Earthquake-induced rock-soil slope landslides occur frequently, so the safety evaluation method as the basis of the analysis of rock-soil slope seismic stability is particularly important. Firstly, the classification of safety evaluation methods for rock-soil slope seismic stability were analyzed and discussed. Secondly, from the perspective of safety evaluation methods divided, this article made a brief review and comment on the progress of safety evaluation methods of rock-soil slope seismic stability. Finally, the article pointed out several outstanding issues need to be solved, and put forward views on the future research direction.