diff --git a/static/src/app/methods/message/shared.ts b/static/src/app/methods/message/shared.ts
index d74a2416..da3044a2 100644
--- a/static/src/app/methods/message/shared.ts
+++ b/static/src/app/methods/message/shared.ts
@@ -3,7 +3,8 @@
 import { debugLog } from '../common';
 import { useModelStore } from '../../../stores/model';
 
-export const SKILL_MARKDOWN_LINK_RE = /\[\$([^\]\n]+)\]\(([^)\n]*\/\.astrion\/skills\/[^)\n]+\/SKILL\.md)\)/g;
+// 兼容 Windows 反斜杠路径：skills 目录与 SKILL.md 前的分隔符同时接受 / 和 \
+export const SKILL_MARKDOWN_LINK_RE = /\[\$([^\]\n]+)\]\(([^)\n]*[\\/]\.astrion[\\/]skills[\\/][^)\n]+[\\/]SKILL\.md)\)/g;
 
 export function extractSkillRefsFromMessage(message = '') {
   const refs = [];
diff --git a/static/src/components/chat/ChatArea.vue b/static/src/components/chat/ChatArea.vue
index f62554b9..2e27e892 100644
--- a/static/src/components/chat/ChatArea.vue
+++ b/static/src/components/chat/ChatArea.vue
@@ -1053,7 +1053,8 @@ const escapeUserHtml = (value: string): string =>
     .replace(/"/g, '"')
     .replace(/'/g, ''');
 
-const USER_SKILL_LINK_RE = /\[\$([^\]\n]+)\]\(([^)\n]*\/\.astrion\/skills\/[^)\n]+\/SKILL\.md)\)/g;
+// 兼容 Windows 反斜杠路径：skills 目录与 SKILL.md 前的分隔符同时接受 / 和 \
+const USER_SKILL_LINK_RE = /\[\$([^\]\n]+)\]\(([^)\n]*[\\/]\.astrion[\\/]skills[\\/][^)\n]+[\\/]SKILL\.md)\)/g;
 const USER_FILE_LINK_RE = /\[([^\]\n]+)\]\(file:\/\/([^)\n]+)\)/g;
 const SUB_AGENT_DONE_LABEL_RE = /^子智能体\d+\s*任务完成$/;
 const SUB_AGENT_DONE_PREFIX_RE = /^(?:✅\s*)?子智能体\s*#?\s*(\d+)\s*任务摘要[:：]/;