diff --git a/pyproject.toml b/pyproject.toml
index ab64b1da..83cb7688 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -40,7 +40,7 @@ dependencies = [
   "scipy==1.14.1",
   "seaborn==0.13.2",
   "Werkzeug==3.0.4",
-  "xgboost==2.1.1",
+  "xgboost==2.1.2",
   "boto3==1.35.43",
   "pymarkdownlnt==0.9.22",
   "yamllint==1.35.1",