Preheat oven to 325°F (163°C) and line a mini muffin tin with paper liners.
In a small bowl, combine graham cracker crumbs, melted butter, and brown sugar. Press about a teaspoon of the mixture into each mini muffin cup to form a base.
In a medium bowl, beat the cream cheese and granulated sugar until smooth. Add eggs, vanilla, and maple syrup, mixing until fully incorporated.
Spoon the cheesecake mixture over the crust in each cup, filling them nearly to the top.
Sprinkle chopped pecans on top of each cheesecake bite and drizzle with maple syrup.
Bake for 18–22 minutes, or until edges are set but centers are slightly jiggly.
Let cool completely at room temperature, then refrigerate for at least 2 hours before serving.