A camera assembly for an oven appliance including an attachment mechanism, an arm, and a camera is provided. The attachment mechanism is configured for attachment to a handle of an oven appliance door. The arm extends from the attachment mechanism to the camera, and attaches to at least one of the camera or a housing, if provided. The camera records or transmits images of the oven cavity to, e.g., a user device allowing a user to monitor a doneness of any food items positioned within the oven appliance.