diff --git a/docs/admin/settings/settings_ai_summary.rst b/docs/admin/settings/settings_ai_summary.rst
index d5609c64e..0d9fe2d07 100644
--- a/docs/admin/settings/settings_ai_summary.rst
+++ b/docs/admin/settings/settings_ai_summary.rst
@@ -10,7 +10,7 @@
    - :ref:`settings plugins`
    - :ref:`settings preferences`
 
-Configuration of the :ref:`AI summary plugin <ai_summary plugin>`, which shows a
+Configuration of the :ref:`AI Summary plugin <ai_summary plugin>`, which shows a
 short AI generated answer above the search results.
 
 The text is produced by an **LLM server that you run** -- SearXNG does not ship
@@ -18,11 +18,6 @@ a model and does not talk to any AI provider on its own.  Anything that speaks
 the `OpenAI chat completions API`_ works: `Ollama`_, vLLM, llama.cpp, LM Studio,
 Hugging Face TGI and others.  The plugin is not activated by default.
 
-.. contents::
-   :depth: 2
-   :local:
-   :backlinks: entry
-
 
 .. _ai_summary quickstart:
 
@@ -76,7 +71,7 @@ Add this to your ``settings.yml``:
 .. warning::
 
    A ``plugins:`` block **replaces** the default list, it is not merged into it
-   (:ref:`settings plugins`).  If you list only the AI summary plugin, every
+   (:ref:`settings plugins`).  If you list only the AI Summary plugin, every
    other plugin is switched off.  That is why the block above repeats the
    defaults -- drop the lines for plugins you do not want.
 
diff --git a/docs/dev/plugins/ai_summary.rst b/docs/dev/plugins/ai_summary.rst
index 0305121fd..f965f1ff4 100644
--- a/docs/dev/plugins/ai_summary.rst
+++ b/docs/dev/plugins/ai_summary.rst
@@ -1,23 +1,18 @@
 .. _ai_summary plugin:
 
 ==========
-AI summary
+AI Summary
 ==========
 
 .. sidebar:: Further reading ..
 
-   - :ref:`settings ai_summary`
+   - :ref:`Configuration <settings ai_summary>`
    - :ref:`dev plugin`
    - :ref:`result types`
 
-.. contents::
-   :depth: 2
-   :local:
-   :backlinks: entry
-
-The AI summary plugin shows a generated answer above the search results.  The
-text comes from an LLM server the administrator runs; see :ref:`settings
-ai_summary` for how to set one up.
+The AI Summary plugin shows a generated answer above the search results.  The
+text comes from an LLM server the administrator runs; see :ref:`its
+configuration <settings ai_summary>` for how to set one up.
 
 The interesting part of this plugin is *when* things happen.  Generating an
 answer takes seconds, and a search engine that waits seconds before painting
diff --git a/searx/ai_summary.py b/searx/ai_summary.py
index c3131b3c5..4405b827a 100644
--- a/searx/ai_summary.py
+++ b/searx/ai_summary.py
@@ -1,5 +1,5 @@
 # SPDX-License-Identifier: AGPL-3.0-or-later
-"""Implementations needed for the AI summary plugin
+"""Implementations needed for the AI Summary plugin
 (:py:obj:`searx.plugins.ai_summary`)."""
 # pylint: disable=too-few-public-methods
 
@@ -30,7 +30,7 @@ application setup by :py:obj:`searx.plugins.ai_summary.SXNGPlugin.init`."""
 
 
 class SettingsAISummary(msgspec.Struct, kw_only=True, forbid_unknown_fields=True):
-    """Options for configuring the AI summary plugin.
+    """Options for configuring the AI Summary plugin.
 
     .. code:: yaml
 
diff --git a/searx/plugins/ai_summary.py b/searx/plugins/ai_summary.py
index b46c846bf..69f4d6643 100644
--- a/searx/plugins/ai_summary.py
+++ b/searx/plugins/ai_summary.py
@@ -1,5 +1,5 @@
 # SPDX-License-Identifier: AGPL-3.0-or-later
-"""Implementation of the AI summary plugin, which shows a generated answer above
+"""Implementation of the AI Summary plugin, which shows a generated answer above
 the search results.  The answer comes from an LLM server that implements the
 `OpenAI chat completions API`_ (Ollama, vLLM, llama.cpp, LM Studio, Hugging Face
 TGI, ...) and that the administrator runs.
@@ -135,7 +135,7 @@ class SXNGPlugin(Plugin):
 
         self.info = PluginInfo(
             id=self.id,
-            name=gettext("AI summary"),
+            name=gettext("AI Summary"),
             description=gettext(
                 "Show an AI generated summary of the search query on top of the"
                 " result page (uses a local LLM server, see the settings below)."
diff --git a/searx/settings.yml b/searx/settings.yml
index e08c66c77..2eac45dd6 100644
--- a/searx/settings.yml
+++ b/searx/settings.yml
@@ -287,7 +287,7 @@ plugins:
 # '(.*\.)?youtu\.be$': 'yt.example.com'
 #
 
-# Configuration of the "AI summary plugin", for more details see
+# Configuration of the "AI Summary plugin", for more details see
 #   https://docs.searxng.org/admin/settings/settings_ai_summary.html
 #
 # ai_summary: