Nanofluids have been proved to be promising coolants for nuclear applications. In this study, the common findings of most experimental studies of nucleate boiling of nanofluids were summarized and the underlying mechanisms were discussed. The feasibility and key issues when developing a mechanistic model for nucleate boiling of nanolfuids are also discussed. Finally, a phenomenal model was developed based on the experimental data available in the literature and satisfactory agreement was obtained.