diff --git a/subunit2sql/analysis/ci_time.py b/subunit2sql/analysis/ci_time.py
new file mode 100644
index 0000000..c89272f
--- /dev/null
+++ b/subunit2sql/analysis/ci_time.py
@@ -0,0 +1,64 @@
+# Copyright 2015 Hewlett-Packard Development Company, L.P.
+#
+# Licensed under the Apache License, Version 2.0 (the "License"); you may
+# not use this file except in compliance with the License. You may obtain
+# a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+# License for the specific language governing permissions and limitations
+# under the License.
+
+import operator
+
+from dateutil import parser as date_parser
+import matplotlib.pyplot as plt
+import numpy
+from oslo_config import cfg
+
+from subunit2sql.db import api
+
+CONF = cfg.CONF
+
+
+def set_cli_opts(parser):
+    parser.add_argument('key', nargs='?',
+                        help='The run metadata key to aggregate the run times'
+                             ' on.')
+    parser.add_argument('--num', default=10, type=int,
+                        help='The number of results to show. If 0 is set all '
+                             'results will be shown')
+
+
+def generate_series():
+    session = api.get_session()
+    start_date = None
+    stop_date = None
+    if CONF.start_date:
+        start_date = date_parser.parse(CONF.start_date)
+    if CONF.stop_date:
+        stop_date = date_parser.parse(CONF.stop_date)
+    ci_time = {}
+    ci_time_temp = {}
+    project_run_times = api.get_run_times_grouped_by_run_metadata_key(
+        CONF.command.key, start_date=start_date, stop_date=stop_date,
+        session=session)
+    for project in project_run_times:
+        ci_time_temp[project] = numpy.sum(project_run_times[project])
+    sorted_times = sorted(ci_time_temp.items(), key=operator.itemgetter(1),
+                          reverse=True)
+    if CONF.command.num:
+        sorted_times = sorted_times[:CONF.command.num]
+    for project, time in sorted_times:
+        ci_time[project] = time
+
+    title = CONF.title or 'Aggregate Run Time grouped by %s' % CONF.command.key
+    session.close()
+    plt.bar(range(len(ci_time)), ci_time.values(), align='center', width=.1)
+    plt.xticks(range(len(ci_time)), ci_time.keys(), rotation=90, fontsize=8)
+    plt.title(title)
+    plt.tight_layout()
+    plt.savefig(CONF.output, dpi=900)
diff --git a/subunit2sql/analysis/graph.py b/subunit2sql/analysis/graph.py
index 40a8eca..0ef9683 100644
--- a/subunit2sql/analysis/graph.py
+++ b/subunit2sql/analysis/graph.py
@@ -19,6 +19,7 @@ from oslo_config import cfg
 import stevedore
 
 import subunit2sql.analysis.agg_count
+import subunit2sql.analysis.ci_time
 import subunit2sql.analysis.dailycount
 import subunit2sql.analysis.failures
 import subunit2sql.analysis.run_failure_rate
@@ -58,7 +59,8 @@ def add_command_parsers(subparsers):
     graph_commands = {}
     # Put commands from in-tree commands on init list
     for command in ['failures', 'run_time', 'agg_count', 'dailycount',
-                    'run_failure_rate', 'run_time_meta', 'test_run_time']:
+                    'run_failure_rate', 'run_time_meta', 'test_run_time',
+                    'ci_time']:
         graph_commands[command] = getattr(subunit2sql.analysis, command)
 
     # Load any installed out of tree commands on the init list