With the increasing concern for ecological environmental and food safety, the development of synergistic systems integrating efficient bisphenol trace sensing and green photocatalytic degradation has emerged as a current research focus. In this study, a novel surface-enhanced Raman scattering (SERS) sensing-degradation integrated platform was successfully developed for the detection and degradation of bisphenol through the uniform modification of hydrogen-bonded organic framework nanorods loaded with gold nanoparticles (HOFs@Au). Based on the remarkable molecular enrichment effect of the porous structure of HOFs and the strong localized surface plasmon resonance (LSPR) effect from the AuNPs, the composite system exhibited excellent trace detection performance. Experimental results revealed that the HOFs@Au not only enabled trace SERS detection of bisphenol A (BPA), bisphenol S (BPS), and bisphenol F (BPF), but also demonstrated excellent photocatalytic degradation performance. Based on the advantages of HOFs@Au, the SERS sensor demonstrated a detection limit as low as 10-8 M, a high enhancement factor (EF) of 2.3 × 105 and photodegradation removal efficiency as high as 80 %, providing a novel solution for precise monitoring and green remediation of bisphenol contaminants. The system shows great potential for applications in ecological environmental risk early warning and food safety monitoring.