diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index 6caaab32f11a2342a50562540af6b2dcbbd59cea..10c6580faad6a583f12f1d860b8863f478a4344f 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -101,16 +101,15 @@ Flake8:
   except:
   - tags
 
-# https://github.com/illinois-scicomp/machine-shop-maintenance/issues/4
-# Benchmarks:
-#   script:
-#   - CONDA_ENVIRONMENT=.test-conda-env-py3.yml
-#   - PROJECT=sumpy
-#   - PYOPENCL_TEST=portable:pthread
-#   - curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/build-and-benchmark-py-project.sh
-#   - ". ./build-and-benchmark-py-project.sh"
-#   tags:
-#   - linux
-#   - benchmark
-#   except:
-#   - tags
+Benchmarks:
+  script:
+  - CONDA_ENVIRONMENT=.test-conda-env-py3.yml
+  - PROJECT=sumpy
+  - PYOPENCL_TEST=portable:pthread
+  - curl -L -O -k https://gitlab.tiker.net/inducer/ci-support/raw/master/build-and-benchmark-py-project.sh
+  - ". ./build-and-benchmark-py-project.sh"
+  tags:
+  - linux
+  - benchmark
+  except:
+  - tags