-snipe though. One of my favorites activities is rating movies and watching the recommended ratings (what rating it thinks I'll give a movie) update overnight.

It's at the very least, better than average chance at predicting which movies you will like.