diff --git a/scripts/get_tensorflow.sh b/scripts/get_tensorflow.sh
new file mode 100755
index 0000000..30e7bc6
--- /dev/null
+++ b/scripts/get_tensorflow.sh
@@ -0,0 +1,92 @@
+#!/bin/bash
+#
+# Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+#
+# SPDX-License-Identifier: MIT
+#
+
+CMD=$( basename $0 )
+
+# Revision or tag that Arm NN has been tested with:
+DEFAULT_TENSORFLOW_REVISION="tags/v2.5.0" # Release 2.5.0 tag
+
+Usage() {
+    echo "Gets the revision or tag of TensorFlow that this version of Arm NN has been" 
+    echo "tested with."
+    echo
+    echo "Usage: $CMD Gets the default TensorFlow revision/tag ($DEFAULT_TENSORFLOW_REVISION)"
+    echo "Usage: $CMD -s <TENSORFLOW_SHA>"
+    echo "Usage: $CMD -p (Print current default revision/tag)"
+    exit 0
+}
+
+PrintDefaultTensorFlowSha() {
+  echo $DEFAULT_TENSORFLOW_REVISION
+  exit 0;
+}
+
+function AssertZeroExitCode {
+  EXITCODE=$?
+  if [ $EXITCODE -ne 0 ]; then
+    echo "$1"
+    echo "+++ Command exited with code $EXITCODE. Please fix the above errors and re-run"
+    exit 1
+  fi
+}
+
+# Revision or tag to check out
+TENSORFLOW_REVISION=$DEFAULT_TENSORFLOW_REVISION
+
+# process the options given
+while getopts "s:ph\?:" opt; do
+  case "$opt" in
+    s) TENSORFLOW_REVISION="$OPTARG";;
+    p) PrintDefaultTensorFlowSha;;
+    h|\?) Usage;;
+  esac
+done
+shift $((OPTIND - 1))
+
+#
+# This script is designed to be called from anywhere
+# so it will resolve where to checkout out TensorFlow
+# relative to its own location in armnn/scripts
+#
+SRC="${BASH_SOURCE[0]}"
+# resolve $SRC until it is no longer a symlink
+while [ -h "$SRC" ]; do
+  DIR="$( cd -P "$( dirname "$SRC" )" >/dev/null && pwd )"
+  SRC="$(readlink "$SRC")"
+  # if $SRC was a relative symlink, we need to resolve it
+  # relative to the path where the symlink file originally was
+  [[ $SRC != /* ]] && SRC="$DIR/$SRC"
+done
+DIR="$( cd -P "$( dirname "$SRC" )" >/dev/null && pwd )"
+pushd ${DIR} > /dev/null
+cd ../..
+
+# Clone TensorFlow if we don't already have a directory
+if [ ! -d tensorflow ]; then
+  echo "Cloning TensorFlow"
+  git clone https://github.com/tensorflow/tensorflow.git
+  AssertZeroExitCode "Cloning TensorFlow failed"
+fi
+pushd tensorflow > /dev/null
+
+# Checkout the TensorFlow revision
+echo "Checking out ${TENSORFLOW_REVISION}"
+git fetch && git checkout ${TENSORFLOW_REVISION}
+AssertZeroExitCode "Fetching and checking out ${TENSORFLOW_REVISION} failed"
+# If the target tensorflow revision includes a branch we also need to do a pull.
+# This generally occurs with a release branch.
+if [[ "${TENSORFLOW_REVISION}" == *"branches"* ]]; then
+    git pull
+    AssertZeroExitCode "TensorFlow reference includes a branch but git pull failed."
+fi
+
+popd > /dev/null # out of tensorflow
+popd > /dev/null # back to wherever we were when called
+# Make sure the SHA of the revision that was checked out is the last line
+# of output from the script... just in case we ever need it.
+echo $TENSORFLOW_REVISION
+exit 0