A Cell Metabolism study reveals that GIPR signaling in oligodendrocytes enhances brain access and weight-loss efficacy of GLP-1R agonists by increasing vascular permeability and targeting appetite-regulating neurons. This mechanism may explain why GIPR/GLP-1R co-agonists outperform single-agent therapies.