• The (Fe–P)n–MOF/graphene composite achieves a maximum Y3+ adsorption capacity of 102.1 mg/g
• Adsorption follows quasi-second-order kinetics and Langmuir isotherm, indicating monolayer chemical adsorption
• DFT calculations reveal electrostatic potential distribution and binding energy contributions to selective yttrium capture
• The composite retains >90% recovery after five regeneration cycles, highlighting excellent reusability for rare-earth recovery
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