diff --git a/Applications/SlicerApp/CMakeLists.txt b/Applications/SlicerApp/CMakeLists.txt
index d9874602299..74e2440ad36 100755
--- a/Applications/SlicerApp/CMakeLists.txt
+++ b/Applications/SlicerApp/CMakeLists.txt
@@ -69,7 +69,7 @@ slicerMacroBuildAppLibrary(
   NAME ${APPLIB_NAME}
   APPLICATION_NAME ${SlicerApp_APPLICATION_NAME}
   DESCRIPTION_SUMMARY ${APPLIB_DESCRIPTION_SUMMARY}
-  DESCRIPTION_FILE ${Slicer_SOURCE_DIR}/README.txt
+  DESCRIPTION_FILE ${Slicer_SOURCE_DIR}/README.rst
   EXPORT_DIRECTIVE "Q_SLICER_APP_EXPORT"
   FOLDER ${${PROJECT_NAME}_FOLDER}
   SRCS ${APPLIB_SRCS}
diff --git a/CMake/CircleCI/run.sh b/CMake/CircleCI/run.sh
new file mode 100755
index 00000000000..a216509872c
--- /dev/null
+++ b/CMake/CircleCI/run.sh
@@ -0,0 +1,16 @@
+#!/bin/sh
+
+script_dir="`cd $(dirname $0); pwd`"
+
+# Run the images which contains the build of slicer (to link with the testing image with mounted volume)
+docker run -d --name slicer-build-with-test slicer/slicer-test bash
+
+# Run the opengl docker image which will run the tests located on the volume shared by slicer/slicer-build
+$script_dir/run_opengl.sh \
+    -i slicer/slicer-test:opengl \
+    -p 6081 \
+    -r --env="CIRCLE_SHA1=$1" -r --env="CIRCLE_BRANCH=$2" \
+    -r --volumes-from -r slicer-build-with-test
+
+# Remove the container used to mount volumes from slicer-build
+#docker rm slicer-build-with-test
diff --git a/CMake/CircleCI/run_opengl.sh b/CMake/CircleCI/run_opengl.sh
new file mode 100755
index 00000000000..39a2222a58d
--- /dev/null
+++ b/CMake/CircleCI/run_opengl.sh
@@ -0,0 +1,157 @@
+#!/bin/bash
+
+container=opengl
+image=slicer/slicer-test:opengl
+port=6080
+extra_run_args=""
+quiet=""
+
+show_help() {
+cat << EOF
+Usage: ${0##*/} [-h] [-q] [-c CONTAINER] [-i IMAGE] [-p PORT] [-r DOCKER_RUN_FLAGS]
+
+This script is a convenience script to run Docker images based on
+thewtex/opengl. It:
+
+- Makes sure docker is available
+- On Windows and Mac OSX, creates a docker machine if required
+- Informs the user of the URL to access the container with a web browser
+- Stops and removes containers from previous runs to avoid conflicts
+- Mounts the present working directory to /home/user/work on Linux and Mac OSX
+- Prints out the graphical app output log following execution
+- Exits with the same return code as the graphical app
+
+Options:
+
+  -h             Display this help and exit.
+  -c             Container name to use (default ${container}).
+  -i             Image name (default ${image}).
+  -p             Port to expose HTTP server (default ${port}). If an empty
+                 string, the port is not exposed.
+  -r             Extra arguments to pass to 'docker run'. E.g.
+                 --env="APP=glxgears"
+  -q             Do not output informational messages.
+EOF
+}
+
+while [ $# -gt 0 ]; do
+	case "$1" in
+		-h)
+			show_help
+			exit 0
+			;;
+		-c)
+			container=$2
+			shift
+			;;
+		-i)
+			image=$2
+			shift
+			;;
+		-p)
+			port=$2
+			shift
+			;;
+		-r)
+			extra_run_args="$extra_run_args $2"
+			shift
+			;;
+		-q)
+			quiet=1
+			;;
+		*)
+			show_help >&2
+			exit 1
+			;;
+	esac
+	shift
+done
+
+
+which docker 2>&1 >/dev/null
+if [ $? -ne 0 ]; then
+	echo "Error: the 'docker' command was not found.  Please install docker."
+	exit 1
+fi
+
+os=$(uname)
+if [ "${os}" != "Linux" ]; then
+	vm=$(docker-machine active 2> /dev/null || echo "default")
+	if ! docker-machine inspect "${vm}" &> /dev/null; then
+		if [ -z "$quiet" ]; then
+			echo "Creating machine ${vm}..."
+		fi
+		docker-machine -D create -d virtualbox --virtualbox-memory 2048 ${vm}
+	fi
+	docker-machine start ${vm} > /dev/null
+    eval $(docker-machine env $vm --shell=sh)
+fi
+
+ip=$(docker-machine ip ${vm} 2> /dev/null || echo "localhost")
+url="http://${ip}:$port"
+
+cleanup() {
+	docker stop $container >/dev/null
+	#docker rm $container >/dev/null
+}
+
+running=$(docker ps -a -q --filter "name=${container}")
+if [ -n "$running" ]; then
+	if [ -z "$quiet" ]; then
+		echo "Stopping and removing the previous session..."
+		echo ""
+	fi
+	cleanup
+fi
+
+if [ -z "$quiet" ]; then
+	echo ""
+	echo "Setting up the graphical application container..."
+	echo ""
+	if [ -n "$port" ]; then
+		echo "Point your web browser to ${url}"
+		echo ""
+	fi
+fi
+
+#pwd_dir="`cd $(dirname $0)/../..; pwd`"
+mount_local=""
+#if [ "${os}" = "Linux" ] || [ "${os}" = "Darwin" ]; then
+#	mount_local=" -v ${pwd_dir}:/usr/src/Slicer "
+#fi
+port_arg=""
+if [ -n "$port" ]; then
+	port_arg="-p $port:6080"
+fi
+
+docker run \
+  -d \
+  --name $container \
+  ${mount_local} \
+  $port_arg \
+  $extra_run_args \
+  $image >/dev/null
+
+print_app_output() {
+	docker cp $container:/var/log/supervisor/graphical-app-launcher.log - \
+		| tar xO
+	result=$(docker cp $container:/tmp/graphical-app.return_code - \
+		| tar xO)
+	cleanup
+	exit $result
+}
+
+trap "docker stop $container >/dev/null && print_app_output" SIGINT SIGTERM
+
+# Avoid CircleCI Timed Out by displaying a dot every minute
+RUNNING=$(docker inspect --format="{{ .State.Running }}" $container)
+while "$RUNNING" == "true"
+do
+  echo -n .
+  sleep 1m
+  RUNNING=$(docker inspect --format="{{ .State.Running }}" $container)
+done
+
+print_app_output
+
+# vim: noexpandtab shiftwidth=4 tabstop=4 softtabstop=0
diff --git a/CMake/SlicerGenerateSlicerConfig.cmake b/CMake/SlicerGenerateSlicerConfig.cmake
index 17c396a4650..59f331f564e 100644
--- a/CMake/SlicerGenerateSlicerConfig.cmake
+++ b/CMake/SlicerGenerateSlicerConfig.cmake
@@ -32,7 +32,7 @@ set(Slicer_LAUNCH_COMMAND_CONFIG ${Slicer_LAUNCH_COMMAND})
 
