diff --git a/Dockerfile b/Dockerfile
index 4523ecfd855..07bb4e9fc8f 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,8 +1,10 @@
 FROM python:3-onbuild
 MAINTAINER Paulus Schoutsen <Paulus@PaulusSchoutsen.nl>
 
-# Initialize the submodules
-RUN git submodule init && git submodule update --recursive
+# Initialize the submodules.
+#Can't use git submodule init because we are not in a git repo anymore
+RUN git clone https://github.com/balloob/pywemo.git external/pywemo && \
+	git clone https://github.com/balloob/pynetgear.git external/pynetgear
 
 VOLUME /config