Understanding the fundamental robustness offered by different quantum error correcting codes is of high practical relevance. In this publication, we explored an intriguing connection between quantum codes and classical statistical mechanics, to map noisy quantum circuits to classical disordered spin models and thereby investigate the fundamental robustness of quantum error correcting codes with noisy circuit components.