Exaile is a powerful and complete audio player for the GNOME desktop environment, which can easily compete with more popular players like Banshee or Rhythmbox.
Scanning a music collection of about 700 Ogg Vorbis files took around 3 minutes and a half, while adding all those tracks to the playlist took about 3 minutes too on my Core 2 Duo 1.8 GHz and 1 GB DDRAM2.
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