Nowadays, the contradiction between heavy workload and power shortage of“government audit” and “discipline inspection” is becoming increasingly prominent. Given both in the goal, function, object and content of corruption governance exists an overlap, so the collaborative governance becomes possible under the perspective of anti corruption. Based on the idea of “corruption governance” and the theory of synergetics as a breakthrough point, the paper first analyzes the legal responsibilities about corruption supervision in “government audit” and “discipline inspection”, then explores the feasibility of collaborative governance, and constructs collaborative governance model based on strategy, management and operation level, and finally puts forward the measures to establishing collaborative model. All is aimed to provide a new power for theory innovation and practical development of corruption collaborative governance.