This is what got it working for me on Ubuntu 15.10 using the fish shell:
# ~/.config/fish/config.fish
set -g -x PATH /usr/local/bin $PATH
set -g -x GOPATH /usr/share/go
Then I had to change the permissions on the go folder (it was set to root)
sudo chown : -R /usr/share/go