diff --git a/.github/workflows/nightly-build.yaml b/.github/workflows/nightly-build.yaml
index 990e7eba..f8c5d357 100644
--- a/.github/workflows/nightly-build.yaml
+++ b/.github/workflows/nightly-build.yaml
@@ -8,12 +8,11 @@ on:
 jobs:
   build:
     if: ${{ github.repository_owner == 'ProjectPythia' }}
-    uses: ProjectPythia/cookbook-actions/.github/workflows/build-book.yaml@main
-
+    uses: ProjectPythia/cookbook-actions/.github/workflows/build-book.yaml@feat/clinder
   deploy:
     needs: build
-    uses: ProjectPythia/cookbook-actions/.github/workflows/deploy-book.yaml@main
-
-  link-check:
-    if: ${{ github.repository_owner == 'ProjectPythia' }}
-    uses: ProjectPythia/cookbook-actions/.github/workflows/link-checker.yaml@main
+    # Grant GITHUB_TOKEN the permissions required to make a Pages deployment
+    permissions:
+      id-token: write
+      pages: write
+    uses: ProjectPythia/cookbook-actions/.github/workflows/deploy-book.yaml@feat/clinder
diff --git a/.github/workflows/on-preview-book.yaml b/.github/workflows/on-preview-book.yaml
new file mode 100644
index 00000000..cb880ec0
--- /dev/null
+++ b/.github/workflows/on-preview-book.yaml
@@ -0,0 +1,19 @@
+name: on-preview-book
+on:
+  workflow_run:
+    workflows:
+      - preview-book
+    types:
+      - requested
+      - completed
+
+jobs:
+  find-pull-request:
+    uses: ProjectPythia/cookbook-actions/.github/workflows/find-pull-request.yaml@feat/clinder
+
+  preview-comment:
+    needs: find-pull-request
+    uses: ProjectPythia/cookbook-actions/.github/workflows/preview-comment.yaml@feat/clinder
+    with:
+      pull_request_number: ${{ needs.find-pull-request.outputs.number }}
+      sha: ${{ needs.find-pull-request.outputs.sha }}
diff --git a/.github/workflows/preview-book.yaml b/.github/workflows/preview-book.yaml
new file mode 100644
index 00000000..78be4a31
--- /dev/null
+++ b/.github/workflows/preview-book.yaml
@@ -0,0 +1,8 @@
+name: preview-book
+
+on:
+  pull_request:
+
+jobs:
+  build:
+    uses: ProjectPythia/cookbook-actions/.github/workflows/build-book.yaml@feat/clinder
diff --git a/.github/workflows/publish-book.yaml b/.github/workflows/publish-book.yaml
index 4e7fd1ee..aa63eda7 100644
--- a/.github/workflows/publish-book.yaml
+++ b/.github/workflows/publish-book.yaml
@@ -9,8 +9,11 @@ on:
 
 jobs:
   build:
-    uses: ProjectPythia/cookbook-actions/.github/workflows/build-book.yaml@main
-
+    uses: ProjectPythia/cookbook-actions/.github/workflows/build-book.yaml@feat/clinder
   deploy:
     needs: build
-    uses: ProjectPythia/cookbook-actions/.github/workflows/deploy-book.yaml@main
+    # Grant GITHUB_TOKEN the permissions required to make a Pages deployment
+    permissions:
+      id-token: write # to verify the deployment originates from an appropriate source
+      pages: write
+    uses: ProjectPythia/cookbook-actions/.github/workflows/deploy-book.yaml@feat/clinder
diff --git a/.github/workflows/trigger-book-build.yaml b/.github/workflows/trigger-book-build.yaml
deleted file mode 100644
index c2b08f34..00000000
--- a/.github/workflows/trigger-book-build.yaml
+++ /dev/null
@@ -1,11 +0,0 @@
-name: trigger-book-build
-on:
-  pull_request:
-
-jobs:
-  build:
-    uses: ProjectPythia/cookbook-actions/.github/workflows/build-book.yaml@main
-    with:
-      artifact_name: book-zip-${{ github.event.number }}
-      base_url: '/${{ github.event.repository.name }}/_preview/${{ github.event.number }}'
-      # Other input options are possible, see ProjectPythia/cookbook-actions/.github/workflows/build-book.yaml
diff --git a/.github/workflows/trigger-delete-preview.yaml b/.github/workflows/trigger-delete-preview.yaml
deleted file mode 100644
index 06e13e5c..00000000
--- a/.github/workflows/trigger-delete-preview.yaml
+++ /dev/null
@@ -1,9 +0,0 @@
-name: trigger-delete-preview
-
-on:
-  pull_request_target:
-    types: closed
-
-jobs:
-  delete:
-    uses: ProjectPythia/cookbook-actions/.github/workflows/delete-preview.yaml@main
diff --git a/build.sh b/build.sh
new file mode 100755
index 00000000..c205e314
--- /dev/null
+++ b/build.sh
@@ -0,0 +1,5 @@
+#!/usr/bin/env bash
+
+set -eux
+
+exec myst build --execute --site 
diff --git a/myst.yml b/myst.yml
index fa1b60bb..b185b4fd 100644
--- a/myst.yml
+++ b/myst.yml
@@ -7,6 +7,7 @@ project:
   tags:
     - domain:machine-learning
     - package:scikit-learn
+    - cookbook:build-on-binder
   authors:
     - name: Project Pythia Community
       url: https://projectpythia.org/