diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index 5f1e002d..00000000
--- a/setup.cfg
+++ /dev/null
@@ -1,6 +0,0 @@
-[bdist_wheel]
-universal = 1
-
-[flake8]
-ignore=E402,E731,E128,W601,E121,W503
-builtins=unicode,long,xrange,cmp,basestring
diff --git a/setup.py b/setup.py
index cd73ec86..8ed24988 100755
--- a/setup.py
+++ b/setup.py
@@ -13,10 +13,10 @@
 import subprocess
 import tarfile
 
+from distutils.core import setup, Command
 from distutils.command.clean import clean as distutils_clean
 from distutils.command.sdist import sdist
 from distutils import dir_util
-from setuptools import setup, Command
 
 
 class clean(distutils_clean):
@@ -267,15 +267,13 @@ def run(self):
             "mutagen._tools",
           ],
           data_files=data_files,
-          entry_points={
-            "console_scripts": [
-                "mid3cp=mutagen._tools.mid3cp:entry_point",
-                "mid3iconv=mutagen._tools.mid3iconv:entry_point",
-                "mid3v2=mutagen._tools.mid3v2:entry_point",
-                "moggsplit=mutagen._tools.moggsplit:entry_point",
-                "mutagen-inspect=mutagen._tools.mutagen_inspect:entry_point",
-                "mutagen-pony=mutagen._tools.mutagen_pony:entry_point",
-            ]
-          },
+          scripts=[os.path.join("tools", name) for name in [
+            "mid3cp",
+            "mid3iconv",
+            "mid3v2",
+            "moggsplit",
+            "mutagen-inspect",
+            "mutagen-pony",
+          ]],
           long_description=long_description,
     )
diff --git a/tools/mid3cp b/tools/mid3cp
new file mode 100755
index 00000000..3e033573
--- /dev/null
+++ b/tools/mid3cp
@@ -0,0 +1,15 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# Copyright 2016 Christoph Reiter
+#
+# This program is free software; you can redistribute it and/or modify
+# it under the terms of version 2 of the GNU General Public License as
+# published by the Free Software Foundation.
+
+import sys
+
+from mutagen._tools.mid3cp import entry_point
+
+
+if __name__ == "__main__":
+    sys.exit(entry_point())
diff --git a/tools/mid3iconv b/tools/mid3iconv
new file mode 100755
index 00000000..e27f5f49
--- /dev/null
+++ b/tools/mid3iconv
@@ -0,0 +1,15 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# Copyright 2016 Christoph Reiter
+#
+# This program is free software; you can redistribute it and/or modify
+# it under the terms of version 2 of the GNU General Public License as
+# published by the Free Software Foundation.
+
+import sys
+
+from mutagen._tools.mid3iconv import entry_point
+
+
+if __name__ == "__main__":
+    sys.exit(entry_point())
diff --git a/tools/mid3v2 b/tools/mid3v2
new file mode 100755
index 00000000..27dce6a2
--- /dev/null
+++ b/tools/mid3v2
@@ -0,0 +1,15 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# Copyright 2016 Christoph Reiter
+#
+# This program is free software; you can redistribute it and/or modify
+# it under the terms of version 2 of the GNU General Public License as
+# published by the Free Software Foundation.
+
+import sys
+
+from mutagen._tools.mid3v2 import entry_point
+
+
+if __name__ == "__main__":
+    sys.exit(entry_point())
diff --git a/tools/moggsplit b/tools/moggsplit
new file mode 100755
index 00000000..a4fcaf68
--- /dev/null
+++ b/tools/moggsplit
@@ -0,0 +1,15 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# Copyright 2016 Christoph Reiter
+#
+# This program is free software; you can redistribute it and/or modify
+# it under the terms of version 2 of the GNU General Public License as
+# published by the Free Software Foundation.
+
+import sys
+
+from mutagen._tools.moggsplit import entry_point
+
+
+if __name__ == "__main__":
+    sys.exit(entry_point())
diff --git a/tools/mutagen-inspect b/tools/mutagen-inspect
new file mode 100755
index 00000000..766f1969
--- /dev/null
+++ b/tools/mutagen-inspect
@@ -0,0 +1,15 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# Copyright 2016 Christoph Reiter
+#
+# This program is free software; you can redistribute it and/or modify
+# it under the terms of version 2 of the GNU General Public License as
+# published by the Free Software Foundation.
+
+import sys
+
+from mutagen._tools.mutagen_inspect import entry_point
+
+
+if __name__ == "__main__":
+    sys.exit(entry_point())
diff --git a/tools/mutagen-pony b/tools/mutagen-pony
new file mode 100755
index 00000000..8d372e0f
--- /dev/null
+++ b/tools/mutagen-pony
@@ -0,0 +1,15 @@
+#!/usr/bin/env python
+# -*- coding: utf-8 -*-
+# Copyright 2016 Christoph Reiter
+#
+# This program is free software; you can redistribute it and/or modify
+# it under the terms of version 2 of the GNU General Public License as
+# published by the Free Software Foundation.
+
+import sys
+
+from mutagen._tools.mutagen_pony import entry_point
+
+
+if __name__ == "__main__":
+    sys.exit(entry_point())