diff --git a/.circleci/config.yml b/.circleci/config.yml
index 32f553643..7efd7b655 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1,4 +1,5 @@
-version: 2
+version: 2.1
+
 jobs:
   build:
     branches:
@@ -17,9 +18,11 @@ jobs:
             curl -L -s https://github.com/prometheus/prometheus/releases/download/v2.8.1/prometheus-2.8.1.linux-amd64.tar.gz |\
             sudo tar -xz -C /usr/local/bin --strip-components=1 prometheus-2.8.1.linux-amd64/promtool
             sudo chmod +x /usr/local/bin/promtool
-      - run: pipenv install --dev
-      - run: pipenv run promgen test
-      - run: pipenv run coverage html -d test-results
-      - run: pipenv run codecov
+      - run: mkdir -p test-results
+      - run: python3 -m venv .venv
+      - run: .venv/bin/pip install -r docker/requirements.txt
+      - run: .venv/bin/pip install -e .[dev]
+      - run: .venv/bin/promgen test --with-xunit --xunit-file test-results/nosetests.xml
+      - run: .venv/bin/codecov
       - store_test_results:
           path: test-results
diff --git a/setup.py b/setup.py
index 215f4e0e4..366e84fdf 100644
--- a/setup.py
+++ b/setup.py
@@ -51,6 +51,7 @@
             'codecov',
             'django-nose',
             'nose-cov',
+            'unittest-xml-reporting',
         ],
         'docs': [
             'Sphinx',