When the RIAA sued me for operating Aurous a few years ago they nailed me for exactly this. Using copyrighted album art and song names to advertise my FOSS meant to stream music from sources like YouTube didn't exactly win me any points in court.
Edit: I've googled and found relevant articles. I didn't realize how high profile this was.