Mix almond flour, agave nectar, walnuts, eggs, cocoa powder, coconut oil, and vanilla extract together in a bowl; spread into an 8-inch square baking dish.
Bake in the preheated oven until edges of brownies begin to pull from sides of dish, about 30 minutes. Let brownies cool slightly before slicing, about 5 minutes.