diff --git a/bin/docstheme-build-translated.sh b/bin/docstheme-build-translated.sh
new file mode 100755
index 0000000..e3d7e8c
--- /dev/null
+++ b/bin/docstheme-build-translated.sh
@@ -0,0 +1,167 @@
+#!/bin/bash
+
+#
+# Licensed under the Apache License, Version 2.0 (the "License"); you may
+# not use this file except in compliance with the License. You may obtain
+# a copy of the License at
+#
+#      http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+# License for the specific language governing permissions and limitations
+# under the License.
+
+# Build English and translated version of an RST document
+
+set -e
+set -x
+
+DOCNAME=doc
+DIRECTORY=doc
+
+# This function sets the following global variables
+# - LANG_INDEX : filename which contains the language index
+# - HAS_LANG : 1 (there are languages other than English), 0 (English only)
+function prepare_language_index {
+    # Global variables
+    HAS_LANG=0
+    LANG_INDEX=`mktemp`
+    trap "rm -f -- $LANG_INDEX" EXIT
+
+    cat <<EOF >> $LANG_INDEX
+[
+\`English <__BASE__/__INDEX__>\`__
+EOF
+
+    # Generate language index file
+    for locale in `find ${DIRECTORY}/source/locale/ -maxdepth 1 -type d` ; do
+        # skip if it is not a valid language translation resource.
+        if [ ! -e ${locale}/LC_MESSAGES/${DOCNAME}.po ]; then
+            continue
+        fi
+        language=$(basename $locale)
+
+        # Reference translated document from index file
+        echo -n "| " >> $LANG_INDEX
+        HAS_LANG=1
+        get_lang_name_prog=$(dirname $0)/docstheme-lang-display-name.py
+        name=`python3 $get_lang_name_prog $language`
+        echo "\`$name <__BASE__/${language}/__INDEX__>\`__" >> $LANG_INDEX
+    done
+
+    cat <<EOF >> $LANG_INDEX
+]
+
+EOF
+}
+
+function _add_language_index {
+    local target_file=$1
+    local basepath=$2
+
+    local basename
+    basename=$(echo $target_file | sed -e "s|$DIRECTORY/source/||" -e "s|\.rst$||")
+    path_to_top_level=$(dirname $basename | sed -e 's|[^./]\+|..|g')
+
+    local _basepath
+    if [ "$basepath" = "." -a "$path_to_top_level" = "." ]; then
+        _basepath="."
+    elif [ "$basepath" = "." ]; then
+        _basepath=$path_to_top_level
+    elif [ "$path_to_top_level" = "." ]; then
+        _basepath=$basepath
+    else
+        _basepath="$basepath/$path_to_top_level"
+    fi
+
+    cp -p $target_file $target_file.backup
+    sed -e "s|__BASE__|$_basepath|" -e "s|__INDEX__|$basename.html|" $LANG_INDEX > $target_file
+    cat $target_file.backup >> $target_file
+}
+
+function add_language_index_to_localized {
+    for f in `find $DIRECTORY/source -name '*.rst'`; do
+        _add_language_index $f ..
+    done
+}
+
+function add_language_index_to_original {
+    for f in `find $DIRECTORY/source -name '*.rst'`; do
+        cp -p $f.backup $f
+        _add_language_index $REFERENCES $f .
+    done
+}
+
+function recover_rst_files {
+    for f in `find $DIRECTORY/source -name '*.rst'`; do
+        mv $f.backup $f
+    done
+}
+
+sphinx-build -a -W -b gettext \
+    -d ${DIRECTORY}/build/doctrees.gettext \
+    ${DIRECTORY}/source ${DIRECTORY}/source/locale/
+
+prepare_language_index
+if [ "$HAS_LANG" = "0" ]; then
+    exit 0
+fi
+# Now add our references to the beginning of the index file. We cannot do this
+# earlier since the sphinx commands will read this file.
+# Ensure to revert any changes to the index file.
