diff --git a/requirements.txt b/requirements.txt
index d6ece693..d74f1c62 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,4 @@
+backports.tempfile==1.0rc1
 jsonschema==2.4.0
 jsonpath-rw==1.4.0
 jsonpath-rw-ext==1.0.0
diff --git a/server/docker/nwchem/Dockerfile b/server/docker/nwchem/Dockerfile
new file mode 100644
index 00000000..bd37a054
--- /dev/null
+++ b/server/docker/nwchem/Dockerfile
@@ -0,0 +1,19 @@
+FROM ubuntu:16.04
+MAINTAINER Chet Nieter <chet.nieter@kitware.com>
+
+#
+# Run using the following command in teh
+#   docker run -rm -v <path to dir with nwchem output file>:/hpccloud <image_name> <nwchem output file>
+#
+
+RUN apt-get -y update && apt-get install -y \
+    git \
+    python \
+&& rm -rf /var/lib/apt/lits/*
+
+RUN mkdir /hpccloud
+WORKDIR /hpccloud
+
+RUN git clone https://github.com/wadejong/NWChemOutputToJson.git /opt/NWChemOutputToJson
+
+ENTRYPOINT ["python", "/opt/NWChemOutputToJson/NWChemJsonConversion.py"]
\ No newline at end of file
diff --git a/server/taskflows/hpccloud/taskflow/nwchem/__init__.py b/server/taskflows/hpccloud/taskflow/nwchem/__init__.py
index f7ad4ea6..b8a0711d 100644
--- a/server/taskflows/hpccloud/taskflow/nwchem/__init__.py
+++ b/server/taskflows/hpccloud/taskflow/nwchem/__init__.py
@@ -18,6 +18,9 @@
 ###############################################################################
 import json
 import os
+import subprocess
+import shutil
+from backports.tempfile import TemporaryDirectory
 from jsonpath_rw import parse
 from celery.exceptions import Retry
 
@@ -71,6 +74,7 @@ def start(self, *args, **kwargs):
             submit.s() | \
             submit_nwchem_job.s() | \
             monitor_nwchem_job.s().set(queue='monitor') | \
+            create_json_output.s() | \
             upload_output.s() )
 
         super(NWChemTaskFlow, self).start(self, *args, **kwargs)
@@ -84,6 +88,7 @@ def create_geometry_symlink(task, job, cluster, fileName):
     with get_connection(task.taskflow.girder_token, cluster) as conn:
         conn.execute('ln -s %s %s' % (filePath, linkPath))
 
+
 @cumulus.taskflow.task
 def setup_input(task, *args, **kwargs):
     input_folder_id = kwargs['input']['folder']['id']
@@ -131,11 +136,10 @@ def create_job(task, upstream_result):
     task.taskflow.logger.info('Create NWChem job.')
     input_folder_id = upstream_result['input']['folder']['id']
 
-    # TODO: setup command to run with mpi
     body = {
         'name': 'nwchem_run',
         'commands': [
-            "mpiexec -n %s nwchem input/%s" % (
+            "mpiexec -n %s nwchem input/%s &> nwchem_run.out" % (
                 upstream_result['numberOfProcs'],
                 upstream_result['nwFilename'])
         ],
@@ -210,11 +214,50 @@ def monitor_nwchem_job(task, upstream_result):
     task.throws=(Retry,),
 
     job = upstream_result['job']
-    # TODO - We are currently reaching in and used a 'private' function
     _monitor_jobs(task, cluster, [job], girder_token=girder_token, monitor_interval=30)
 
     return upstream_result
 
+@cumulus.taskflow.task
+def create_json_output(task, upstream_result):
+    task.logger.info('Converting nwchem output to json format.')
+    cluster = upstream_result['cluster']
+    job = upstream_result['job']
+    job_dir = job_directory(cluster, job)
+    out_file = '%s.out' % (job['name'])
+
+    with TemporaryDirectory() as tmp_dir:
+        # Copy the nwchem output to server
+        cluster_path = os.path.join(job_dir, out_file)
+        local_path = os.path.join(tmp_dir, out_file)
+        with open(local_path, 'w') as local_fp:
+            with get_connection(task.taskflow.girder_token, cluster) as conn:
+                with conn.get(cluster_path) as remote_fp:
+                    local_fp.write(remote_fp.read())
+
+        # Run docker container to post-process results - need to add docker image to upstream_result
+        command = ['docker', 'run', '--rm', '-v', '%s:/hpccloud' % tmp_dir,
+                'chetnieter/nwchem-postprocess', out_file]
+        p = subprocess.Popen(args=command, stdout=subprocess.PIPE,
+                             stderr=subprocess.PIPE)
+        stdout, stderr = p.communicate()
+
+        if p.returncode != 0:
+            task
+            task.logger.error('Error running Docker container.')
+            task.logger.error('STDOUT: ' + stdout)
+            task.logger.error('STDERR: ' + stderr)
+            raise Exception('Docker returned code {}.'.format(p.returncode))
+
+        # Copy json file back to cluster?
+        cluster_path = os.path.join(job_dir, out_file + '.json')
+        local_path = os.path.join(tmp_dir, out_file + '.json')
+        with get_connection(task.taskflow.girder_token, cluster) as conn:
+            with open(local_path, 'r') as local_fp:
+                conn.put(local_fp, cluster_path)
+
+    return upstream_result
+
 @cumulus.taskflow.task
 def upload_output(task, upstream_result):
     task.taskflow.logger.info('Uploading results from cluster')