The current band members include Paul Gutheil, Ethan Anderson, Michael Dawson, Carl Johnson, Brennan Ross, Amanda Scandrett and Mike Thievin.
[1][5] The alternative newsweekly Now, in a favourable review of the band's EP Hunting Ghosts (& Other Collected Shorts), described the track "Step Off the Map & Float" as "the EP's clear standout, one of the year’s catchiest and cutest indie rock singles.
"[6] Vue Weekly wrote, "there's a curious pop-anthem flavouring to Hunting Ghosts that makes the sound gel more than you might expect.
"[3] The Calgary Herald's critic wrote of the band's album, prior to its release, "Even in its current rough, unfinished form, it's obvious Library Voices have come up with one of 2009's finest records of the year.
[9] Their second full-length album, 2011's Summer of Lust, was preceded by the lead single "The Prime Minister's Daughter", which responded to Prime Minister Stephen Harper's controversial assertion that "ordinary people don't care about the arts" by imagining a future scenario in which his daughter Rachel falls in love with a musician.