Many smartphone cameras can detect the infrared light used by cameras for night vision, which is invisible to the human eye. In a dark room, scanning with a mobile camera may reveal small glowing dots indicating an active lens.
Before discussing how to set up an Android spy cam, we must discuss if you should. Surveillance laws vary by country and state, but general principles apply universally.
If you would feel violated discovering the camera yourself, do not install it.