diff --git a/develop.cfg b/develop.cfg
index 586ec0da3857a2ae9100f983eaae0bffc852214b..34c27f28f2916dcb9396fb0c5bba32e538ed5116 100644
--- a/develop.cfg
+++ b/develop.cfg
@@ -30,12 +30,13 @@ develop = src/bob.extension
           src/bob.db.fv3d
           src/bob.learn.activation
           src/bob.learn.linear
+          src/bob.learn.mlp
           src/bob.learn.em
           src/bob.bio.base
           .
 
 ; options for bob.buildout
-debug = true
+debug = false
 verbose = true
 newest = false
 
@@ -57,6 +58,7 @@ bob.db.putvein = git git@gitlab.idiap.ch:bob/bob.db.putvein
 bob.db.fv3d = git git@gitlab.idiap.ch:bob/bob.db.fv3d
 bob.learn.activation = git git@gitlab.idiap.ch:bob/bob.learn.activation
 bob.learn.linear = git git@gitlab.idiap.ch:bob/bob.learn.linear
+bob.learn.mlp = git git@gitlab.idiap.ch:bob/bob.learn.mlp
 bob.learn.em = git git@gitlab.idiap.ch:bob/bob.learn.em
 bob.bio.base = git git@gitlab.idiap.ch:bob/bob.bio.base
 
diff --git a/requirements.txt b/requirements.txt
index e744995dbacf3b0e2ebf6fb2496b2836406d46b8..e0618a96aca0634a6f2ec76bfc274bd0792a2d7b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -2,6 +2,10 @@ setuptools
 numpy
 scipy
 pillow
+schema
+docopt
+scikit-image
+matplotlib
 bob.extension
 bob.core
 bob.io.base
@@ -13,5 +17,6 @@ bob.db.utfvp
 bob.db.verafinger
 bob.db.putvein
 bob.db.fv3d
-scikit-image
-matplotlib
+bob.learn.linear
+bob.learn.activation
+bob.learn.mlp
diff --git a/setup.py b/setup.py
index 7d32b8cf54e7f0b270b327bf25e0d148f1b13b66..0bafd12a0129119551054f7d18f0d239dcb669ad 100644
--- a/setup.py
+++ b/setup.py
@@ -52,6 +52,7 @@ setup(
         'compare_rois.py = bob.bio.vein.script.compare_rois:main',
         'view_sample.py = bob.bio.vein.script.view_sample:main',
         'blame.py = bob.bio.vein.script.blame:main',
+        'markdet.py = bob.bio.vein.script.markdet:main',
         ]
       },