Visualization tests aim to validate whether the visualization output is properly displayed. For this purpose, we developed a test code that creates a PDF file of plots, which are generated by using different parameters according to the given datasets of molecules. The produced PDF file is inspected and validated by the tester. The current version of ChemPlot is tested on three different molecular datasets and all the generated plots successfully passed the visual inspection tests.