Systems and methods for interactive front-end graph analysis are provided herein. According to one embodiment, a front-end application receives, from a compiler, first meta-information for a particular graph analysis procedure, where the first meta-information identifies a set of input parameters for passing graph information to the particular graph analysis procedure. The front-end application registers, using the first meta-information, the particular graph analysis procedure as an available command. The front-end application also receives second meta-information that identifies, for each respective graph object of a set of one or more graph objects, a respective set of graph characteristics. In response to receiving a request to apply the particular graph analysis procedure to the set of one or more graph objects, the front-end application enforces a set of one or more constraints based on the first meta-information and the second meta-information.