PyPNM is a DOCSIS 3.x/4.0 Proactive Network Maintenance toolkit centric to cable models for engineers who want repeatable, scriptable visibility into modem health. It can run purely as a Python library or as a FastAPI web service for real-time dashboards and offline analysis workflows.