The 86 years history of Communist Party of China (CPC) is a history of struggle to promote progressively Marxism Localized in China. In the historic process of Marxism Localized in China, Starting from China’s special conditions is an important practical basis of Marxism Localized in China, and meanwhile, the international environment in different periods all exert important influences over Marxism Localized in China. In the first historic leap of Marxism Localized in China, Communist International influences Chinese revolution and CPC a lot. The new strategic guidelines drawn in the seventh conference of Communist International in 1935, plays a directing and helping role in CPC’s putting forward the concept of Marxism localized in China.