diff --git a/Dockerfile b/Dockerfile
index 15b82d9..08fc150 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,3 +1,23 @@
-from python:2.7-onbuild
+from python:2.7
 
-ENTRYPOINT ["python", "-m", "senpy"]
+RUN apt-get update
+RUN apt-get -y install git
+RUN mkdir -p /senpy-plugins
+RUN apt-get -y install python-numpy
+RUN apt-get -y install build-dep python-scipy
+RUN pip install --upgrade pip
+
+ADD id_rsa /root/.ssh/id_rsa
+RUN chmod 700 /root/.ssh/id_rsa
+RUN echo "Host github.com\n\tStrictHostKeyChecking no\n" >> /root/.ssh/config
+
+RUN git clone https://github.com/gsi-upm/senpy /usr/src/app/
+RUN git clone git@github.com:gsi-upm/senpy-plugins-enterprise /senpy-plugins/enterprise
+RUN git clone https://github.com/gsi-upm/senpy-plugins-community /senpy-plugins/community
+
+RUN pip install /usr/src/app
+RUN pip install -r /senpy-plugins/enterprise/requirements.txt
+
+
+WORKDIR /senpy-plugins
+ENTRYPOINT ["python", "-m", "senpy", "-f", "."]