Opinions on who came out on top at the CNBC GOP presidential debate varied among former politicians and insiders on Thursday, but there was one thing they agreed on: Jeb Bush was not the winner.

"It was a tough night. There's no question about it," Bush supporter Eric Cantor told CNBC's "Squawk Box."