Halal tourism is pushed by the growth of the Muslim population worldwide. This present study aimed to examine the association between constructs of halal-friendly attributes, perceived value, destination trust, and visit intention and investigate the mediation effect of perceived value and destination trust in Muslims’ visit intention. The SOR (stimulus–organism–response) model was employed, and halal-friendly attributes were investigated as a stimulus that impacts Muslims’ perceived value and destination trust (organism) and leads to visit intention (response). These data were gathered from a sample of 307 Muslims. This study examined the proposed conceptual framework via PLS-SEM. The findings of this present study reveal the impact of halal-friendly attributes on perceived value and destination trust and the mediating role of perceived value and destination trust in the relationship between environmental factors (i.e., halal-friendly attributes) and visit intention in a non-Islamic country. This study’s original contribution is that it explores the antecedents of environmental factors by examining the extended S–O–R model in a halal.