pynq-widgets is a standalone Python package that provides real-time, interactive visualization widgets for Jupyter notebooks. The widgets display live data (RF spectra, waterfalls, constellation diagrams, time-domain traces, heatmaps, and metric dashboards) and are designed to work with any NumPy data source