diff --git a/doc/source/changelog/803.fixed.md b/doc/source/changelog/803.fixed.md
new file mode 100644
index 0000000000..98126cba03
--- /dev/null
+++ b/doc/source/changelog/803.fixed.md
@@ -0,0 +1 @@
+Advanced search bar
diff --git a/doc/source/conf.py b/doc/source/conf.py
index a863a3b340..056d044875 100755
--- a/doc/source/conf.py
+++ b/doc/source/conf.py
@@ -74,6 +74,27 @@
     "static_search": {
         "limit": 10,
         "minMatchCharLength": 2,
+    "search_filters": {
+            "Getting started": [
+                "getting-started",
+                "getting-started/",
+            ],
+            "User guide": [
+                "user-guide",
+                "user-guide/",
+            ],
+            "API reference": [
+                "api/",
+            ],
+            "Examples": [
+                "examples"
+                "examples/"
+            ],
+            "Contributing": [
+                "contributing",
+                "contributing/",
+            ],
+        }
     },
 }
 html_static_path = ["_static"]