A method for commissioning a drilling rig. The method includes detecting a first plurality of components of a drilling rig control system to control a drilling operation, obtaining a knowledge graph comprising a plurality of nodes corresponding to the first plurality of components, and a plurality of links connecting the plurality of nodes, wherein each of the plurality of links represents at least a target measure of data communication and resource utilization of each pair of components of the first plurality of components, and performing, by a drilling rig commissioning system and based on the knowledge graph, a management task of the drilling rig control system.