diff --git a/src/utils/fetchTitle.ts b/src/utils/fetchTitle.ts
index 85a5b09..607573a 100644
--- a/src/utils/fetchTitle.ts
+++ b/src/utils/fetchTitle.ts
@@ -1,36 +1,26 @@
 /**
- * 网页标题抓取工具。
- * 调用 lpt-ai 的 /fetch-title 接口获取 URL 对应的 <title> 标签内容。
- *
- * 设计要点：
- * - 内存缓存避免同页面重复请求
- * - 失败时回退到 URL 本身
- * - 仅在 lpt-ai 运行时可用
+ * URL 标题缓存 + 按需抓取，调用后端 /utils/fetch-title 代理
  */
 
-const LPT_AI_URL = "http://localhost:5199";
+import request from "@/utils/request";
 
-const titleCache: Record<string, string> = {};
+const cache = new Map<string, string>();
+const pending = new Map<string, Promise<string>>();
 
-export async function fetchTitle(url: string): Promise<string> {
-  if (titleCache[url]) return titleCache[url];
-  try {
-    const res = await fetch(`${LPT_AI_URL}/fetch-title`, {
-      method: "POST",
-      headers: { "Content-Type": "application/json" },
-      body: JSON.stringify({ url }),
-      signal: AbortSignal.timeout(12_000),
-    });
-    if (!res.ok) return url;
-    const data = await res.json();
-    titleCache[url] = data.title || url;
-    return titleCache[url];
-  } catch {
-    return url;
-  }
-}
-
-/** 批量获取标题 */
-export async function fetchTitles(urls: string[]): Promise<string[]> {
-  return Promise.all(urls.map((url) => fetchTitle(url)));
+export async function getUrlTitle(url: string): Promise<string> {
+  if (cache.has(url)) return cache.get(url)!;
+  if (pending.has(url)) return pending.get(url)!;
+
+  const promise = request
+    .get("/utils/fetch-title", { url })
+    .then((res: any) => {
+      const title = res?.data?.title || url;
+      cache.set(url, title);
+      return title;
+    })
+    .catch(() => url)
+    .finally(() => pending.delete(url));
+
+  pending.set(url, promise);
+  return promise;
 }