diff --git a/.github/workflows/bump-packages.yaml b/.github/workflows/bump-packages.yaml
index cf5d38b2c17..73f4200da70 100644
--- a/.github/workflows/bump-packages.yaml
+++ b/.github/workflows/bump-packages.yaml
@@ -58,10 +58,11 @@ jobs:
           labels: no-title-validation
           author: '${{ steps.app-token.outputs.app-slug}}[bot] <${{ steps.app-token.outputs.app-email }}>'
           body: >-
-            This PR is autogenerated and updates the version of every package in
-            the monorepo that was changed since last publish. If you need to
-            publish packages to update the version elsewhere, **you can do this
-            at your own convenience by just merging this PR**.
+            <p>This PR is autogenerated and updates the version of every package
+            in the monorepo that was changed since last publish. If you need to
+            publish packages to update the version elsewhere, <strong>you can do
+            this at your own convenience by just merging this PR</strong>.</p>
 
-            After PR is merged, it starts an automatic publish process via
-            GitHub Actions, you can follow the process [on this page](https://github.com/mongodb-js/compass/actions/workflows/publish-packages.yaml).
+            <p>After PR is merged, it starts an automatic publish process via
+            GitHub Actions, you can follow the process <a href="https://github.com/mongodb-js/compass/actions/workflows/publish-packages.yaml">
+            on the publish workflow page</a>.</p>