The metal−metal bonding interaction-driven selfassembly of polynuclear metal coordination clusters, with their diverse dynamic molecular structures and excellent photophysical properties, has become a hot topic in cluster chemistry. Aurophilicity, as a directional noncovalent bonding force, plays a very important role in the controllable self-assembly of gold(I) supramolecular aggregates. In this work, a dodecanuclear gold(I) supramolecular capsule is formed using a class of tris(thiourea) ligands with multiple sulfur coordination sites and diphosphine gold(I) complex dppmAu 2 Cl 2 through Au−Cl/Au-P coordination substitution and aurophilicity interaction. Within the dimeric cluster structure, the planar dinuclear coordination units [(P^P)-Au 2 (S^S)] located on the upper rim of the bowl-shaped hexanuclear cluster compound could self-assemble into a dynamic cluster-based cage through strong intermolecular metal−metal bonding interactions. Inside its internal cavity, a disordered hexafluorophosphate is completely encapsulated through multiple C− H•••F hydrogen bonding interactions, which, as a dynamic polynuclear cluster containing aurophilic units, exhibits good photophysical properties while selectively adsorbing organic dyes. In water, the crystalline cationic cluster achieves a selective adsorption efficiency for anionic dyes MO and AR at 75.5 mg/g. Adsorption kinetic studies show that the cluster compound efficiently adsorbs anionic dye molecules through electrostatic interactions.