diff --git a/.github/workflows/uml.yml b/.github/workflows/uml.yml
new file mode 100644
index 00000000..a8afc78f
--- /dev/null
+++ b/.github/workflows/uml.yml
@@ -0,0 +1,54 @@
+name: Update the UML Diagrams
+on:
+  workflow_dispatch:
+  schedule:
+    - cron:  '0 12 * * 1'
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+    permissions: write-all
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          ref: main
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.10"
+
+      - name: Configure Git Identity
+        run: |
+          git config user.name 'github-actions[bot]'
+          git config user.email 'github-actions[bot]@users.noreply.github.com'
+      - name: Update the UML Diagrams
+        run: |
+          sudo apt-get update && sudo apt-get install -y graphviz
+          make uml
+      - name: Detect UML changes
+        id: changes
+        run: |
+          git add docs/source/uml/*.png
+          if git diff --staged --exit-code; then
+            echo "No changes to commit"
+            echo "changes_exist=false" >> $GITHUB_OUTPUT
+          else
+            echo "changes_exist=true" >> $GITHUB_OUTPUT
+          fi
+      - name: Create PR for changes
+        if: steps.changes.outputs.changes_exist == 'true'
+        run: |
+          git checkout -b update-uml-diagrams
+          git commit -m "Update UML Diagrams"
+          git push -u origin update-uml-diagrams
+          gh pr create \
+            --base main \
+            --title "Update UML Diagrams" \
+            --body "This PR updates the UML diagrams
+            This PR was created automatically by the [UML workflow](https://github.com/pymc-labs/CausalPy/blob/main/.github/workflows/uml.yml).
+            See the logs [here](https://github.com/pymc-labs/CausalPy/actions/workflows/uml.yml) for more details." \
+            --label "no releasenotes" \
+            --reviewer drbenvincent
+        env:
+          GH_TOKEN: ${{ github.token }}