diff --git a/docs/source/release-notes/2.6.1.rst b/docs/source/release-notes/2.6.1.rst
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+2.6.1 - 2016-06-25
+------------------
+
+- **Bug** Update the config files to search for to include ``setup.cfg`` and
+  ``tox.ini``. This was broken in 2.5.5 when we stopped passing
+  ``config_file`` to our Style Guide