I'm actually doing this now. We're using jekyll for a tablet magazine site with several non technical staff using github and prose to manage the content.

It's actually going fairly well. There have definitely been some issues, but it's been great.

https://github.com/ecotrust/commonplace

Prose.io is still fairly new, but it's open source and is seeing heavy development.