We now describe extensions that enable reasoning about the molecular structural transformations that are the focus of modern chemistry. We also report successful applications of MECHEM to chemical problems of current interest, and point out subsequent machine discovery work that the MECHEM project has strongly influenced. These new results demonstrate the efficacy and generality of the original idea for machine discovery, and vindicate the research strategy of emphasizing specific task competence and deferring concerns with generality.