This Review summarizes the diagenetic evolution of clay mineral structure and pores in shale gas reservoirs. In the early diagenetic stage and in period A of the middle diagenetic stage, the intergranular and intragranular pores of clay minerals were altered by mechanical and chemical compaction, and V L (Langmuir volume) shows a positive linear correlation with clay content. In period B of the middle diagenetic stage and late diagenetic stage, intergranular pores almost disappeared, clay adsorption capacity significantly decreased, and there was a lack of apparent correlation between V L and clay content. Experimental and molecular simulations of clay adsorption capacity in shale are limited due to several drawbacks. (i) Shale samples in different diagenetic stages were characterized by strong heterogeneity, which affected the reliability of the evolution results of clay adsorption capacity. (ii) The method of selecting clay-rich shale samples, extracting clay minerals from shale, or applying pure clay minerals ignored the difference of diagenetic background, the damage of pores and structure of clay minerals, or the support of brittle minerals to shale pore system. (iii) Molecular simulation mostly employed a simplified plate model or single clay mineral model, which oversimplified the structure and diversity of clay minerals in real shale gas reservoirs. Therefore, innovative experimental simulations on the effect of diagenetic evolution on pore structure and adsorption capacity of clay minerals are necessary, which need to comprehensively weigh the combined effect of time and space on the reservoir diagenetic evolution. Besides, the visualization of shale structure, adsorption process, and CH 4 adsorption behavior of the shale constituents may help our understanding. Furthermore, a more accurate model of the molecular structure of clay minerals is indispensable, especially the dynamic evolution model with different water contents.