"Pitchfork"s Jason Josephes praised the album, writing "at the risk of hopping on a cliché wagon, I think I'm gonna tell all my friends about Built to Spill." In another positive review, AllMusic's Stephen Thomas Erlewine called "Keep It Like a Secret" "the most immediate and, yes, accessible Built to Spill record," writing that the band "embraced the sounds of a big studio and focused their sound without sacrificing their fractured indie rock aesthetic." Kim Stitzel of MTV called the album "a great (and different) Built to Spill record, proudly displaying its strengths and reveling in its uniqueness even while making concessions to a changing world." Christopher Hess of "The Austin Chronicle" wrote that Doug Martsch's "guitar vocabulary [...] gives 'Center of the Universe' an intrinsically bright tone, and infuses 'Else' with stunning beauty," while praising Scott Plouf's drumming as being "spot on throughout, providing active punctuation for the multiple layers of guitar." "Spin"s Will Hermes also praised Martsch's guitar playing, writing that "Martsch is still [...] making the most beautiful baroque electric guitar murals in modern rock. Robert Christgau gave the album a two-star honorable mention rating and selected "You Were Right" and "Center of the Universe" as highlights.