Xanthine (XA) metabolic disorders cause many diseases, hence early and precise XA detection is essential. Herein, a dual-mode enzyme cascade nanosensing platform based on Au/FMZIF-rGO/PCN nanomaterial with dual-emissive and high peroxidase-like (POD-like) activity was devised. The rapid electron transfer between Fe, Mn and P elements and the formation of ZIF-rGO/PCN hybrid enhanced POD-like activity. Aggregation-induced emission (AIE) effect improved fluorescence intensity of AuNCs. Furthermore, utilizing the nanozyme to immobilize xanthine oxidase (XOD) also reduced intermediate product diffusion, improving cascade efficiency and platform detection·H2O2 was catalytically decomposed to generate •OH, lowering fluorescence intensity at 627 nm and oxidizing TMB to produce blue oxTMB. So, dual-mode nanosensing platform was constructed with linear ranges for ratio fluorescence and colorimetric detection of XA spanning 0.5–200 μM and 0.5–300 μM, respectively, and corresponding LODs of 0.11 and 0.24 μM. The nanoplatform suggested promising potential for practical clinical detection of XA and other biomarkers.