Numerical simulations of brain networks are a critical part of our efforts in understanding brain functions under pathological and normal conditions. For several decades the community has developed many software packages and simulators to accelerate research in computational neuroscience. In this article we select the three most popular simulators as determined by the number of models in the ModelDB database such as NEURON GENESIS and BRIAN and perform an independent evaluation of these simulators. ...