I use a site called TasteKid for music recommendations. It also has movie, book, TV and game sections.
I'm not sure how well it works for games, but it works pretty well for music, it's introduced me to a dozen bands that i quite like now.
You can like, dislike, meh or save any game in the database, and access those lists through your profile.