The subject disclosure is directed towards a technology by which a management tool locates, processes and runs guidance package, comprising program code and associated metadata. The management tool may be associated with an interactive component configured to obtain user-related data. The management tool accesses one or more guidance packages based upon the user-related data, processes the metadata of at least one guidance package, and runs program code of at least one guidance package based upon the metadata.