This review illustrates the types of common biogeochemical models categorized based on the complexity levels and the governing equations. A comprehensive assessment of their performances in reproducing biogeochemical parameters such as chlorophyll-a, nutrients, carbon and oxygen are presented herein based on reviewing more than 100 research papers.