diff --git a/ci/build_docs.sh b/ci/build_docs.sh
index 7b4cf152b4a..45f765a693d 100755
--- a/ci/build_docs.sh
+++ b/ci/build_docs.sh
@@ -40,6 +40,14 @@ rapids-mamba-retry install "${PYTHON_CHANNEL}/linux-64/cugraph-dgl-*.tar.bz2"
 export RAPIDS_VERSION_NUMBER="23.12"
 export RAPIDS_DOCS_DIR="$(mktemp -d)"
 
+untar_dest="/tmp/xml_tar"
+for PROJECT in libcugraphops libwholegraph; do
+  rapids-logger "Download ${PROJECT} xml_tar"
+  dest="${untar_dest}/${PROJECT}"
+  mkdir -p "$dest"
+  aws s3 cp --only-show-errors "s3://rapidsai-docs/${PROJECT}/xml_tar/${RAPIDS_VERSION_NUMBER}/xml.tar.gz" - | tar xzf - -C "$dest"
+done
+
 rapids-logger "Build CPP docs"
 pushd cpp/doxygen
 doxygen Doxyfile
diff --git a/dependencies.yaml b/dependencies.yaml
index 4a57835e8ba..812e6ae3748 100644
--- a/dependencies.yaml
+++ b/dependencies.yaml
@@ -330,6 +330,7 @@ dependencies:
     common:
       - output_types: [conda]
         packages:
+          - breathe
           - doxygen
           - graphviz
           - ipython
diff --git a/docs/cugraph/source/conf.py b/docs/cugraph/source/conf.py
index 58ecca27150..60e1e54f081 100644
--- a/docs/cugraph/source/conf.py
+++ b/docs/cugraph/source/conf.py
@@ -37,6 +37,7 @@
 # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
 # ones.
 extensions = [
+    "breathe",
     "sphinx.ext.intersphinx",
     "sphinx.ext.autodoc",
     "sphinx.ext.autosummary",
@@ -205,4 +206,10 @@ def setup(app):
 # The following is used by sphinx.ext.linkcode to provide links to github
 linkcode_resolve = make_linkcode_resolve(
     "https://github.com/rapidsai/cugraph/blob/{revision}/python/{path}#L{lineno}"
-)
\ No newline at end of file
+)
+
+breathe_projects = {
+    'libcugraphops': '/tmp/xml_tar/libcugraphops',
+    'libwholegraph': '/tmp/xml_tar/libwholegraph'
+}
+breathe_default_project = "libcugraph"