Preheat the air fryer to 400°F (204°C).
Pat the chicken thighs dry with paper towels to help them crisp.
Drizzle 1 tablespoon olive oil over the chicken thighs and rub to coat evenly.
In a small bowl, whisk 1 teaspoon honey with the smoked paprika, dried oregano, garlic powder, onion powder, sea salt, and black pepper until combined.
Rub the seasoning mixture over all sides of each chicken thigh so they are evenly coated.
Lightly grease the air fryer basket with olive oil spray or brush to prevent sticking, then arrange the thighs in a single layer with space between them.
Cook for 12–14 minutes, flipping once halfway through, until the internal temperature reaches 165°F (74°C).
Remove from the air fryer and let rest a few minutes before serving.