The album received mixed reviews from critics who often considered the remixes of songs from Discovery inferior to their original counterparts.

The name of the album comes from Daft Punk's online music service, which featured remixed songs, a live recording of Daft Punk performing at the Que Club (which would later be released as Alive 1997), and an a cappella and instrumental version of "Harder, Better, Faster, Stronger".

Tracks from Discovery were remixed in Daft Club except "Nightvision", "Superheroes", "High Life", "Veridis Quo" and "Short Circuit".

An extremely negative review by Pitchfork features an artist's illustrated interpretations of how the remixed songs compare to the original versions.

The review also stated that [the album]'s contributors "all seem intent upon completely decimating the source material" and that "to listen to Daft Club front-to-back is–and it's pointless to exaggerate here–to watch a loved one be physically dismembered.