Omega-3 fatty acids play a role in muscle recovery by reducing inflammation and promoting muscle repair. These healthy fats, found in foods like fatty fish, flaxseeds, and walnuts, can help decrease muscle soreness and enhance overall recovery when included in a balanced diet.