"[2] Lucy Jones of British music publication NME adjudged Rat Farm as "gently fried country-rock and psychedelia" and its guitar solos to be "Neil Young-worthy".

[1] Curt Kirkwood, the band's singer/guitarist and primary songwriter, described the album as "real blown-out folk music".

[5] The Independent described the album as "dizzying psychedelic country in finest Meat Puppets tradition, full of slightly off-centre harmonies in Grateful Dead manner, and plenty of Kirkwood's swirling, trippy guitar.

"[6] Allmusic said: "The tracks on their 14th outing are the closest they've come in a long time to the colorful, no-frills brand of twangy alt-rock and informal punk (with hints of Americana, country, folk, and prog) that they instilled on their SST records.

"[7] The Austin Chronicle said that Curt Kirkwood "continues penning some of the strongest, sweetest, and compellingly twisted material of his already storied songwriting career," and that "[t]here's enough distorted weirdness, easygoing melodies, and guitar both hard and jangly to demonstrate why the Meat Puppets influenced both Nirvana and R.E.M.