A system and method for embedding recommendations on a portable media player are provided. In general, recommendations for media presentations stored or to be stored on the portable media player are generated by a recommendation engine hosted by an external system such as, for example, a user's personal computer or a network server. In one embodiment, the media presentations are songs, and the recommendations include a number of recommended songs for each song stored or to be stored on the portable media player. The recommendations may be limited to the media presentations stored on the portable media player or otherwise accessible to the portable media player. After the recommendations are generated, the recommendations are stored, or embedded, on the portable media player. Thereafter, the portable media player may use the recommendations to facilitate playback of media content on the portable media player.