MusicBrainz Picard is a desktop music tagging application developed by the MetaBrainz project.
The application uses the community-maintained MusicBrainz database and supports formats including MP3, FLAC and OGG.
The official site explains how to match audio files with MusicBrainz records and update tags or organise a library.