High capacity, selective recovery and separation of precious metals from complex aqueous solutions is essential but remains a challenge in practical applications. Here, we prepared a thiophene‐modified aromatic porous organic cage (T‐PAC) with high stability for precise recognition and recovery of gold. T‐PAC exhibits an outstanding gold uptake capacity of up to 2260 mg/g with fast adsorption kinetics and high adsorption selectivity. It's also used to selectively recover gold from a variety of complex aqueous solutions in a stable and efficient manner. The theoretical calculations and dedicated experiments suggest that anion‐π interactions between the [AuCl4]‐ and TFP fractions on T‐PAC cooperated with S/N boning and redox effects play the decisive role in the highly efficient gold recovery performance.