Under the premise of rational use of nuclear resources such as radioactive iodine and proper disposal of water pollution in the nuclear reaction process, it is expected to achieve low-carbon goals with the help of high-energy output nuclear power. However, iodine ions are highly mobile and can easily escape into natural water, eventually posing a health hazard to humans. Thus, engineering efficient iodine adsorbents and underlying removal mechanisms have attracted widespread attention. Here we report that uniformly-dispersed Ag atoms on supramolecular organic frameworks support with Co-Fe Prussian blue analogs doped (Ag@SOF@Co-Fe PBs) on its facets show the most outstanding capability for iodine adsorption due to the strong double-substrate interaction and surface co-precipitation effect. We have carefully investigated the doping effect of PBs and the anchoring effect of Ag on SOF during the step-by-step optimization process. The nanorod framework of SOF, effective active sites of PBs, and the strong co-precipitation effect of Ag are confirmed to play a synergistic role in facilitating electron migration on the interface intersection, and improving the iodine intrinsic affinity and removal capacity. The Ag@SOF@Co-Fe PBs composite demonstrated superior iodine capture performance (388.39 mg/g), high selectivity, and excellent adsorption rate, which proves the potentially practical application of these materials. This study provides a promising strategy for optimizing iodine adsorption materials.