implies some sort of international communist cabal (a la red scare) while the CPC is more accurate as the Communist party is just one of the many political parties in China

This, but also the converse: CPC implies solidarity with an international communist movement, this party representing that in China. On the other hand, CCP just sounds like a party with two scary ebil adjectives, the party being at once both “Chinese” and “communist” 😱