A web application is available at the following link -mlrate.apm.ac.cn. This application predicts the thermal rate constants of combustion reactions between alkanes and free radicals CH3, H, and O by the constructed XGB-FNN models. Detailed instructions on how to use the web application to generate rate constants can be found on the homepage of the website.