diff --git a/IPython/nbconvert/templates/latex/notebook_style.tplx b/IPython/nbconvert/templates/latex/notebook_style.tplx
index 528718d..57f5154 100644
--- a/IPython/nbconvert/templates/latex/notebook_style.tplx
+++ b/IPython/nbconvert/templates/latex/notebook_style.tplx
@@ -47,6 +47,7 @@
         outerlinecolor=nbframe-border, %
         needspace=0pt
     ]}
+    {\end{mdframed}\vspace{-1\baselineskip}}
 
 ((* endblock definitions *))