+add_language_index_to_localized
+
+# check all language translation resource
+for locale in `find ${DIRECTORY}/source/locale/ -maxdepth 1 -type d` ; do
+    # skip if it is not a valid language translation resource.
+    if [ ! -e ${locale}/LC_MESSAGES/${DOCNAME}.po ]; then
+        continue
+    fi
+    language=$(basename $locale)
+
+    echo "===== Building $language translation ====="
+
+    # prepare all translation resources
+    for pot in ${DIRECTORY}/source/locale/*.pot ; do
+        # get filename
+        potname=$(basename $pot)
+        resname=${potname%.pot}
+        # merge all translation resources
+        msgmerge --silent -o \
+            ${DIRECTORY}/source/locale/${language}/LC_MESSAGES/${resname}.po \
+            ${DIRECTORY}/source/locale/${language}/LC_MESSAGES/${DOCNAME}.po \
+            ${DIRECTORY}/source/locale/${potname}
+        # compile all translation resources
+        msgfmt -o \
+            ${DIRECTORY}/source/locale/${language}/LC_MESSAGES/${resname}.mo \
+            ${DIRECTORY}/source/locale/${language}/LC_MESSAGES/${resname}.po
+    done
+
+    # build translated guide
+    # TODO(amotoki): Enable -W option in translated version
+    sphinx-build -a -b html -D language=${language} \
+        -d ${DIRECTORY}/build/doctrees.languages/${language} \
+        ${DIRECTORY}/source ${DIRECTORY}/build/html/${language}
+
+    # remove newly created files
+    git clean -f -q ${DIRECTORY}/source/locale/${language}/LC_MESSAGES/*.po
+    git clean -f -x -q ${DIRECTORY}/source/locale/${language}/LC_MESSAGES/*.mo
+    git clean -f -x -q ${DIRECTORY}/source/locale/.doctrees
+    # revert changes to po file
+    git reset -q ${DIRECTORY}/source/locale/${language}/LC_MESSAGES/${DOCNAME}.po
+    git checkout -q -- ${DIRECTORY}/source/locale/${language}/LC_MESSAGES/${DOCNAME}.po
+done
+
+# remove newly created pot files
+rm -f ${DIRECTORY}/source/locale/*.pot
+
+add_language_index_to_original
+
+# build English document
+sphinx-build -a -W -b html \
+    -d ${DIRECTORY}/build/doctrees \
+    ${DIRECTORY}/source ${DIRECTORY}/build/html/
+
+recover_rst_files
diff --git a/bin/docstheme-lang-display-name.py b/bin/docstheme-lang-display-name.py
new file mode 100755
index 0000000..79301f6
--- /dev/null
+++ b/bin/docstheme-lang-display-name.py
@@ -0,0 +1,28 @@
+#!/usr/bin/env python
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+# implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import sys
+
+import babel
+
+# Print full name of short language code, e.g.
+# returns "Deutsch" for "de".
+
+lang_code = sys.argv[1]
+try:
+    l = babel.Locale.parse(lang_code)
+    print(l.get_display_name())
+except Exception:
+    print(lang_code)
diff --git a/releasenotes/notes/add-translations-9238b0f56b677a6b.yaml b/releasenotes/notes/add-translations-9238b0f56b677a6b.yaml
new file mode 100644
index 0000000..0bae3df
--- /dev/null
+++ b/releasenotes/notes/add-translations-9238b0f56b677a6b.yaml
@@ -0,0 +1,8 @@
+---
+features:
+  - |
+    Add tools for building translated documents. The file
+    ``docstheme-build-translated.sh`` will look for translations and
+    build translated documents for all languages that exist.
+    Invoke ``docstheme-build-translated.sh`` from tox.ini instead of running
+    ``sphinx-build`` directly.
diff --git a/setup.cfg b/setup.cfg
index f04c4c9..cf1aca9 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -26,6 +26,9 @@ setup-hooks =
 [files]
 packages =
     openstackdocstheme
+scripts =
+    bin/docstheme-build-translated.sh
+    bin/docstheme-lang-display-name.py
 
 [build_sphinx]
 all_files = 1