Trim the thighs if necessary. Do not remove the skin.
Peel back the skin on each thigh. Do not remove the skin completely. Put a generous portion of pesto on the chicken flesh, and cover it with the skin.
Make the Breading
Mix the flour, paprika, basil, salt, and pepper in a breading tray.
Put two eggs in another breading tray.
Put the bread crumbs in a third breading tray.
Dip each thigh into the flour mixture mixture. Shake to remove excess. Dip the flour covered thighs in the egg to cover them then roll them in the bread crumbs.
Put them on a rack over a sheet pan in the refrigerator. Let them sit, uncovered, for 30-90 minutes.
Put the thighs on a rack for the air fryer.
Roast at 385℉ / 196℃
Check the thighs at the 22-minute mark. If they have reached 165℉ / 73℃, you can remove them.