diff --git a/scripts/test_scene_vlm_api.sh b/scripts/test_scene_vlm_api.sh
new file mode 100755
index 0000000..a5cdb6f
--- /dev/null
+++ b/scripts/test_scene_vlm_api.sh
@@ -0,0 +1,212 @@
+#!/bin/bash
+# 测试 Scene VLM Stats API
+
+echo "================================================================================
+                    Scene VLM Stats API 测试
+================================================================================
+"
+
+API_KEY="${MOMENTRY_API_KEY:-Test3200Test3200Test3200}"
+API_URL="http://localhost:3002"
+
+echo "API URL: ${API_URL}"
+echo "API Key: ${API_KEY:0:10}..."
+echo ""
+
+# 测试 1: 检查 API 是否可访问
+echo "1. 检查 Core API 是否运行"
+echo "--------------------------------------------------------------------------------"
+
+HEALTH=$(curl -s "${API_URL}/health" 2>/dev/null)
+if [ $? -eq 0 ] && [ -n "$HEALTH" ]; then
+    echo "✅ Core API 运行中"
+    echo "   Health: ${HEALTH}"
+else
+    echo "❌ Core API 未运行"
+    echo "   请先启动 Core API"
+    exit 1
+fi
+
+echo ""
+
+# 测试 2: 获取文件列表
+echo "2. 获取文件列表"
+echo "--------------------------------------------------------------------------------"
+
+FILES=$(curl -s -H "X-API-Key: ${API_KEY}" "${API_URL}/api/v1/files?page_size=1" 2>/dev/null)
+
+if [ $? -eq 0 ] && [ -n "$FILES" ]; then
+    echo "✅ 文件列表获取成功"
+    
+    # 提取第一个文件 UUID
+    FILE_UUID=$(echo "$FILES" | grep -o '"uuid":"[^"]*"' | head -1 | cut -d'"' -f4)
+    
+    if [ -n "$FILE_UUID" ]; then
+        echo "   文件 UUID: ${FILE_UUID}"
+    else
+        echo "❌ 无法提取文件 UUID"
+        exit 1
+    fi
+else
+    echo "❌ 文件列表获取失败"
+    exit 1
+fi
+
+echo ""
+
+# 测试 3: 测试新的 Scene VLM Stats endpoint
+echo "3. 测试 Scene VLM Stats Endpoint"
+echo "--------------------------------------------------------------------------------"
+
+if [ -n "$FILE_UUID" ]; then
+    echo "测试文件: ${FILE_UUID}"
+    echo ""
+    
+    # 测试快速 endpoint
+    echo "调用: /api/v1/file/${FILE_UUID}/scene-vlm-stats"
+    echo ""
+    
+    START=$(python3 -c 'import time; print(int(time.time() * 1000))')
+    
+    RESPONSE=$(curl -s -H "X-API-Key: ${API_KEY}" \
+        "${API_URL}/api/v1/file/${FILE_UUID}/scene-vlm-stats" 2>/dev/null)
+    
+    END=$(python3 -c 'import time; print(int(time.time() * 1000))')
+    DURATION=$((END - START))
+    
+    echo "响应时间: ${DURATION}ms"
+    echo ""
+    
+    if [ $? -eq 0 ] && [ -n "$RESPONSE" ]; then
+        echo "✅ Scene VLM Stats 获取成功"
+        echo ""
+        echo "响应数据:"
+        echo "$RESPONSE" | python3 -m json.tool 2>/dev/null || echo "$RESPONSE"
+        
+        # 解析数据
+        TOTAL_SCENES=$(echo "$RESPONSE" | grep -o '"total_scenes":[0-9]*' | cut -d':' -f2)
+        STATUS=$(echo "$RESPONSE" | grep -o '"status":"[^"]*"' | cut -d'"' -f4)
+        VLM_DONE=$(echo "$RESPONSE" | grep -o '"vlm_done":[0-9]*' | cut -d':' -f2)
+        
+        echo ""
+        echo "解析结果:"
+        echo "  Total Scenes: ${TOTAL_SCENES:-0}"
+        echo "  Status: ${STATUS:-N/A}"
+        echo "  VLM Done: ${VLM_DONE:-0}"
+        
+        # 验证响应时间
+        if [ $DURATION -lt 100 ]; then
+            echo ""
+            echo "✅ 响应时间良好 (< 100ms)"
+        else
+            echo ""
+            echo "⚠️  响应时间较慢 (${DURATION}ms)"
+        fi
+    else
+        echo "❌ Scene VLM Stats 获取失败"
+        echo "   响应: ${RESPONSE:-无}"
+    fi
+else
+    echo "⚠️  没有可用的文件 UUID"
+fi
+
+echo ""
+
+# 测试 4: 对比旧的 get_file_stats
+echo "4. 对比旧的 get_file_stats API"
+echo "--------------------------------------------------------------------------------"
+
+if [ -n "$FILE_UUID" ]; then
+    echo "调用: /api/v1/file/${FILE_UUID}"
+    echo ""
+    
+    START=$(python3 -c 'import time; print(int(time.time() * 1000))')
+    
+    OLD_RESPONSE=$(curl -s -H "X-API-Key: ${API_KEY}" \
+        "${API_URL}/api/v1/file/${FILE_UUID}" 2>/dev/null)
+    
+    END=$(python3 -c 'import time; print(int(time.time() * 1000))')
+    OLD_DURATION=$((END - START))
+    
+    echo "响应时间: ${OLD_DURATION}ms"
+    
+    # 检查是否包含 scene_vlm
+    if echo "$OLD_RESPONSE" | grep -q "scene_vlm"; then
+        echo "✅ 旧 API 包含 scene_vlm 数据"
+        OLD_SCENE=$(echo "$OLD_RESPONSE" | grep -A 5 '"scene_vlm"')
+        echo "   数据: ${OLD_SCENE}"
+    else
+        echo "⚠️  旧 API 不包含 scene_vlm 数据"
+    fi
+    
+    echo ""
+    
+    # 性能对比
+    echo "性能对比:"
+    echo "  新 API (scene-vlm-stats): ${DURATION}ms"
+    echo "  旧 API (get_file_stats): ${OLD_DURATION}ms"
+    
+    if [ $DURATION -lt $OLD_DURATION ]; then
+        IMPROVEMENT=$(( (OLD_DURATION - DURATION) * 100 / OLD_DURATION ))
+        echo "  性能提升: ${IMPROVEMENT}%"
+    fi
+fi
+
+echo ""
+
+# 测试 5: 测试 Studio 前端
+echo "5. 测试 Studio 前端集成"
+echo "--------------------------------------------------------------------------------"
+
+STUDIO_URL="http://localhost:8888"
+
+STUDIO_HEALTH=$(curl -s "${STUDIO_URL}/api/v1/search-history" 2>/dev/null | head -c 100)
+
+if [ $? -eq 0 ] && [ -n "$STUDIO_HEALTH" ]; then
+    echo "✅ Studio 代理运行中"
+    echo ""
+    
+    # 测试通过代理调用新 endpoint
+    echo "通过代理测试:"
+    echo "URL: ${STUDIO_URL}/api/v1/file/${FILE_UUID}/scene-vlm-stats"
+    echo ""
+    
+    PROXY_RESPONSE=$(curl -s "${STUDIO_URL}/api/v1/file/${FILE_UUID}/scene-vlm-stats" 2>/dev/null)
+    
+    if [ $? -eq 0 ] && [ -n "$PROXY_RESPONSE" ]; then
+        echo "✅ 通过代理访问成功"
+        echo "$PROXY_RESPONSE" | python3 -m json.tool 2>/dev/null || echo "$PROXY_RESPONSE"
+    else
+        echo "❌ 通过代理访问失败"
+    fi
+else
+    echo "⚠️  Studio 代理未运行"
+    echo "   请先启动: npm run dev 或 ./start.sh"
+fi
+
+echo ""
+
+# 总结
+echo "================================================================================
+                            测试总结
+================================================================================
+"
+
+if [ $DURATION -lt 100 ]; then
+    echo "✅ Scene VLM Stats API 工作正常"
+    echo "   响应时间: ${DURATION}ms (< 100ms)"
+    echo "   性能良好"
+else
+    echo "⚠️  Scene VLM Stats API 响应较慢"
+    echo "   响应时间: ${DURATION}ms"
+fi
+
+echo ""
+echo "下一步:"
+echo "1. 在 Studio 中测试前端显示"
+echo "2. 检查 LibraryView.vue 中的 Scene VLM 状态显示"
+echo "3. 验证数据更新是否正确"
+
+echo ""
+echo "================================================================================
+"
\ No newline at end of file
diff --git a/src/store.ts b/src/store.ts
index a106acf..ec85fb5 100644
--- a/src/store.ts
+++ b/src/store.ts
@@ -1164,6 +1164,11 @@ export async function loadFileStats(fileUuid: string, force = false): Promise<Fi
       }
     }
     
