diff --git a/crates/polars/src/docs/lazy.rs b/crates/polars/src/docs/lazy.rs
index 161aafc29eeb..cf0c6f9f35e6 100644
--- a/crates/polars/src/docs/lazy.rs
+++ b/crates/polars/src/docs/lazy.rs
@@ -103,7 +103,7 @@
 //!
 //! ## Groupby
 //!
-//! This example is from the polars [user guide](https://docs.pola.rs/user-guide/concepts/contexts/#group_by-aggregation).
+//! This example is from the polars [user guide](https://docs.pola.rs/user-guide/concepts/expressions-and-contexts/#group_by-and-aggregations).
 //!
 //! ```
 //! use polars::prelude::*;
diff --git a/crates/polars/src/lib.rs b/crates/polars/src/lib.rs
index b04ce28bb056..3da4b4469251 100644
--- a/crates/polars/src/lib.rs
+++ b/crates/polars/src/lib.rs
@@ -145,7 +145,7 @@
 //! (Note that within an expression there may be more parallelization going on).
 //!
 //! Understanding Polars expressions is most important when starting with the Polars library. Read more
-//! about them in the [user guide](https://docs.pola.rs/user-guide/concepts/expressions).
+//! about them in the [user guide](https://docs.pola.rs/user-guide/expressions).
 //!
 //! ### Eager
 //! Read more in the pages of the following data structures /traits.
diff --git a/docs/source/user-guide/plugins/index.md b/docs/source/user-guide/plugins/index.md
new file mode 100644
index 000000000000..faaaeebc2472
--- /dev/null
+++ b/docs/source/user-guide/plugins/index.md
@@ -0,0 +1,5 @@
+# Plugins
+
+In this chapter you will learn how to write plugins in order to extend the Polars API.
+
+- [Your first Polars plugin](your-first-polars-plugin.md)
diff --git a/mkdocs.yml b/mkdocs.yml
index 5d4ca83b9191..5b2a900da32b 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -68,6 +68,7 @@ nav:
       - user-guide/io/bigquery.md
       - user-guide/io/hugging-face.md
     - Plugins:
+      - user-guide/plugins/index.md
       - user-guide/plugins/your-first-polars-plugin.md
     - SQL:
       - user-guide/sql/intro.md
diff --git a/py-polars/docs/source/reference/plugins.rst b/py-polars/docs/source/reference/plugins.rst
index e49d69f0a119..7a121ee11dce 100644
--- a/py-polars/docs/source/reference/plugins.rst
+++ b/py-polars/docs/source/reference/plugins.rst
@@ -4,7 +4,7 @@ Plugins
 .. currentmodule:: polars
 
 Plugins allow for extending Polars' functionality. See the
-`user guide <https://docs.pola.rs/user-guide/expressions/plugins/>`_ for more information
+`user guide <https://docs.pola.rs/user-guide/plugins/>`_ for more information
 and resources.
 
 Available plugin utility functions are:
diff --git a/py-polars/polars/expr/expr.py b/py-polars/polars/expr/expr.py
index 361fbeb6b9fc..65b483a6dafe 100644
--- a/py-polars/polars/expr/expr.py
+++ b/py-polars/polars/expr/expr.py
@@ -10561,7 +10561,7 @@ def register_plugin(
         .. deprecated:: 0.20.16
             Use :func:`polars.plugins.register_plugin_function` instead.
 
-        See the `user guide <https://docs.pola.rs/user-guide/expressions/plugins/>`_
+        See the `user guide <https://docs.pola.rs/user-guide/plugins/>`_
         for more information about plugins.
 
         Warnings
diff --git a/py-polars/polars/plugins.py b/py-polars/polars/plugins.py
index a501f8b5ed09..762a3e56a029 100644
--- a/py-polars/polars/plugins.py
+++ b/py-polars/polars/plugins.py
@@ -36,7 +36,7 @@ def register_plugin_function(
     """
     Register a plugin function.
 
-    See the `user guide <https://docs.pola.rs/user-guide/expressions/plugins/>`_
+    See the `user guide <https://docs.pola.rs/user-guide/plugins/>`_
     for more information about plugins.
 
     Parameters