diff --git a/src/views/Community/components/PopularKeywords.js b/src/views/Community/components/PopularKeywords.js
index b18625aa..06596c88 100644
--- a/src/views/Community/components/PopularKeywords.js
+++ b/src/views/Community/components/PopularKeywords.js
@@ -1,6 +1,6 @@
 // src/views/Community/components/PopularKeywords.js
 import React, { useState, useEffect } from 'react';
-import { Tag, Space, Spin, Button } from 'antd';
+import { Tag, Space, Button } from 'antd';
 import { useNavigate } from 'react-router-dom';
 import { RightOutlined } from '@ant-design/icons';
 import { logger } from '../../../utils/logger';
@@ -15,12 +15,10 @@ const DOMAIN_PREFIX = process.env.NODE_ENV === 'production'
 
 const PopularKeywords = ({ onKeywordClick, keywords: propKeywords }) => {
     const [keywords, setKeywords] = useState([]);
-    const [loading, setLoading] = useState(false);
     const navigate = useNavigate();
 
     // 加载热门概念（涨幅前20）
     const loadPopularConcepts = async () => {
-        setLoading(true);
         try {
             const response = await fetch(`${API_BASE_URL}/search`, {
                 method: 'POST',
@@ -53,8 +51,6 @@ const PopularKeywords = ({ onKeywordClick, keywords: propKeywords }) => {
         } catch (error) {
             logger.error('PopularKeywords', 'loadPopularConcepts', error);
             setKeywords([]);
-        } finally {
-            setLoading(false);
         }
     };
 
@@ -118,7 +114,7 @@ const PopularKeywords = ({ onKeywordClick, keywords: propKeywords }) => {
     };
 
     return (
-        <Spin spinning={loading}>
+        <>
             {keywords && keywords.length > 0 && (
                 <div style={{ position: 'relative' }}>
                     <Space
@@ -199,7 +195,7 @@ const PopularKeywords = ({ onKeywordClick, keywords: propKeywords }) => {
                     </Button>
                 </div>
             )}
-        </Spin>
+        </>
     );
 };