+    // Try to load scene_vlm stats from fast endpoint if not in response
+    if (!data.scene_vlm || data.scene_vlm.total_scenes === 0) {
+      loadSceneVlmStats(fileUuid).catch(console.warn)
+    }
+    
     fileStatsCache.value = { ...fileStatsCache.value, [fileUuid]: fileStats }
     
     if (data.status === 'completed') {
@@ -1217,6 +1222,36 @@ export async function loadFileStats(fileUuid: string, force = false): Promise<Fi
   }
 }
 
+export async function loadSceneVlmStats(fileUuid: string, force = false): Promise<SceneVlmStats | null> {
+  if (!fileUuid) return null
+  
+  try {
+    const resp = await fetch(`/api/v1/file/${fileUuid}/scene-vlm-stats`)
+    if (!resp.ok) {
+      console.warn(`Scene VLM stats API failed: ${resp.status}`)
+      return null
+    }
+    
+    const data = await resp.json()
+    
+    const stats: SceneVlmStats = {
+      total_scenes: data.total_scenes || 0,
+      status: data.status || '',
+      vlm_done: data.vlm_done || 0,
+      vlm_total: data.vlm_total || data.total_scenes || 0
+    }
+    
+    if (fileStatsCache.value[fileUuid]) {
+      fileStatsCache.value[fileUuid].scene_vlm = stats
+    }
+    
+    return stats
+  } catch (e) {
+    console.warn('loadSceneVlmStats failed:', e)
+    return null
+  }
+}
+
 export function getPipelineStats(fileUuid: string): PipelineStats | null {
   return pipelineStatsCache.value[fileUuid] || null
 }