scrollNav is a light jQuery plugin that grabs your page's existing content, divides it up into logical sections and builds a customizable scrolling sidebar navigation.
A single file import and function in your footer and you're on your way.
All the styling is up to you and the few bits controled by the plugin are editable
Damn right it's fast! At 1.8kb min'd, scrollNav is pretty unintrusive.