The README says users should run the command
OSX has gone rootless in El Capitan, so instead this should actually be (for OSX anyway)
sudo gem install -n /usr/local/bin/ jekyll
see http://stackoverflow.com/questions/31567029/how-can-i-install-jekyll-on-osx-10-11 for more details
I believe the part about updating ruby gems is still correct however