The global oil and gas exploration is gradually moving from shallow layer to deep layer,conventional hydrocarbon resources to unconventional hydrocarbon resources,medium and high-permeability to low-permeability and low-grade,and shallow seas to deep seas. With the increasing drilling workload,fit-for-purpose drilling fluid technology is needed to provide support for high-performance drilling. High-performance drilling fluids are the key to safe,efficient,economical,and green drilling,and the drilling fluid rheology is the core parameter for evaluating the performance of the drilling fluid system. As an essential treatment agent for building the drilling fluid systems,rheology modifiers can enhance viscosity and shear,improve the yield point-plastic viscosity ratio and optimize shear thinning,so as to control the rheology of drilling fluids. In order to drive the research and development of new rheology modifiers for drilling fluids,this paper investigates and classifies the rheology modifiers for water-based drilling fluids at home and abroad,and summarizes the research results,application,and existing problems of various rheology modifiers. The future direction of rheology modifiers for water-based drilling fluid was also analyzed to facilitate the technical improvement of water-based drilling fluids.