B cells regulate exercise capacity through immune-independent liver-muscle metabolic signaling, and B cell deficiency limits muscle performance. Mechanistically, B cell-secreted TGF-β1 increases hepatic glutamine-to-glutamate conversion, raising glutamate in blood and muscle. This promotes muscle calcium signaling and mitochondrial function, positively regulating exercise capacity.