diff --git a/CHANGELOG.md b/CHANGELOG.md
index a563565d..9c3ecfc2 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -21,6 +21,10 @@ Do not break established syntax in this file, as it is automatically updated by
 
 ### Changes
 
+### 🆕 New Scripts
+
+- New Script: Jupyter Notebook [@Dave-code-creater](https://github.com/Dave-code-creater) ([#2561](https://github.com/community-scripts/ProxmoxVE/pull/2561))
+
 ### 🚀 Updated Scripts
 
 - fix: homarr db migration [@CrazyWolf13](https://github.com/CrazyWolf13) ([#2575](https://github.com/community-scripts/ProxmoxVE/pull/2575))