diff --git a/electron.vite.config.ts b/electron.vite.config.ts
index 372e62b..82aa7d7 100644
--- a/electron.vite.config.ts
+++ b/electron.vite.config.ts
@@ -40,14 +40,7 @@ export default defineConfig({
     ],
     publicDir: resolve('resources'),
     server: {
-      host: '0.0.0.0',
-      proxy: {
-        '/kugou': {
-          target: 'http://msearchcdn.kugou.com', // 目标服务器地址
-          changeOrigin: true, // 必须设置为 true
-          rewrite: (path) => path.replace(/^\/kugou/, '') // 重写请求路径，去掉 /kugou 前缀
-        }
-      }
+      host: '0.0.0.0'
     }
   }
 });
diff --git a/src/main/modules/fileManager.ts b/src/main/modules/fileManager.ts
index b7e74ed..c6526e6 100644
--- a/src/main/modules/fileManager.ts
+++ b/src/main/modules/fileManager.ts
@@ -275,6 +275,28 @@ export function initializeFileManager() {
       }
     }
   });
+
+  // 搜索建议
+  ipcMain.handle('get-search-suggestions', async (_, keyword: string) => {
+    if (!keyword || !keyword.trim()) {
+      return [];
+    }
+    try {
+      console.log(`[Main Process Proxy] Forwarding suggestion request for: ${keyword}`);
+      const response = await axios.get('http://msearchcdn.kugou.com/new/app/i/search.php', {
+        params: {
+          cmd: 302,
+          keyword: keyword,
+        },
+        timeout: 5000
+      });
+      return response.data;
+
+    } catch (error: any) {
+      console.error('[Main Process Proxy] Failed to fetch search suggestions:', error.message);
+      return [];
+    }
+  });
 }
 
 /**
diff --git a/src/preload/index.d.ts b/src/preload/index.d.ts
index 4af0cd2..e32db3a 100644
--- a/src/preload/index.d.ts
+++ b/src/preload/index.d.ts
@@ -22,6 +22,7 @@ interface API {
   onLanguageChanged: (callback: (locale: string) => void) => void;
   removeDownloadListeners: () => void;
   invoke: (channel: string, ...args: any[]) => Promise<any>;
+  getSearchSuggestions: (keyword: string) => Promise<any>;
 }
 
 // 自定义IPC渲染进程通信接口
diff --git a/src/preload/index.ts b/src/preload/index.ts
index c47ac7e..6da0d15 100644
--- a/src/preload/index.ts
+++ b/src/preload/index.ts
@@ -54,7 +54,9 @@ const api = {
       return ipcRenderer.invoke(channel, ...args);
     }
     return Promise.reject(new Error(`未授权的 IPC 通道: ${channel}`));
-  }
+  },
+  // 搜索建议
+  getSearchSuggestions: (keyword: string) => ipcRenderer.invoke('get-search-suggestions', keyword),
 };
 
 // 创建带类型的ipcRenderer对象，暴露给渲染进程
diff --git a/src/renderer/api/search.ts b/src/renderer/api/search.ts
index 794a4c4..bc5cb7d 100644
--- a/src/renderer/api/search.ts
+++ b/src/renderer/api/search.ts
@@ -1,5 +1,5 @@
 import request from '@/utils/request';
-import axios from 'axios';
+import { isElectron } from '@/utils';
 
 interface IParams {
   keywords: string;
@@ -39,15 +39,16 @@ export const getSearchSuggestions = async (keyword: string) => {
   console.log(`[API] getSearchSuggestions: 准备请求，关键词: "${keyword}"`);
 
   try {
-    const response = await axios.get<KugouSuggestionResponse>('/kugou/new/app/i/search.php', {
-      params: {
-        cmd: 302,
-        keyword: keyword,
-      },
-    });
+    let responseData: KugouSuggestionResponse;
+    if (isElectron) {
+      console.log('[API] Running in Electron, using IPC proxy.');
+      responseData = await window.api.getSearchSuggestions(keyword);
+    } else {
+      return [];
+    }
 
-    if (response.data && Array.isArray(response.data.data)) {
-      const suggestions = response.data.data.map(item => item.keyword).slice(0, 8);
+    if (responseData && Array.isArray(responseData.data)) {
+      const suggestions = responseData.data.map(item => item.keyword).slice(0, 10);
       console.log('[API] getSearchSuggestions: 成功解析建议:', suggestions);
       return suggestions;
     }