diff --git a/setup.py b/setup.py
index e2a2b7459457fefb18c0b7721a0583b31fd85bc7..844f0f7a2685311b22b90accc1055fc9765cd4da 100644
--- a/setup.py
+++ b/setup.py
@@ -92,6 +92,7 @@ setup(
       # scripts should be declared using this entry:
       'console_scripts': [
         'compute_qualityfeatures.py = bob.ip.qualitymeasure.script.compute_qualitymeasures:main',
+        'remove_highlights.py = bob.ip.qualitymeasure.script.remove_highlights:main',
       ],
     },