Faster way to uninstall apps

I am running Mint Debian edition, and I am testing different applications, for some reason the software manage starts very slow takes around half minute, so that it is quite trouble even to uninstall app. I wonder if there's a faster way to do it, like on Android I can click on the app icon to quick start the setting menu and uninstall it, there's no need to go to the system setting to find the app to uninstall, any comment ?