Works for both Mac and Windows…
“The Music Recommendation System is an automated system that provides music recommendations specifically tailored to each user to find new music that they might like. This system operates by taking ratings from your own iTunes playlists and comparing them against other users who have used the recommendation system.” [MacSlash]