The Poughkeepsie Journal deemed From Rats to Riches "East Coast urban rock," writing that "underlying all of these darkly decadent circumstances is a determination to get out from under the crowd."[9]The Morning News labeled it "solid, blues-based hard rock from a Zappa-like group."[10]
AllMusic called the album "strong but overlooked."[3]Chuck Eddy, in Terminated for Reasons of Taste, wrote: "Heavier than I would have guessed, and more lyrically and structurally eccentric ... than I figured from supposed bar-band hacks, with sonic influences running the gamut from doo-wop to prog to maybe even punk."[11] Noting a 1993 reissue, Newsday deemed Good Rats "the tri-state area's greatest bar band."[12]The Encyclopedia of Popular Music considered it Good Rats' best album.[7]
Track listing
"Taking It to Detroit" – 3:36
"Just Found Me a Lady" – 2:50
"Mr. Mechanic" – 3:39
"Dear Sir" – 3:12
"Let Me" – 4:45
"Victory in Space" – 3:06
"Coo Coo Coo Blues" – 4:37
"Don't Hate the Ones Who Bring You Rock & Roll" – 3:18