diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 73ca35d9..0415000d 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -222,8 +222,9 @@ jobs:
           REPO="${{ github.repository }}"
           GHCR_IMAGE="ghcr.io/${REPO,,}"  # ${,,} converts to lowercase
 
-          # 获取 tag message 内容
+          # 获取 tag message 内容并转义 Markdown 特殊字符
           TAG_MESSAGE='${{ steps.tag_message.outputs.message }}'
+          TAG_MESSAGE=$(echo "$TAG_MESSAGE" | sed 's/\([_*`\[]\)/\\\1/g')
 
           # 限制消息长度（Telegram 消息限制 4096 字符，预留空间给头尾固定内容）
           if [ ${#TAG_MESSAGE} -gt 3500 ]; then