diff --git a/backend/app/api/articles.py b/backend/app/api/articles.py
index 5ee78f3..a6d0782 100644
--- a/backend/app/api/articles.py
+++ b/backend/app/api/articles.py
@@ -127,6 +127,10 @@ async def list_articles(
             published_at=art.published_at,
             fetched_at=art.fetched_at,
             image_url=art.image_url,
+            # 列表预览钩子:分类 + LLM 点评 + AI 插图 缩略图
+            commentary=art.commentary,
+            commentary_status=art.commentary_status,
+            image_ai_url=art.image_ai_url,
             is_starred=art.id in starred_ids,
         )
         items.append(item)
diff --git a/backend/app/schemas/article.py b/backend/app/schemas/article.py
index 66c048e..339d2b8 100644
--- a/backend/app/schemas/article.py
+++ b/backend/app/schemas/article.py
@@ -16,7 +16,7 @@ class SourceBrief(BaseModel):
 
 
 class ArticleListItem(BaseModel):
-    """列表项:精简字段。"""
+    """列表项:精简字段(首页只露钩子,详细阅读进详情页)。"""
 
     model_config = ConfigDict(from_attributes=True)
 
@@ -31,6 +31,10 @@ class ArticleListItem(BaseModel):
     published_at: datetime | None = None
     fetched_at: datetime
     image_url: str | None = None
+    # === 列表预览钩子:点击进详情前的"诱导点" ===
+    commentary: str | None = None  # LLM 点评(列表里截断显示)
+    commentary_status: str | None = None  # ok/failed/pending/n/a
+    image_ai_url: str | None = None  # AI 插图(列表里缩略图)
     is_starred: bool = False
 
 
diff --git a/frontend/src/api/articles.ts b/frontend/src/api/articles.ts
index c5085aa..10bf8e9 100644
--- a/frontend/src/api/articles.ts
+++ b/frontend/src/api/articles.ts
@@ -31,6 +31,10 @@ export interface ArticleListItem {
   published_at?: string | null
   fetched_at: string
   image_url?: string | null
+  // 列表预览钩子(首页展示用,详情页看完整版)
+  commentary?: string | null
+  commentary_status?: string | null
+  image_ai_url?: string | null
   is_starred: boolean
 }
 
diff --git a/frontend/src/views/Feed.vue b/frontend/src/views/Feed.vue
index 55b322a..a67cec3 100644
--- a/frontend/src/views/Feed.vue
+++ b/frontend/src/views/Feed.vue
@@ -68,6 +68,26 @@ function fmtTime(s?: string | null) {
   return dayjs(s).fromNow()
 }
 
+// category 是逗号分隔字符串(LLM 输出),拆成多个 tag
+function splitCategory(c?: string | null): string[] {
+  if (!c) return []
+  return c.split(',').map((s) => s.trim()).filter(Boolean)
+}
+
+// 评论预览:长文截断,带状态点
+function previewCommentary(c?: string | null, max = 120): string {
+  if (!c) return ''
+  const trimmed = c.replace(/\s+/g, ' ').trim()
+  return trimmed.length > max ? trimmed.slice(0, max) + '…' : trimmed
+}
+
+function commentaryStatusType(s?: string | null): 'success' | 'warning' | 'error' | 'default' {
+  if (s === 'ok') return 'success'
+  if (s === 'failed') return 'error'
+  if (s === 'pending') return 'warning'
+  return 'default'
+}
+
 onMounted(async () => {
   await loadSources()
   await load()
@@ -112,6 +132,15 @@ onMounted(async () => {
               <NTag v-if="a.translation_status !== 'ok'" size="small" type="warning">
                 {{ a.translation_status }}
               </NTag>
+              <!-- 分类标签(LLM classify 输出,多分类逗号分隔) -->
+              <NTag
+                v-for="c in splitCategory(a.category)"
+                :key="c"
+                size="small"
+                type="success"
+              >
+                {{ c }}
+              </NTag>
               <NText depth="3" style="font-size: 12px">{{ fmtTime(a.published_at || a.fetched_at) }}</NText>
             </NSpace>
             <div style="font-size: 16px; font-weight: 600; color: #333">{{ a.title }}</div>
@@ -121,6 +150,28 @@ onMounted(async () => {
             <div v-if="a.summary_zh" style="color: #666; font-size: 13px; margin-top: 4px">
               {{ a.summary_zh.slice(0, 200) }}{{ a.summary_zh.length > 200 ? '…' : '' }}
             </div>
+            <!-- 评论预览(列表钩子,详情页有完整版) -->
+            <div
+              v-if="a.commentary"
+              style="
+                margin-top: 8px;
+                padding: 8px 10px;
+                background: #f6f8ff;
+                border-left: 3px solid #2080f0;
+                border-radius: 4px;
+                color: #444;
+                font-size: 13px;
+                line-height: 1.6;
+              "
+            >
+              <NSpace align="center" :size="6" style="margin-bottom: 4px">
+                <NText depth="2" style="font-size: 12px; font-weight: 600">💬 评论</NText>
+                <NTag size="tiny" :type="commentaryStatusType(a.commentary_status)">
+                  {{ a.commentary_status || 'n/a' }}
+                </NTag>
+              </NSpace>
+              <span>{{ previewCommentary(a.commentary, 140) }}</span>
+            </div>
           </NSpace>
         </NCard>
         <NSpace v-if="!exhausted" justify="center" style="margin: 16px 0">