Comment MusicBrainz Tagger (Score 5, Interesting) 174
From the description on its homepage:
The MusicBrainz Tagger application allows you to automatically look up the tracks in your music collection and then write clean metadata tags (ID3 tags or Vorbis comment fields) to your files. As you tag the files in your collection that MusicBrainz didn't recognize, you submit the acoustic fingerprints (TRM ids) of your files back to the server. Submitting acoustic fingerprints will allow MusicBrainz to automatically identify these tracks in the future, so that other people using the Tagger can benefit from the work you have done.
Don't let that discourage you, though. The program is fully usable right now.
From the Statistics page:
Artists 155884
Albums 261790
Disc IDs 124538
Tracks 3211514
It's a gem.
For now there's only a Windows version out, but the program is GPL'd, and the source code is available to everyone.
Download it here:
http://www.musicbrainz.org/tagger/download.html