diff --git a/.github/scripts/dependencies-management/link-worklow-to-pr.js b/.github/scripts/dependencies-management/link-worklow-to-pr.js
new file mode 100644
index 0000000000..49f17b49b2
--- /dev/null
+++ b/.github/scripts/dependencies-management/link-worklow-to-pr.js
@@ -0,0 +1,30 @@
+module.exports = async ({github, context, branchTargetted}) => {
+  // The current pull request number to link the workflow run.
+  const pullRequestNumber = process.env.PULL_REQUEST_NUMBER;
+
+  // Retrieve the workflow runs for the repository.
+  const runs = await github.request('GET /repos/{owner}/{repo}/actions/runs', {
+    owner: context.repo.owner,
+    repo: context.repo.repo,
+    headers: {
+      'X-GitHub-Api-Version': '2022-11-28'
+    }
+  })
+
+  // Retrieve the workflow run for the branch targetted.
+  const workflow = runs.data.workflow_runs.find(run => run.head_branch == branchTargetted)
+
+  // Handle the error case.
+  let message = `No tests found for the branch ${branchTargetted}`;
+  if (workflow) {
+    message = `Tests ran: [Tests results](${workflow.html_url})`;
+  }
+
+  // Update the pull request with the link to the workflow run.
+  github.rest.pulls.update({
+    owner: context.repo.owner,
+    repo: context.repo.repo,
+    pull_number: pullRequestNumber,
+    body: message,
+  });
+}
\ No newline at end of file
diff --git a/.github/scripts/dependencies-management/run-workflow.js b/.github/scripts/dependencies-management/run-workflow.js
new file mode 100644
index 0000000000..762e0c2011
--- /dev/null
+++ b/.github/scripts/dependencies-management/run-workflow.js
@@ -0,0 +1,8 @@
+module.exports = async ({github, context, branchTargetted, workflowToTrigger}) => {
+  await github.rest.actions.createWorkflowDispatch({
+    owner: context.repo.owner,
+    repo: context.repo.repo,
+    workflow_id: workflowToTrigger,
+    ref: branchTargetted,
+  })
+}
\ No newline at end of file
diff --git a/.github/scripts/run-overall-tests.js b/.github/scripts/run-overall-tests.js
deleted file mode 100644
index 24d39da545..0000000000
--- a/.github/scripts/run-overall-tests.js
+++ /dev/null
@@ -1,25 +0,0 @@
-module.exports = async ({github, context, core, branchTargetted}) => {
-  const workflowRunId = process.env.PULL_REQUEST_NUMBER;
-
-  await github.rest.actions.createWorkflowDispatch({
-    owner: context.repo.owner,
-    repo: context.repo.repo,
-    workflow_id: 'overall-tests.yml',
-    ref: branchTargetted,
-  })
-  const runs = await github.request('GET /repos/{owner}/{repo}/actions/runs', {
-    owner: context.repo.owner,
-    repo: context.repo.repo,
-    headers: {
-      'X-GitHub-Api-Version': '2022-11-28'
-    }
-  })
-
-  const workflow = runs.data.workflow_runs.find(run => run.head_branch == branchTargetted)
-  github.rest.pulls.update({
-    owner: context.repo.owner,
-    repo: context.repo.repo,
-    pull_number: workflowRunId,
-    body: `Tests: ${workflow.html_url}`,
-  });
-}
\ No newline at end of file
diff --git a/.github/workflows/dependencies-management.yml b/.github/workflows/dependencies-management.yml
index 0edab81785..4232fa2c59 100644
--- a/.github/workflows/dependencies-management.yml
+++ b/.github/workflows/dependencies-management.yml
@@ -12,7 +12,7 @@ jobs:
     timeout-minutes: 20
     strategy:
       matrix:
-        python-version: ['3.8'] #, '3.9', '3.10', '3.11', '3.12']
+        python-version: ['3.8', '3.9', '3.10', '3.11', '3.12']
         os: [ubuntu-latest]
     permissions:
       contents: write
@@ -40,21 +40,21 @@ jobs:
           echo EOF >> "$GITHUB_OUTPUT"
           cat pipfiles/Pipfile${{matrix.python-version}}.max
 
-      # - name: Create the pull request updating the dependencies (3.12 only)
-      #   if: steps.ensure-dependencies-are-up-to-date.outputs.diff != '' and ${{matrix.python-version}} == '3.12'
-      #   uses: peter-evans/create-pull-request@v5
-      #   with:
-      #     token: ${{ secrets.GITHUB_TOKEN }}
-      #     commit-message: Update Python${{matrix.python-version}} dependencies
-      #     branch: dependencies/update-python${{matrix.python-version}}
-      #     base: develop
-      #     title: 'New dependencies available for Python${{matrix.python-version}}'
-      #     body: |
-      #       ${{ steps.ensure-dependencies-are-up-to-date.outputs.diff }}
-      #     draft: false
-      #     add-paths: |
-      #       tools/packages/pipfiles/Pipfile${{matrix.python-version}}.max
-      #       tools/packages/taipy*/*requirements.txt
+      - name: Create the pull request updating the dependencies (3.12 only)
+        if: steps.ensure-dependencies-are-up-to-date.outputs.diff != '' and ${{matrix.python-version}} == '3.12'
+        uses: peter-evans/create-pull-request@v5
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          commit-message: Update Python${{matrix.python-version}} dependencies
+          branch: dependencies/update-python${{matrix.python-version}}
+          base: develop
+          title: 'New dependencies available for Python${{matrix.python-version}}'
+          body: |
+            ${{ steps.ensure-dependencies-are-up-to-date.outputs.diff }}
+          draft: false
+          add-paths: |
+            tools/packages/pipfiles/Pipfile${{matrix.python-version}}.max
+            tools/packages/taipy*/*requirements.txt
 
       - name: Create the pull request updating the Pipfile max
         if: steps.ensure-dependencies-are-up-to-date.outputs.diff != '' and ${{matrix.python-version}} != '3.12'
@@ -79,6 +79,11 @@ jobs:
         with:
           github-token: ${{ secrets.TRIGGER_GITHUB_PR }}
           script: |
-            const script = require('.github/scripts/run-overall-tests.js')
+            const runTests = require('.github/scripts/dependencies-management/run-workflow.js')
+            const linkTests = require('.github/scripts/dependencies-management/link-workflow-to-pr.js')
+
             const branchTargetted = `dependencies/update-python${{matrix.python-version}}`
-            await script({github, context, core, branchTargetted})
+            const workflowToTrigger = 'overall-tests.yml';
+
+            await runTests({github, context, branchTargetted, workflowToTrigger})
+            await linkTests({github, context, branchTargetted})