diff --git a/setup.py b/setup.py
index 0ac44a2f..bd81b852 100644
--- a/setup.py
+++ b/setup.py
@@ -38,4 +38,7 @@ setup(
         "Topic :: Software Development :: Libraries :: Python Modules",
         "Programming Language :: Python",
     ],
-)
+    entry_points={
+        'console_scripts': ['umap=umap.bin:main'],
+    },
+ )
diff --git a/umap/bin/__init__.py b/umap/bin/__init__.py
new file mode 100644
index 00000000..0a252ac3
--- /dev/null
+++ b/umap/bin/__init__.py
@@ -0,0 +1,16 @@
+#!/usr/bin/env python
+import os
+
+from django.core import management
+
+
+def main():
+    os.environ.setdefault(
+        "DJANGO_SETTINGS_MODULE",
+        "umap.settings"
+    )
+    management.execute_from_command_line()
+
+
+if __name__ == '__main__':
+    main()