On the Add-ons page, whether an add-on is running or not is displayed by the add-on’s icon: monochrome if it’s stopped, color if it’s running.
This is a problem for add-ons that have monochrome icons, such as ESPHome, Frigate, and Studio Code Server, as the icon will always be monochrome whether the add-on is running or not.