diff --git a/problem/serializers.py b/problem/serializers.py
index a4d8929..fb37624 100644
--- a/problem/serializers.py
+++ b/problem/serializers.py
@@ -122,6 +122,12 @@ class EditTagSerializer(serializers.Serializer):
     name = serializers.CharField(max_length=32)
 
 
+class BatchProblemTagSerializer(serializers.Serializer):
+    problem_ids = serializers.ListField(child=serializers.IntegerField(), allow_empty=False)
+    tag_names = serializers.ListField(child=serializers.CharField(max_length=32), allow_empty=False)
+    action = serializers.ChoiceField(choices=["add", "remove"])
+
+
 class BaseProblemSerializer(serializers.ModelSerializer):
     tags = serializers.SlugRelatedField(many=True, slug_field="name", read_only=True)
     created_by = UsernameSerializer()
diff --git a/problem/urls/admin.py b/problem/urls/admin.py
index 56dff4e..b0b65b4 100644
--- a/problem/urls/admin.py
+++ b/problem/urls/admin.py
@@ -2,6 +2,7 @@ from django.urls import path
 
 from ..views.admin import (
     AddContestProblemAPI,
+    BatchProblemTagAPI,
     ContestProblemAPI,
     MakeContestProblemPublicAPIView,
     ProblemAPI,
@@ -27,6 +28,7 @@ urlpatterns = [
     path("problem/top_ac_trend", TopACTrendAPI.as_view()),
     path("problem/flowchart", ProblemFlowchartAIGen.as_view()),
     path("problem/tag", TagAdminAPI.as_view()),
+    path("problem/batch_tag", BatchProblemTagAPI.as_view()),
     path("contest/problem", ContestProblemAPI.as_view()),
     path("contest_problem/make_public", MakeContestProblemPublicAPIView.as_view()),
     path("contest/add_problem_from_public", AddContestProblemAPI.as_view()),
diff --git a/problem/views/admin.py b/problem/views/admin.py
index c8e6a69..0e9121e 100644
--- a/problem/views/admin.py
+++ b/problem/views/admin.py
@@ -22,6 +22,7 @@ from utils.shortcuts import natural_sort_key, rand_str
 from ..models import Problem, ProblemTag
 from ..serializers import (
     AddContestProblemSerializer,
+    BatchProblemTagSerializer,
     ContestProblemMakePublicSerializer,
     CreateContestProblemSerializer,
     CreateProblemSerializer,
@@ -34,7 +35,7 @@ from ..serializers import (
     TagAdminSerializer,
     TestCaseUploadForm,
 )
-from ..services import clear_tag_cache, resolve_tags
+from ..services import clear_tag_cache, find_tags, resolve_tags
 from ..utils import generate_sql_display
 
 
@@ -554,6 +555,37 @@ class TagAdminAPI(APIView):
         return self.success()
 
 
+class BatchProblemTagAPI(APIView):
+    @problem_permission_required
+    @validate_serializer(BatchProblemTagSerializer)
+    def post(self, request):
+        data = request.data
+        problems = Problem.objects.filter(id__in=data["problem_ids"], contest_id__isnull=True)
+        if not request.user.can_mgmt_all_problem():
+            problems = problems.filter(created_by=request.user)
+        problems = list(problems)
+        if not problems:
+            return self.error("没有可操作的题目")
+
+        # 添加时按需新建标签，移除时只认已有标签
+        if data["action"] == "add":
+            tags = resolve_tags(data["tag_names"])
+        else:
+            tags = find_tags(data["tag_names"])
+        if not tags:
+            return self.error("没有匹配的标签")
+
+        for problem in problems:
+            if data["action"] == "add":
+                problem.tags.add(*tags)
+            else:
+                problem.tags.remove(*tags)
+
+        # 题目数变化会影响前台标签列表（只展示 problem_count > 0 的）
+        clear_tag_cache()
+        return self.success({"problem_count": len(problems), "tag_count": len(tags)})
+
+
 class ProblemVisibleAPI(APIView):
     @problem_permission_required
     def put(self, request):