Here we release an enhanced hybrid synthesis pathway navigator, BioNavi, to predict the synthetic pathways for chemicals by combining chemical and biological reactions. BioNavi not only achieves higher predictive accuracy, but also improves usability, in comparison to our previous method BioNavi-NP. Details can be found in our publication. The package can be found on GitHub