diff --git a/docs/stylesheets/extra.css b/docs/stylesheets/extra.css
index 1a2956f165fb..8e2b9b9f5475 100644
--- a/docs/stylesheets/extra.css
+++ b/docs/stylesheets/extra.css
@@ -186,3 +186,12 @@ h3.cli-reference {
   font-size: 1.1em;
   margin: 0 0 0 0;
 }
+
+/* Styling for anchor link headers */
+.toclink {
+  color: unset !important;
+}
+
+.toclink:hover {
+  color: var(--md-accent-fg-color) !important;
+}
diff --git a/mkdocs.template.yml b/mkdocs.template.yml
index 6e40ea25c74c..cf14bd2bafe2 100644
--- a/mkdocs.template.yml
+++ b/mkdocs.template.yml
@@ -42,11 +42,12 @@ site_dir: site/uv
 markdown_extensions:
   - admonition
   - pymdownx.details
-  - toc:
-      permalink: "#"
   - pymdownx.snippets:
   - pymdownx.magiclink:
   - attr_list:
+  - toc:
+      anchorlink: true
+      anchorlink_class: "toclink"
   - md_in_html:
   - pymdownx.inlinehilite:
   - pymdownx.superfences: