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Superconducting circuits have emerged as one of the most versatile platforms in the development of hardware for quantum information applications. Exploring new superconducting circuits and optimizing existing ones naturally relies on accurate modeling. In this talk, I will focus on functionality offered in our open-source package "scqubits" which streamlines the simulation of superconducting qubits and coupled circuit QED systems. The most recent addition to this package facilitates the quantization and study of custom circuits. I will highlight the ideas behind automating this analysis and give an outlook on challenges ahead on the road towards quantum computing.