The automatic generation of one or more task-oriented conversational bots is disclosed. Illustratively, systems and methods are provided that allow for tracing the interactions of one or more computing applications inclusive of the interaction with one or more programmatic elements of the one or more computing applications, interaction with the graphical user interface(s) of the one or more computing applications, and/or the operation of the one or more computing environments on which the one or more computing applications are executing to collect various state data. The state data can be illustratively graphed to show the overall execution paths of one or more functions/operations of the one or more computing applications for use in generating one or more instructions representative of a desired task-oriented conversational bot that can be operatively executed through one or more application program interfaces of the one or more computing applications.