Had to look that one up.
Al says:
"Gee golly" (or "golly gee") is an old-fashioned, American informal interjection used to express mild surprise, wonder, or amazement, often functioning as a gentle, wholesome exclamation rather than stronger, profane expressions. It acts as a "minced oath"—a...