diff --git a/setup.py b/setup.py
--- a/setup.py
+++ b/setup.py
@@ -47,7 +47,7 @@ requirements = [
     "Mako>=0.9.0,<=1.0.0",
     "pygments>=1.5",
     "whoosh>=2.4.0,<=2.5.7",
-    "celery>=2.2.5,<2.3",
+    "celery>=3.1,<3.2",
     "babel>=0.9.6,<=1.3",
     "python-dateutil>=1.5.0,<2.0.0",
     "markdown==2.2.1",