diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index bf0c86244e0f5516993823905adfe32ef469bf19..804bc2eb18090c4c6256dbcbfc8f851c11321094 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -8,12 +8,11 @@ Flake8:
   - 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"
+  script: |
+    EXTRA_INSTALL="numpy"
+    curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/ci-support.sh
+    . ./ci-support.sh
+    build_py_project_in_venv
+    build_docs --no-check
   tags:
   - python3
-  only:
-  - master
-