 # License and Readme file
 set(Slicer_LICENSE_FILE_CONFIG ${Slicer_SOURCE_DIR}/License.txt)
-set(Slicer_README_FILE_CONFIG ${Slicer_SOURCE_DIR}/README.txt)
+set(Slicer_README_FILE_CONFIG ${Slicer_SOURCE_DIR}/README.rst)
 
 # Test templates directory
 set(Slicer_CXX_MODULE_TEST_TEMPLATES_DIR_CONFIG ${Slicer_CXX_MODULE_TEST_TEMPLATES_DIR})
diff --git a/README.txt b/README.rst
similarity index 53%
rename from README.txt
rename to README.rst
index d0971fc4976..8247e16acc8 100644
--- a/README.txt
+++ b/README.rst
@@ -1,8 +1,14 @@
-Slicer, or 3D Slicer, is a free, open source software package for visualization and 
-image analysis. 
+Slicer
+==============
 
-3D Slicer is natively designed to be available on multiple platforms, 
-including Windows, Linux and Mac Os X. 
+.. image:: https://circleci.com/gh/Slicer/Slicer.svg?style=svg
+    :target: http://slicer.cdash.org/index.php?project=Slicer4
+
+Slicer, or 3D Slicer, is a free, open source software package for visualization and
+image analysis.
+
+3D Slicer is natively designed to be available on multiple platforms,
+including Windows, Linux and Mac Os X.
 
 For more information, please see:
 
diff --git a/circle.yml b/circle.yml
index c249cc3d72b..48b44a2185f 100644
--- a/circle.yml
+++ b/circle.yml
@@ -14,9 +14,16 @@ dependencies:
     - docker info
     - pip install scikit-ci-addons==0.11.0
     - ci_addons docker load-pull-save slicer/slicer-dependencies
+    - if [[ -e ~/docker/image-test.tar ]]; then docker load -i ~/docker/image-test.tar; fi
+    - docker pull slicer/slicer-test
+    - mkdir -p ~/docker; docker save slicer/slicer-test > ~/docker/image-test.tar
+    - if [[ -e ~/docker/image-test-opengl.tar ]]; then docker load -i ~/docker/image-test-opengl.tar; fi
+    - docker pull slicer/slicer-test:opengl
+    - mkdir -p ~/docker; docker save slicer/slicer-test:opengl > ~/docker/image-test-opengl.tar
 
 test:
   override:
     - "echo 'Notice: CircleCI does not build changes to Slicer dependencies' && if git diff --name-only master | grep -q SuperBuild > /dev/null; then false; fi"
     - docker run -e "BUILD_TOOL_FLAGS=-j5" --name slicer -v ~/Slicer:/usr/src/Slicer slicer/slicer-dependencies
     - docker cp slicer:$(docker cp slicer:/usr/src/Slicer-build/Slicer-build/PACKAGE_FILE.txt - | tar xO) $CIRCLE_ARTIFACTS
+    - bash ./CMake/CircleCI/run.sh $CIRCLE_SHA1 $CIRCLE_BRANCH