Fill a shaker with ice cubes and add the Captain Morgan, orange juice, and vanilla extract or syrup.

Shake vigorously until all ingredients are mixed together.

Strain into a glass filled with more ice cubes.

Garnish with an orange slice or cherry and enjoy!