Ah, for the days of simple and understandable dress codes.

Anyway, "country club casual" usually means that you wear in the clubhouse whatever you would wear on the golf course. For daytime, that means a golf shirt and slacks, and maybe a sport jacket. For evening, a blazer, polo or button-down shirt, and slacks. Generally, no tie.

So, what you have in mind seems to be right.