Despite widespread clinical use of glucagon-like peptide-1 receptor (GLP-1R) agonists for metabolic disease, their neuropsychiatric effects remain poorly understood and controversial. Here, we demonstrate that liraglutide alleviates depression through a gut-brain pathway that operates independently of GLP-1R. Using both pharmacological and genetic approaches, we demonstrated that liraglutide retained antidepressant efficacy in GLP-1R antagonist-Exn9-treated mice or in Glp1rmice, whereas gut microbiota depletion abolished its effects. Multi-omics analyses revealed that liraglutide increased the abundance of Lactobacillus delbrueckii, which in turn restored the levels of the endocannabinoid 2-arachidonoylglycerol (2-AG). The elevation of 2-AG mediated the antidepressant effects by normalizing excessive neuronal activity in emotional processing brain regions. Importantly, fecal microbiota transplantation from liraglutide-treated mice or Lactobacillus delbrueckii colonization replicated the antidepressant effects. These findings uncover a non-canonical mechanism of action for GLP-1 analogs, highlighting a specific microbiota-endocannabinoid metabolic pathway as a potential therapeutic target for depression. -/-