diff --git a/core/backend/apps/assets/views.py b/core/backend/apps/assets/views.py
index e72841d..fa087ed 100644
--- a/core/backend/apps/assets/views.py
+++ b/core/backend/apps/assets/views.py
@@ -3,6 +3,7 @@ import uuid
 
 import requests
 from django.db import transaction
+from django.db.models import Q
 from django.http import StreamingHttpResponse
 from rest_framework import status
 from rest_framework.decorators import action
@@ -27,6 +28,26 @@ class AssetPagination(PageNumberPagination):
     max_page_size = 200
 
 
+# 资产库 tab → 查询条件。与前端 assetTab(library.tsx)完全一致,供服务端按页过滤/计数。
+_KNOWN_CATS = ["person", "scene", "product_image", "final_video", "upload"]
+
+
+def _tab_q(tab: str) -> Q:
+    if tab == "people":
+        return Q(category="person")
+    if tab == "scenes":
+        return Q(category="scene")
+    if tab == "products":
+        return Q(category="product_image")
+    if tab == "uploads":
+        return Q(category="upload")
+    if tab == "finals":  # final_video,或「未归类但是视频」
+        return Q(category="final_video") | (~Q(category__in=_KNOWN_CATS) & Q(asset_type="video"))
+    if tab == "unclassified":  # 未归类且非视频
+        return ~Q(category__in=_KNOWN_CATS) & ~Q(asset_type="video")
+    return Q()
+
+
 class AssetViewSet(TeamScopedViewSetMixin, ModelViewSet):
     # select_related 回溯链:asset → origin_task → project,供序列化器解析资产归属商品(避免 N+1)。
     # ★ defer 掉 AITask 的两个巨型 JSON 列(request/response payload):列表序列化只需 project.product_id,
@@ -43,6 +64,53 @@ class AssetViewSet(TeamScopedViewSetMixin, ModelViewSet):
     search_fields = ["name", "description"]
     ordering_fields = ["created_at", "updated_at", "name"]
 
+    def get_queryset(self):
+        """服务端过滤,支持各页按需懒加载(不再前端取全量后客户端切片)。
+        参数:tab(资产库分桶)/category/asset_type/source/product/q(搜索)/m_<key>(metadata 过滤)/ordering。
+        默认按 -created_at 排序——无 ORDER BY 时分页会重/漏。"""
+        qs = super().get_queryset()
+        p = self.request.query_params
+        if p.get("tab"):
+            qs = qs.filter(_tab_q(p["tab"]))
+        if p.get("category"):
+            qs = qs.filter(category=p["category"])
+        if p.get("asset_type"):
+            qs = qs.filter(asset_type=p["asset_type"])
+        if p.get("source"):
+            qs = qs.filter(source=p["source"])
+        if p.get("product"):
+            # 资产归属商品:独立生图写在 metadata.product_id;项目内生成回溯 origin_task→project→product
+            qs = qs.filter(Q(metadata__product_id=p["product"]) | Q(origin_task__project__product_id=p["product"]))
+        if p.get("q"):
+            qs = qs.filter(Q(name__icontains=p["q"]) | Q(description__icontains=p["q"]))
+        for key, val in p.items():
+            if key.startswith("m_") and val:
+                qs = qs.filter(**{f"metadata__{key[2:]}": val})
+        ordering = p.get("ordering") or "-created_at"
+        return qs.order_by(ordering)
+
+    @action(detail=False, methods=["get"])
+    def summary(self, request):
+        """资产库 tab 计数(人物/场景/商品图/成片/我的上传/未分类),供 tab 徽标——不必取全量。"""
+        base = Asset.objects.filter(team=self.get_team())
+        tabs = ["people", "scenes", "products", "finals", "uploads", "unclassified"]
+        return Response({t: base.filter(_tab_q(t)).count() for t in tabs})
+
+    @action(detail=False, methods=["get"])
+    def facets(self, request):
+        """某 tab 下真实存在的筛选项(来源/类型/指定 metadata 键的取值),供下拉「只列真有的」。
+        参数:tab、meta_keys=gender,age,role,...(逗号分隔)。"""
+        base = Asset.objects.filter(team=self.get_team())
+        if request.query_params.get("tab"):
+            base = base.filter(_tab_q(request.query_params["tab"]))
+        sources = sorted(s for s in base.values_list("source", flat=True).distinct() if s)
+        kinds = sorted(k for k in base.values_list("asset_type", flat=True).distinct() if k)
+        meta = {}
+        for key in (k for k in request.query_params.get("meta_keys", "").split(",") if k):
+            vals = base.values_list(f"metadata__{key}", flat=True)
+            meta[key] = sorted({str(v) for v in vals if v not in (None, "")})
+        return Response({"sources": sources, "kinds": kinds, "metadata": meta})
+
     @action(detail=True, methods=["get"], url_path="raw")
     def raw(self, request, pk=None):
         """同源流式代理资产主文件。TOS 桶未配 CORS,浏览器 JS 读不到跨域媒体数据——
diff --git a/core/backend/apps/products/views.py b/core/backend/apps/products/views.py
index 9878752..65eaf4b 100644
--- a/core/backend/apps/products/views.py
+++ b/core/backend/apps/products/views.py
@@ -17,7 +17,12 @@ from .serializers import ProductSerializer
 
 
 class ProductViewSet(TeamScopedViewSetMixin, ModelViewSet):
-    queryset = Product.objects.prefetch_related("images", "selling_points").all()
+    # 预取 图片资产文件 + 封面资产文件:序列化器内嵌 preview_url 时不再 N+1(也让前端无需全量 assets 反查)
+    queryset = (
+        Product.objects.select_related("cover_asset")
+        .prefetch_related("images__asset__files", "cover_asset__files", "selling_points")
+        .all()
+    )
     serializer_class = ProductSerializer
     search_fields = ["title", "brand", "category"]
     ordering_fields = ["created_at", "updated_at", "title"]