diff --git a/.gitlab-ci.yml b/.gitlab-ci.yml
index d02f3eb0b..ea91cec00 100644
--- a/.gitlab-ci.yml
+++ b/.gitlab-ci.yml
@@ -25,10 +25,8 @@ check_commit_log:
         - merge_requests
 
 js_check:
-    image: registry.fedoraproject.org/fedora:latest
+    image: registry.gitlab.gnome.org/gnome/gnome-shell/extension-ci:v1
     stage: source_check
-    before_script:
-        - dnf install -y findutils mozjs60-devel
     script:
         - find js -name '*.js' -exec js60 -c -s '{}' ';' 2>&1 | tee $JS_LOG
         - (! grep -q . $JS_LOG)
diff --git a/.gitlab-ci/Dockerfile.extension-ci b/.gitlab-ci/Dockerfile.extension-ci
new file mode 100644
index 000000000..228355475
--- /dev/null
+++ b/.gitlab-ci/Dockerfile.extension-ci
@@ -0,0 +1,18 @@
+FROM registry.fedoraproject.org/fedora:latest
+
+RUN dnf -y update && dnf -y upgrade && \
+    dnf install -y 'dnf-command(copr)' && \
+
+    # For syntax checks with `find . -name '*.js' -exec js60 -c -s '{}' ';'`
+    dnf install -y findutils mozjs60-devel && \
+
+    # For static analysis with eslint
+    dnf install -y nodejs && \
+    npm install -g eslint && \
+
+    # Shameless plug for my own tooling; useful for generating zip
+    dnf copr enable -y fmuellner/gnome-shell-ci && \
+    dnf install -y gnome-extensions-tool meson && \
+
+    dnf clean all && \
+    rm -rf /var/cache/dnf