In this extensive pharmacovigilance study, we observed a significant association between GLP-1 RAs and eight distinct categories of psychiatric AEs, namely, nervousness, stress, eating disorder, fear of injection, sleep disorder due to general medical condition—insomnia type, binge eating, fear of eating, and self-induced vomiting. This evidence concerns the gene GLP1R and eating disorder.