diff --git a/.coveragerc b/.coveragerc
new file mode 100644
index 00000000..4c6a6994
--- /dev/null
+++ b/.coveragerc
@@ -0,0 +1,15 @@
+[report]
+omit =
+  app/app/wsgi.py
+  app/classifier/*
+  app/server/migrations/*
+  app/server/templatetags/*
+  app/server/tests/*
+
+exclude_lines =
+  pragma: no cover
+  if __name__ == .__main__.
+  def __str__
+  raise NotImplementedError
+
+fail_under = 90
diff --git a/.dockerignore b/.dockerignore
index 004fc7f3..73541da6 100644
--- a/.dockerignore
+++ b/.dockerignore
@@ -8,5 +8,6 @@ app/server/webpack-stats.json
 !data/
 !tests/
 !tools/
+!.coveragerc
 !.flake8
 !requirements.txt
diff --git a/requirements.txt b/requirements.txt
index 177033a4..85240443 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,5 @@
 applicationinsights==0.11.7
+coverage==4.5.3
 dj-database-url==0.5.0
 Django==2.1.7
 django-filter==2.0.0
diff --git a/tools/ci.sh b/tools/ci.sh
index 3e4f9592..5f2e8646 100755
--- a/tools/ci.sh
+++ b/tools/ci.sh
@@ -5,6 +5,7 @@ set -o errexit
 flake8
 python app/manage.py migrate
 python app/manage.py collectstatic
-python app/manage.py test server.tests
+coverage run --source=app app/manage.py test server.tests
+coverage report
 
 (cd app/server && npm run lint)