diff --git a/devcontainer/apt-install-with-cache.sh b/devcontainer/apt-install-with-cache.sh
index 9875ca8..ee370b5 100644
--- a/devcontainer/apt-install-with-cache.sh
+++ b/devcontainer/apt-install-with-cache.sh
@@ -55,7 +55,7 @@ fi
 # -o Dir::Cache::archives="$CACHE_DIR" 告诉 apt 把包下载到我们指定的目录
 # --download-only 告诉 apt 只下载依赖包，不要解压安装
 echo "⬇️  正在检查并下载依赖..."
-$SUDO env DEBIAN_FRONTEND=noninteractive apt-get install -y --download-only \
+$SUDO env DEBIAN_FRONTEND=noninteractive apt-get install --no-install-recommends -y --download-only \
     -o Dir::Cache::archives="$CACHE_DIR" \
     $PACKAGES >> "$LOG_FILE" 2>&1