diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index bc7599d4ce9d16f916e91e1bb109ac4f426023ff..7c2f2c973ec844128cbbe291a6008a1b894344a0 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -34,3 +34,12 @@ Python 3.5 POCL:
   - pocl
   except:
   - tags
+Documentation:
+  script:
+  - EXTRA_INSTALL="numpy"
+  - curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/build-docs.sh
+  - ". ./build-docs.sh"
+  tags:
+  - python3.5
+  only:
+  - master