diff --git a/README.md b/README.md
index 36247ebe50..a1f4f65b3c 100644
--- a/README.md
+++ b/README.md
@@ -6,6 +6,7 @@
 
 [![PyPI Status Badge](https://badge.fury.io/py/tensorflow-addons.svg)](https://pypi.org/project/tensorflow-addons/)
 [![Gitter chat](https://img.shields.io/badge/chat-on%20gitter-46bc99.svg)](https://gitter.im/tensorflow/sig-addons)
+[![Documentation](https://img.shields.io/badge/api-reference-blue.svg)](https://www.tensorflow.org/addons/api_docs/python/tfa)
 
 ### Official Builds