diff --git a/Dockerfile b/Dockerfile
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--- /dev/null
+++ b/Dockerfile
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+FROM ultimaker/cura-build-environment:1
+
+# Environment vars for easy configuration
+ENV CURA_APP_DIR=/srv/cura
+
+# Ensure our sources dir exists
+RUN mkdir $CURA_APP_DIR
+
+# Setup CuraEngine
+ENV CURA_ENGINE_BRANCH=master
+WORKDIR $CURA_APP_DIR
+RUN git clone -b $CURA_ENGINE_BRANCH --depth 1 https://github.com/Ultimaker/CuraEngine
+WORKDIR $CURA_APP_DIR/CuraEngine
+RUN mkdir build
+WORKDIR $CURA_APP_DIR/CuraEngine/build
+RUN cmake3 ..
+RUN make
+RUN make install
+
+# TODO: setup libCharon
+
+# Setup Uranium
+ENV URANIUM_BRANCH=master
+WORKDIR $CURA_APP_DIR
+RUN git clone -b $URANIUM_BRANCH --depth 1 https://github.com/Ultimaker/Uranium
+
+# Setup Cura
+ENV CURA_BRANCH=docker
+WORKDIR $CURA_APP_DIR
+RUN git clone -b $CURA_BRANCH --depth 1 https://github.com/Ultimaker/Cura
+
+# Setup materials
+ENV MATERIALS_BRANCH=master
+WORKDIR $CURA_APP_DIR/Cura/resources
+RUN git clone -b $MATERIALS_BRANCH --depth 1 https://github.com/Ultimaker/fdm_materials materials
+
+# Make sure Cura can find CuraEngine
+RUN ln -s /usr/local/bin/CuraEngine $CURA_APP_DIR/Cura
+
+# Run Cura
+WORKDIR $CURA_APP_DIR/Cura
+ENV PYTHONPATH=${PYTHONPATH}:$CURA_APP_DIR/Uranium
+RUN chmod +x ./run_in_docker.sh
+CMD "./run_in_docker.sh"
diff --git a/run_in_docker.sh b/run_in_docker.sh
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index 0000000000..eb364fd887
--- /dev/null
+++ b/run_in_docker.sh
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+#!/usr/bin/env bash
+Xvfb :1 -screen 0 1280x800x16 &
+export DISPLAY=:1.0
+python3 cura_app.py --headless
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