diff --git a/README.md b/README.md
index 8eac0b4f6c..a6050f90f6 100644
--- a/README.md
+++ b/README.md
@@ -31,6 +31,7 @@ developer communities.
 * Flexible agent control with On Demand Decision Making
 * Visualizing network outputs within the environment
 * Simplified set-up with Docker
+* Wrap learning environments as a gym
 
 ## Documentation
 
diff --git a/docs/Readme.md b/docs/Readme.md
index 088cbf6004..4057e19efe 100644
--- a/docs/Readme.md
+++ b/docs/Readme.md
@@ -53,4 +53,4 @@
 
 * [API Reference](API-Reference.md)
 * [How to use the Python API](Python-API.md)
-* [Wrapping Learning Environment as a Gym](../gym-unity/Readme.md)
+* [Wrapping Learning Environment as a Gym](../gym-unity/README.md)