Sensitivity analyses confirmed robustness, and no significant publication bias was detected.<h4>Conclusions</h4>Elevated AIP is significantly associated with increased MAFLD/NAFLD risk and shows moderate diagnostic performance. Here, AIP is linked to metabolic dysfunction-associated steatotic liver disease.