diff --git a/lib/pip_completion.zsh b/lib/pip_completion.zsh
new file mode 100644
index 000000000..22d7f434f
--- /dev/null
+++ b/lib/pip_completion.zsh
@@ -0,0 +1,10 @@
+function _pip_completion {
+  local words cword
+  read -Ac words
+  read -cn cword
+  reply=( $( COMP_WORDS="$words[*]" \
+             COMP_CWORD=$(( cword-1 )) \
+             PIP_AUTO_COMPLETE=1 $words[1] ) )
+}
+compctl -K _pip_completion pip
+