diff --git a/tests/test_eb/test_eb.py b/tests/test_eb/test_eb.py
new file mode 100644
index 000000000..924ed3adc
--- /dev/null
+++ b/tests/test_eb/test_eb.py
@@ -0,0 +1,15 @@
+import boto3
+from moto import mock_eb
+
+
+@mock_eb
+def test_application():
+    # Create Elastic Beanstalk Application
+    eb_client = boto3.client('elasticbeanstalk', region_name='us-east-1')
+
+    eb_client.create_application(
+        ApplicationName="myapp",
+    )
+
+    eb_apps = eb_client.describe_applications()
+    eb_apps['Applications'][0]['ApplicationName'].should.equal("myapp")