diff --git a/docs/administration/authentication/overview.md b/docs/administration/authentication/overview.md
index e582f009e..19c86a4c0 100644
--- a/docs/administration/authentication/overview.md
+++ b/docs/administration/authentication/overview.md
@@ -54,6 +54,7 @@ Icons](https://github.com/google/material-design-icons) icon's name; or be
 `None` for no icon.
 
 For instance, the OIDC backend may be customized with
+
 ```python
 SOCIAL_AUTH_BACKEND_ATTRS = {
     'oidc': ("My awesome SSO", "login"),
diff --git a/docs/customization/export-templates.md b/docs/customization/export-templates.md
index 640a97531..4fc2fabf2 100644
--- a/docs/customization/export-templates.md
+++ b/docs/customization/export-templates.md
@@ -25,6 +25,7 @@ Height: {{ rack.u_height }}U
 To access custom fields of an object within a template, use the `cf` attribute. For example, `{{ obj.cf.color }}` will return the value (if any) for a custom field named `color` on `obj`.
 
 If you need to use the config context data in an export template, you'll should use the function `get_config_context` to get all the config context data. For example:
+
 ```
 {% for server in queryset %}
 {% set data = server.get_config_context() %}
diff --git a/docs/integrations/graphql-api.md b/docs/integrations/graphql-api.md
index c02045f34..87d9d8c49 100644
--- a/docs/integrations/graphql-api.md
+++ b/docs/integrations/graphql-api.md
@@ -60,6 +60,7 @@ query {
   }
 }
 ```
+
 In addition, filtering can be done on list of related objects as shown in the following query:
 
 ```
@@ -98,8 +99,8 @@ Certain queries can return multiple types of objects, for example cable terminat
       }
     }
 }
-
 ```
+
 The field "class_type" is an easy way to distinguish what type of object it is when viewing the returned data, or when filtering.  It contains the class name, for example "CircuitTermination" or "ConsoleServerPort".
 
 ## Authentication
diff --git a/docs/plugins/development/index.md b/docs/plugins/development/index.md
index 246816349..9dbf23e84 100644
--- a/docs/plugins/development/index.md
+++ b/docs/plugins/development/index.md
@@ -204,6 +204,7 @@ To ease development, it is recommended to go ahead and install the plugin at thi
 ```no-highlight
 $ pip install -e .
 ```
+
 More information on editable builds can be found at [Editable installs for pyproject.toml ](https://peps.python.org/pep-0660/).
 
 ## Configure NetBox
diff --git a/docs/release-notes/version-2.1.md b/docs/release-notes/version-2.1.md
index 7ec172b1f..0f84c80d9 100644
--- a/docs/release-notes/version-2.1.md
+++ b/docs/release-notes/version-2.1.md
@@ -150,5 +150,5 @@ The [NAPALM automation](https://github.com/napalm-automation/napalm) library pro
 * Modified the interface serializer to include three discrete fields relating to connections: `is_connected` (boolean), `interface_connection`, and `circuit_termination`
 * Added two new fields to the inventory item serializer: `asset_tag` and `description`
 * Added "wireless" to interface type filter (in addition to physical, virtual, and LAG)
-* Added a new endpoint at /api/ipam/prefixes/<pk>/available-ips/ to retrieve or create available IPs within a prefix
+* Added a new endpoint at /api/ipam/prefixes/<pk\>/available-ips/ to retrieve or create available IPs within a prefix
 * Extended `parent_device` on DeviceSerializer to include the `url` and `display_name` of the parent Device, and the `url` of the DeviceBay
diff --git a/mkdocs.yml b/mkdocs.yml
index 193d10700..75020d122 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -28,12 +28,7 @@ plugins:
   - mkdocstrings:
       handlers:
         python:
-          setup_commands:
-            - import os
-            - import django
-            - os.chdir('netbox/')
-            - os.environ.setdefault("DJANGO_SETTINGS_MODULE", "netbox.settings")
-            - django.setup()
+          paths: ["netbox"]
           options:
             heading_level: 3
             members_order: source
diff --git a/requirements.txt b/requirements.txt
index 4a9ac2aa0..19715f23a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -21,7 +21,7 @@ gunicorn==23.0.0
 Jinja2==3.1.6
 Markdown==3.7
 mkdocs-material==9.6.7
-mkdocstrings[python-legacy]==0.27.0
+mkdocstrings[python]==0.28.2
 netaddr==1.3.0
 nh3==0.2.21
 Pillow==11.1.0