diff --git a/.github/workflows/scripts/docs/build-docs.sh b/.github/workflows/scripts/docs/build-docs.sh
index d39bb5b4..0dfb89da 100755
--- a/.github/workflows/scripts/docs/build-docs.sh
+++ b/.github/workflows/scripts/docs/build-docs.sh
@@ -10,7 +10,7 @@ docker run \
   --user "$(id -u):$(id -g)" \
   --volume "${PWD}:/docs" \
   --name "build-docs" \
-  squidfunk/mkdocs-material:7.3.6 build --strict
+  squidfunk/mkdocs-material:8.1.0 build --strict
 
 # Remove unnecessary build artifacts: https://github.com/squidfunk/mkdocs-material/issues/2519
 # site/ is the build output folder.
diff --git a/docs/mkdocs.yml b/docs/mkdocs.yml
index b520737e..0dc1cf0c 100644
--- a/docs/mkdocs.yml
+++ b/docs/mkdocs.yml
@@ -35,6 +35,7 @@ theme:
     - navigation.top
     - navigation.expand
     - navigation.instant
+    - content.code.annotate
   palette:
     # Light mode
     - media: '(prefers-color-scheme: light)'