diff --git a/spark-qfs-swarm/jupyter-server/Dockerfile b/spark-qfs-swarm/jupyter-server/Dockerfile
index e891349..29967f0 100644
--- a/spark-qfs-swarm/jupyter-server/Dockerfile
+++ b/spark-qfs-swarm/jupyter-server/Dockerfile
@@ -6,13 +6,15 @@ FROM qfs-master:latest
 #   /data/spark - Spark's data directory
 #
 
+ENV GRAPHFRAMES_VERSION 0.8.1-spark3.0-s_2.12
+
 USER root
 RUN apt-get install -y g++
 RUN pip3 install \
         notebook==5.7.9 \
         jupyter_nbextensions_configurator \
         jupyter_contrib_nbextensions \
-        yapf
+        yapf wget
 
 COPY start-jupyter.sh /
 
@@ -24,6 +26,7 @@ RUN jupyter nbextension enable codefolding/main
 RUN jupyter nbextension enable execute_time/ExecuteTime
 
 RUN mkdir -p /home/spark/jupyter/runtime \
- &&	mkdir -p /home/spark/jupyter/notebooks
+ &&	mkdir -p /home/spark/jupyter/notebooks \
+ &&	mkdir -p /home/spark/jars/
 
 CMD ["/bin/bash", "/start-jupyter.sh"]
diff --git a/spark-qfs-swarm/jupyter-server/start-jupyter.sh b/spark-qfs-swarm/jupyter-server/start-jupyter.sh
index a5c6a90..2be5739 100644
--- a/spark-qfs-swarm/jupyter-server/start-jupyter.sh
+++ b/spark-qfs-swarm/jupyter-server/start-jupyter.sh
@@ -4,4 +4,7 @@ SHELL=/bin/bash \
     XDG_RUNTIME_DIR=/home/spark/jupyter/runtime \
     PYSPARK_DRIVER_PYTHON=jupyter \
     PYSPARK_DRIVER_PYTHON_OPTS="notebook --no-browser --port=7777 --notebook-dir=/home/spark/jupyter/notebooks --ip=0.0.0.0 --NotebookApp.password='' --NotebookApp.token=''" \
-    $SPARK_HOME/bin/pyspark --packages graphframes:graphframes:0.8.1-spark3.0-s_2.12 --master spark://spark-master:7077
+    $SPARK_HOME/bin/pyspark \
+    --packages graphframes:graphframes:$GRAPHFRAMES_VERSION \
+    --repositories https://repos.spark-packages.org/ \
+    --master spark://spark-master:7077