Gold nanoclusters (AuNCs) are highly promising for applications in photothermal conversion due to their exceptional surface area and optical properties. However, their high surface energy often leads to aggregation, compromising stability and performance. To address this, we developed a ferritin-inspired covalent organic cage with a near-enclosed cavity to physically stabilize AuNCs. This superphane cage coordinates with Au