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Musicroamer - A visual Pandora for discovering new music
Gnoosic - Even if you don't know what you are looking for - gnod will find it.
BandNext - Discover bands that sound similar to artists you already love with BandNext. A single click saves your results to a Youtube playlist.
Music Walker - Explore and play (via YouTube) songs similar to a seed song.
Songstack - Swipe to discover new music for Spotify
LivePlasma - Discovery engine map for books, music, and movies