diff --git a/README.rst b/README.rst
index f1aac980c..d659dbd3f 100644
--- a/README.rst
+++ b/README.rst
@@ -1,4 +1,4 @@
-|PyPi| |Azure| |Codecov|
+|PyPi| |Azure| |ReadTheDocs| |Codecov| 
 
 .. |PyPi| image:: https://badge.fury.io/py/joblib.svg
    :target: https://badge.fury.io/py/joblib
@@ -6,7 +6,11 @@
 
 .. |Azure| image:: https://dev.azure.com/joblib/joblib/_apis/build/status/joblib.joblib?branchName=master
    :target: https://dev.azure.com/joblib/joblib/_build?definitionId=3&_a=summary&branchFilter=40
-   :alt: Codecov coverage
+   :alt: Azure CI status
+
+.. |ReadTheDocs| image:: https://readthedocs.org/projects/pip/badge/?version=latest
+   :target: https://joblib.readthedocs.io/en/latest/
+   :alt: Doc status
 
 .. |Codecov| image:: https://codecov.io/gh/joblib/joblib/branch/master/graph/badge.svg
    :target: https://codecov.io/gh/joblib/joblib