I also only use the harness if we are going out for a walk. I do keep her collar with tags on in case she does get out (even though I watch her like a hawk) because I hope whoever found her would return her immediately. Even though she has a microchip, the person would have to take her to the vet to find out who owns her- if they did at all!
