diff --git a/TOC.md b/TOC.md
index a3015ef..0547b4a 100644
--- a/TOC.md
+++ b/TOC.md
@@ -62,7 +62,7 @@
 - [常见问题回答（FAQ）](/FAQ2022.md)
 - 发版说明
   <!-- 发版说明开始 -->
-  - [v3.161.1](release_notes/v3.161.1.md)
-  - [v3.160.3](release_notes/v3.160.3.md)
-  - [v3.160.2](release_notes/v3.160.2.md)
+  - [v3.161.1](/release_notes/v3.161.1.md)
+  - [v3.160.3](/release_notes/v3.160.3.md)
+  - [v3.160.2](/release_notes/v3.160.2.md)
   <!-- 发版说明结束 -->
diff --git a/scripts/merge_by_toc.py b/scripts/merge_by_toc.py
index 159d52d..83f2ec5 100644
--- a/scripts/merge_by_toc.py
+++ b/scripts/merge_by_toc.py
@@ -36,7 +36,7 @@
     for line in fp:
         if not in_toc and not line.startswith("<!-- "):
             in_toc = True
-        elif in_toc and not line.startswith('#') and line.strip():
+        elif in_toc and not line.startswith('#') and line.strip() and not line.lstrip().startswith("<!--"):
             ## get level from space length
             level_space_str = level_pattern.findall(line)[0][:-1]
             level = len(level_space_str) // 2 + 1 ## python divide get integer
diff --git a/scripts/update_toc_with_release_notes.py b/scripts/update_toc_with_release_notes.py
index 43be800..3b968f0 100644
--- a/scripts/update_toc_with_release_notes.py
+++ b/scripts/update_toc_with_release_notes.py
@@ -31,7 +31,7 @@
 release_notes_files = semver_valid_release_notes_files + semver_invalid_release_notes_files
 
 # 构建发版说明的 markdown 链接列表
-release_notes_links = '\n'.join([f"- [{file.replace('.md', '')}]({release_notes_dir}/{file})" for file in release_notes_files])
+release_notes_links = '\n'.join([f"- [{file.replace('.md', '')}](/{release_notes_dir}/{file})" for file in release_notes_files])
 
 # 读取 toc 内容
 with open(toc_path, 'r', encoding='utf-8') as toc_file: