Since PowerToys runs in the background, you don't need to open the app each time. As long as the toggle is enabled, you can press the keyboard shortcut at any time to launch the color picker.
Alternatively, you can also hit the + icon under Custom to choose your own custom background color or use the color picker tool. If you pick a dark background color, you may want to consider ...