diff --git a/web/src/components/table/tokens/index.jsx b/web/src/components/table/tokens/index.jsx
index e0c3d93b..05ccf259 100644
--- a/web/src/components/table/tokens/index.jsx
+++ b/web/src/components/table/tokens/index.jsx
@@ -88,7 +88,11 @@ function TokensPage() {
   function openFluentNotification(key) {
     const { t } = latestRef.current;
     const SUPPRESS_KEY = 'fluent_notify_suppressed';
-    if (localStorage.getItem(SUPPRESS_KEY) === '1') return;
+    if (modelOptions.length === 0) {
+      // fire-and-forget; a later effect will refresh the notice content
+      loadModels()
+    }
+    if (!key && localStorage.getItem(SUPPRESS_KEY) === '1') return;
     const container = document.getElementById('fluent-new-api-container');
     if (!container) {
       Toast.warning(t('未检测到 FluentRead（流畅阅读），请确认扩展已启用'));
@@ -96,19 +100,15 @@ function TokensPage() {
     }
     setPrefillKey(key || '');
     setFluentNoticeOpen(true);
-    if (modelOptions.length === 0) {
-      // fire-and-forget; a later effect will refresh the notice content
-      loadModels()
-    }
     Notification.info({
       id: 'fluent-detected',
       title: t('检测到 FluentRead（流畅阅读）'),
       content: (
         <div>
           <div style={{ marginBottom: 8 }}>
-            {prefillKey
-              ? t('已检测到 FluentRead 扩展，已从操作中指定密钥，将使用该密钥进行填充。请选择模型后继续。')
-              : t('已检测到 FluentRead 扩展，请选择模型后可一键填充当前选中令牌（或本页第一个令牌）。')}
+            {key
+              ? t('请选择模型。')
+              : t('选择模型后可一键填充当前选中令牌（或本页第一个令牌）。')}
           </div>
           <div style={{ marginBottom: 8 }}>
             <Select
@@ -126,13 +126,15 @@ function TokensPage() {
             <Button theme="solid" type="primary" onClick={handlePrefillToFluent}>
               {t('一键填充到 FluentRead')}
             </Button>
-            <Button type="warning" onClick={() => {
-              localStorage.setItem(SUPPRESS_KEY, '1');
-              Notification.close('fluent-detected');
-              Toast.info(t('已关闭后续提醒'));
-            }}>
-              {t('不再提醒')}
-            </Button>
+            {!key && (
+              <Button type="warning" onClick={() => {
+                localStorage.setItem(SUPPRESS_KEY, '1');
+                Notification.close('fluent-detected');
+                Toast.info(t('已关闭后续提醒'));
+              }}>
+                {t('不再提醒')}
+              </Button>
+            )}
             <Button type="tertiary" onClick={() => Notification.close('fluent-detected')}>
               {t('关闭')}
             </Button>