Colin Hanks' show premiered on America's Fox network in May (10) and co-starred The West Wing regular Bradley Whitford as a washed-up Dallas, Texas cop.
The programme garnered positive reviews, but The Good Guys failed to attract viewers.
Show regular RonReaco Lee, who played unlucky snitch Julius Grant on the show, confirms the series has been canned: "The people who liked it really liked it. But there weren't enough of you."
An official announcement from Fox has yet to be released.