diff --git a/docker/Dockerfile b/docker/Dockerfile
new file mode 100644
index 0000000..d279faa
--- /dev/null
+++ b/docker/Dockerfile
@@ -0,0 +1,16 @@
+FROM quay.io/fenicsproject/stable
+USER root
+
+RUN pip3 install -U --no-cache-dir --trusted-host=pypi.python.org --trusted-host=pypi.org --trusted-host=files.pythonhosted.org \
+simplejson \
+mpi4py \
+h5py \
+scikit-image \
+tabulate \
+meshpy \
+scipy
+
+RUN git clone https://github.com/mikaem/fenicstools.git && \
+cd fenicstools && \
+python3 setup.py install && \
+cd ..