diff --git a/plugins/autoenv/autoenv.plugin.zsh b/plugins/autoenv/autoenv.plugin.zsh
index 229a8a834..cbf7cefbb 100644
--- a/plugins/autoenv/autoenv.plugin.zsh
+++ b/plugins/autoenv/autoenv.plugin.zsh
@@ -17,9 +17,13 @@ if ! type autoenv_init >/dev/null; then
       /usr/local/bin
       /usr/share/autoenv-git
       ~/Library/Python/bin
+      .venv/bin
+      venv/bin
+      env/bin
+      .env/bin
     )
     for d ( $install_locations ); do
-      if [[ -e $d/activate.sh ]]; then
+      if [[ -e $d/activate || -e $d/activate.sh ]]; then
         autoenv_dir=$d
         break
       fi
@@ -29,13 +33,13 @@ if ! type autoenv_init >/dev/null; then
   # Look for Homebrew path as a last resort
   if [[ -z "$autoenv_dir" ]] && (( $+commands[brew] )); then
     d=$(brew --prefix)/opt/autoenv
-    if [[ -e $d/activate.sh ]]; then
+    if [[ -e $d/activate || -e $d/activate.sh ]]; then
       autoenv_dir=$d
     fi
   fi
 
   # Complain if autoenv is not installed
-  if [[ -z $autoenv_dir ]]; then 
+  if [[ -z $autoenv_dir ]]; then
     cat <<END >&2
 -------- AUTOENV ---------
 Could not locate autoenv installation.
@@ -46,7 +50,11 @@ END
     return 1
   fi
   # Load autoenv
-  source $autoenv_dir/activate.sh
+  if [[ -e $autoenv_dir/activate ]];
+    source $autoenv_dir/activate
+  else
+    source $autoenv_dir/activate.sh
+  fi
 fi
 }
 [[ $? != 0 ]] && return $?