Nucleotide analogs targeting viral RNA polymerase have been approved to be an effective strategy for antiviral treatment and are promising antiviral drugs to combat the current SARS-CoV-2 pandemic. In this report, we develop a robust in vitro nonradioactive primer extension assay to evaluate the incorporation efficiency of nucleotide analog by SARS-CoV-2 RNA-dependent RNA polymerase (RdRp) quantitively. Our results show that many nucleotide analogs can be incorporated into RNA by SARS-CoV-2 RdRp, and that the incorporation of some of them leads to chain termination. The discrimination values of nucleotide analog over those of natural nucleotide were measured to evaluate the incorporation efficiency of nucleotide analog by SARS-CoV-2 RdRp. In agreement with the data published in literature, we found that the incorporation efficiency of remdesivir-TP is higher than ATP, and incorporation of remdesivir-TP caused delayed chain termination which can be overcome by higher concentrations of the following nucleotide to be incorporated. Our data also showed that the delay chain termination pattern caused by remdesivir-TP incorporation is different for different template sequence. Multiple incorporations of remdesivir-TP caused chain termination in our assay condition. Incorporation of sofosbuvir-TP is very low suggesting that sofosbuvir may not be very effective in treating SARS-CoV-2 infection. As a comparison, 2′-C-methyl-GTP can be incorporated into RNA efficiently, and the derivative of 2′-C-methyl-GTP may have therapeutic application in treating SARS-CoV-2 infection. This report provides a simple screening method that should be useful in evaluating nucleotide-based drugs targeting SARS-CoV-2 RdRp, and for studying the mechanism of action of selected nucleotide analog.