MAS-Gate is a node-centric quantification framework for multi-agent systems (MAS) that spans three phases: design-time orchestration, runtime intervention, and post-hoc attribution. It estimates a node's contribution through changes in reference-answer likelihood and approximates semantic uptake and potential downstream reach. MAS-Gate improves workflow construction, runtime editing, and error localization in MAS.