diff --git a/docs/_templates/layout.html b/docs/_static/js/custom.js
similarity index 67%
rename from docs/_templates/layout.html
rename to docs/_static/js/custom.js
index cecf66e..8786865 100644
--- a/docs/_templates/layout.html
+++ b/docs/_static/js/custom.js
@@ -1,13 +1,3 @@
-{%- extends "!layout.html" %}
-
-{% block htmltitle %}
-{{ super() }}
-<script defer data-domain="sqlite-utils.datasette.io" src="https://plausible.io/js/plausible.js"></script>
-{% endblock %}
-
-{% block footer %}
-{{ super() }}
-<script>
 jQuery(function ($) {
   // Show banner linking to /stable/ if this is a /latest/ page
   if (!/\/latest\//.test(location.pathname)) {
@@ -27,13 +17,7 @@ jQuery(function ($) {
         </div>`
       );
       warning.find("a").attr("href", stableUrl);
-      var body = $("div.body");
-      if (!body.length) {
-        body = $("div.document");
-      }
-      body.prepend(warning);
+      $("article[role=main]").prepend(warning);
     }
   });
 });
-</script>
-{% endblock %}
diff --git a/docs/_templates/base.html b/docs/_templates/base.html
new file mode 100644
index 0000000..a9e670e
--- /dev/null
+++ b/docs/_templates/base.html
@@ -0,0 +1,6 @@
+{%- extends "!base.html" %}
+
+{% block site_meta %}
+{{ super() }}
+<script defer data-domain="sqlite-utils.datasette.io" src="https://plausible.io/js/plausible.js"></script>
+{% endblock %}
\ No newline at end of file
diff --git a/docs/cli-reference.rst b/docs/cli-reference.rst
index c3f7a24..7d73e12 100644
--- a/docs/cli-reference.rst
+++ b/docs/cli-reference.rst
@@ -7,6 +7,7 @@
 This page lists the ``--help`` for every ``sqlite-utils`` CLI sub-command.
 
 .. contents:: :local:
+   :class: this-will-duplicate-information-and-it-is-still-useful-here
 
 .. [[[cog
     from sqlite_utils import cli
diff --git a/docs/cli.rst b/docs/cli.rst
index 190d285..2d2ea76 100644
--- a/docs/cli.rst
+++ b/docs/cli.rst
@@ -9,6 +9,7 @@ The ``sqlite-utils`` command-line tool can be used to manipulate SQLite database
 Once installed, the tool should be available as ``sqlite-utils``. It can also be run using ``python -m sqlite_utils``.
 
 .. contents:: :local:
+   :class: this-will-duplicate-information-and-it-is-still-useful-here
 
 .. _cli_query:
 
diff --git a/docs/conf.py b/docs/conf.py
index 03c13d6..7244d2d 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -94,7 +94,8 @@ todo_include_todos = False
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 #
-html_theme = "sphinx_rtd_theme"
+html_theme = "furo"
+html_title = "sqlite-utils"
 
 # Theme options are theme-specific and customize the look and feel of a theme
 # further.  For a list of options available for each theme, see the
@@ -107,18 +108,7 @@ html_theme = "sphinx_rtd_theme"
 # so a file named "default.css" will overwrite the builtin "default.css".
 html_static_path = ["_static"]
 
-# Custom sidebar templates, must be a dictionary that maps document names
-# to template names.
-#
-# This is required for the alabaster theme
-# refs: http://alabaster.readthedocs.io/en/latest/installation.html#sidebars
-html_sidebars = {
-    "**": [
-        "relations.html",  # needs 'show_related': True theme option to display
-        "searchbox.html",
-    ]
-}
-
+html_js_files = ["js/custom.js"]
 
 # -- Options for HTMLHelp output ------------------------------------------
 
diff --git a/docs/python-api.rst b/docs/python-api.rst
index bd0265b..82ec11c 100644
--- a/docs/python-api.rst
+++ b/docs/python-api.rst
@@ -5,6 +5,7 @@
 =============================
 
 .. contents:: :local:
+   :class: this-will-duplicate-information-and-it-is-still-useful-here
 
 .. _python_api_getting_started:
 
diff --git a/docs/reference.rst b/docs/reference.rst
index 5bd609f..2896bbf 100644
--- a/docs/reference.rst
+++ b/docs/reference.rst
@@ -5,6 +5,7 @@
 ===============
 
 .. contents:: :local:
+   :class: this-will-duplicate-information-and-it-is-still-useful-here
 
 .. _reference_db_database:
 
diff --git a/setup.py b/setup.py
index 8c5ed1b..51830e3 100644
--- a/setup.py
+++ b/setup.py
@@ -32,7 +32,7 @@ setup(
     ],
     extras_require={
         "test": ["pytest", "black", "hypothesis", "cogapp"],
-        "docs": ["sphinx_rtd_theme", "sphinx-autobuild", "codespell"],
+        "docs": ["furo", "sphinx-autobuild", "codespell"],
         "mypy": [
             "mypy",
             "types-click",