diff --git a/mkdocs.yml b/mkdocs.yml
index 51ec587751bf5..4e046c18f297a 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -114,6 +114,7 @@ markdown_extensions:
   - markdown.extensions.toc:
       permalink: true
       toc_depth: "2-6"
+  - markdown.extensions.attr_list:  # https://github.com/DataDog/mkdocs-click#full-command-path-headers
   # Extra
   - mkdocs-click:
   - mkpatcher:
diff --git a/tox.ini b/tox.ini
index ac67d66ba7399..eb7a33dbc7d92 100644
--- a/tox.ini
+++ b/tox.ini
@@ -31,7 +31,7 @@ deps =
     -e./datadog_checks_base[deps,http]
     -e./datadog_checks_dev[cli]
     ; for CLI auto-documentation of ddev
-    mkdocs-click==0.2.*
+    mkdocs-click==0.3.*
 setenv =
     ; Use a set timestamp for reproducible builds.
     ; See https://reproducible-builds.org/specs/source-date-epoch/