diff --git a/docs/source/guide/upgrading_envs.rst b/docs/source/guide/upgrading_envs.rst
index 19c7563..9981b2b 100644
--- a/docs/source/guide/upgrading_envs.rst
+++ b/docs/source/guide/upgrading_envs.rst
@@ -1,6 +1,8 @@
Creating new MP Environments
----------------------------
+This guide will explain to you how to upgrade an existing step-based Gymnasium environment into one, that supports Movement Primitives (MPs). If you are looking for a guide to build such a Gymnasium environment instead, please have a look at `this guide `__.
+
In case a required task is not supported yet in the MP framework, it can
be created relatively easy. For the task at hand, the following
`interface `__
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 2655d01..89afec3 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -10,7 +10,7 @@ Key Features
------------
- **New Challenging Environments**: ``fancy_gym`` includes several new
- environments (Panda Box Pushing, Table Tennis, etc.) that present a
+ environments (`Panda Box Pushing `_, `Table Tennis `_, `etc. `_) that present a
higher degree of difficulty, pushing the boundaries of reinforcement
learning research.
- **Support for Movement Primitives**: ``fancy_gym`` supports a range
@@ -22,13 +22,13 @@ Key Features
environments that support movement primitives.
- **Benchmark Suite Compatibility**: ``fancy_gym`` makes it easy to
access renowned benchmark suites such as `DeepMind
- Control `__
- and `Metaworld `__, whether you want
+ Control `__
+ and `Metaworld `__, whether you want
to use them in the regular step-based setting or using MPs.
- **Contribute Your Own Environments**: If you’re inspired to create
custom gym environments, both step-based and with movement
primitives, this
- `guide `__
+ `guide `__
will assist you. We encourage and highly appreciate submissions via
PRs to integrate these environments into ``fancy_gym``.
@@ -96,8 +96,9 @@ can be found
.. raw:: html
-