Preheat your air fryer to 400°F and cut the mozzarella sticks in half to create four shorter sticks.
In a medium bowl, combine the ground chicken with half of the chipotle powder, garlic powder, onion powder, salt, and pepper.
Divide the seasoned chicken into four equal portions and flatten each into a thin rectangle on a piece of parchment paper.
Place a mozzarella stick piece in the center of each chicken rectangle and carefully wrap the meat around it, pinching all seams to seal the cheese completely.
Lightly beat the egg in a small dish, and in a separate shallow bowl, mix the almond flour with the remaining chipotle powder and a pinch of salt.
Dip each chicken-wrapped stick into the egg wash and then roll it in the almond flour mixture until evenly and thoroughly coated.
Arrange the sticks in the air fryer basket in a single layer, spray lightly with avocado oil, and cook for 10-12 minutes until the exterior is crispy and the chicken is fully cooked.