How to easily fix the missing tags in your MP3 collection using free software called Fixtunes. The tags on an MP3 file identify things like the Song Title, Recording Artist, Album Name, Genre, Track Number, etc. When you buy songs from places like the iTunes Music Store or MP3.com these tags are complete. Some of the songs in your iTunes library may have incomplete tags. This is how you fix them.