All the details of the design and how it works are available in my little electronic projects GitHub repo (it is basically my open lab notebook, with a catalog of over 400 projects now).
Here's a quick demo of the tuner in action:
The Boldport Cordwood has 6 LEDs. My guitar has 6 strings. So let's make a tuner..