As far as the development of legal discourse theory is concerned, the study of jurisprudence discourse in the strict sense is extremely necessary. The jurisprudence discourse has the characteristics of multiple forms, decentralization, and sentimentalism. The study of its systematization should follow the logic of historical practice. This kind of logic can be empirically demonstrated in the evolution of the socialist legal discourse with Chinese characteristics, represented by“CCP Regulations”. The rise of“CCP Regulations”discourse reflects the overall deepening of the current ideology of the rule of law in China and the legal governance process. A large number of related studies have neglected the historical context and limitation factor of jurisprudence discourse, and it is difficult to play a true theoretical guiding function under the discipline system. The construction of the socialist jurisprudence discourse system with Chinese characteristics should be promoted in the broader vision of historical conditions, form a new analytical framework, and pay attention to the discussion of theoretical strategies.