How to run a Shiny for Python app on the desktop using Eel?

I'm building an app using Shiny for Python. I would like to run it as a desktop app using Eel Shiny apps are run using the shiny run command, and Eel apps are using python, and then inside you have eel.init() and eel.start(). It seems that Shiny and Eel each have their own built-in web servers. So how can we bring these two together?