diff --git a/server/routers/knowledge_router.py b/server/routers/knowledge_router.py
index 3c8973d3..2b06a966 100644
--- a/server/routers/knowledge_router.py
+++ b/server/routers/knowledge_router.py
@@ -659,6 +659,55 @@ async def get_document_content(db_id: str, doc_id: str, current_user: User = Dep
         return {"message": "Failed to get file content", "status": "failed"}
 
 
+@knowledge.delete("/databases/{db_id}/documents/batch")
+async def batch_delete_documents(db_id: str, file_ids: list[str] = Body(...), current_user: User = Depends(get_admin_user)):
+    """批量删除文档或文件夹"""
+    logger.debug(f"BATCH DELETE documents {file_ids} in {db_id}")
+    await _ensure_database_not_dify(db_id, "批量文档删除")
+    
+    deleted_count = 0
+    failed_items = []
+    
+    for doc_id in file_ids:
+        try:
+            file_meta_info = await knowledge_base.get_file_basic_info(db_id, doc_id)
+
+            # Check if it is a folder
+            is_folder = file_meta_info.get("meta", {}).get("is_folder", False)
+            if is_folder:
+                await knowledge_base.delete_folder(db_id, doc_id)
+                deleted_count += 1
+                continue
+
+            file_name = file_meta_info.get("meta", {}).get("filename")
+
+            # 尝试从MinIO删除文件，如果失败（例如旧知识库没有MinIO实例），则忽略
+            try:
+                minio_client = get_minio_client()
+                await minio_client.adelete_file("ref-" + db_id.replace("_", "-"), file_name)
+                logger.debug(f"成功从MinIO删除文件: {file_name}")
+            except Exception as minio_error:
+                logger.warning(f"从MinIO删除文件失败（可能是旧知识库）: {minio_error}")
+
+            # 无论MinIO删除是否成功，都继续从知识库删除
+            await knowledge_base.delete_file(db_id, doc_id)
+            deleted_count += 1
+        except Exception as e:
+            logger.error(f"批量删除过程中删除文档 {doc_id} 失败: {e}, {traceback.format_exc()}")
+            failed_items.append({"doc_id": doc_id, "error": str(e)})
+
+    if failed_items:
+        if deleted_count == 0:
+            raise HTTPException(status_code=400, detail=f"批量删除失败: 所有 {len(failed_items)} 个文件均未删除。")
+        return {
+            "message": f"部分删除成功: 已删除 {deleted_count} 个文件，失败 {len(failed_items)} 个", 
+            "deleted_count": deleted_count,
+            "failed_items": failed_items
+        }
+
+    return {"message": f"批量删除成功: 已删除 {deleted_count} 个文件", "deleted_count": deleted_count}
+
+
 @knowledge.delete("/databases/{db_id}/documents/{doc_id}")
 async def delete_document(db_id: str, doc_id: str, current_user: User = Depends(get_admin_user)):
     """删除文档或文件夹"""
diff --git a/web/src/apis/knowledge_api.js b/web/src/apis/knowledge_api.js
index 7e78794f..f835e2a4 100644
--- a/web/src/apis/knowledge_api.js
+++ b/web/src/apis/knowledge_api.js
@@ -145,6 +145,22 @@ export const documentApi = {
     return apiAdminDelete(`/api/knowledge/databases/${dbId}/documents/${docId}`)
   },
 
+  /**
+   * 批量删除文档
+   * @param {string} dbId - 知识库ID
+   * @param {Array} fileIds - 文件ID列表
+   * @returns {Promise} - 批量删除结果
+   */
+  batchDeleteDocuments: async (dbId, fileIds) => {
+    return apiRequest(`/api/knowledge/databases/${dbId}/documents/batch`, {
+      method: 'DELETE',
+      headers: {
+        'Content-Type': 'application/json'
+      },
+      body: JSON.stringify(fileIds)
+    }, true, 'json')
+  },
+
   /**
    * 下载文档
    * @param {string} dbId - 知识库ID
diff --git a/web/src/stores/database.js b/web/src/stores/database.js
index bc359b66..c6dbe44d 100644
--- a/web/src/stores/database.js
+++ b/web/src/stores/database.js
@@ -208,24 +208,36 @@ export const useDatabaseStore = defineStore('database', () => {
         state.batchDeleting = true
         let successCount = 0
         let failureCount = 0
-        let progressMessage = message.loading(`正在删除文件 0/${validFileIds.length}`, 0)
+        let processedCount = 0
+        const totalCount = validFileIds.length
+        const progressKey = `batch-delete-${Date.now()}`
+        message.loading({ content: `正在删除文件 0/${totalCount}`, key: progressKey, duration: 0 })
 
         try {
-          for (let i = 0; i < validFileIds.length; i++) {
-            const fileId = validFileIds[i]
+          const CHUNK_SIZE = 50
+          for (let i = 0; i < totalCount; i += CHUNK_SIZE) {
+            const chunk = validFileIds.slice(i, i + CHUNK_SIZE)
+
             try {
-              await deleteFile(fileId)
-              successCount++
-            } catch (error) {
-              console.error(`删除文件 ${fileId} 失败:`, error)
-              failureCount++
-            }
-            progressMessage?.()
-            if (i + 1 < validFileIds.length) {
-              progressMessage = message.loading(`正在删除文件 ${i + 1}/${validFileIds.length}`, 0)
+              const res = await documentApi.batchDeleteDocuments(databaseId.value, chunk)
+              successCount += res.deleted_count || 0
+              if (res.failed_items) {
+                failureCount += res.failed_items.length
+              }
+            } catch (err) {
+              console.error(`删除批次 ${i / CHUNK_SIZE + 1} 失败:`, err)
+              failureCount += chunk.length
+            } finally {
+              processedCount += chunk.length
+              message.loading({
+                content: `正在删除文件 ${processedCount}/${totalCount}`,
+                key: progressKey,
+                duration: 0
+              })
             }
           }
-          progressMessage?.()
+
+          message.destroy(progressKey)
           if (successCount > 0 && failureCount === 0) {
             message.success(`成功删除 ${successCount} 个文件`)
           } else if (successCount > 0 && failureCount > 0) {
@@ -233,12 +245,13 @@ export const useDatabaseStore = defineStore('database', () => {
           } else if (failureCount > 0) {
             message.error(`${failureCount} 个文件删除失败`)
           }
+
           selectedRowKeys.value = []
           await getDatabaseInfo(undefined, true) // Skip query params for batch deletion
         } catch (error) {
-          progressMessage?.()
+          message.destroy(progressKey)
           console.error('批量删除出错:', error)
-          message.error('批量删除过程中发生错误')
+          message.error(error.message || '批量删除过程中发生错误')
         } finally {
           state.batchDeleting = false
         }