diff --git a/apps/web/src/pages/assets/hooks/asset-operations/batchOperations.ts b/apps/web/src/pages/assets/hooks/asset-operations/batchOperations.ts
new file mode 100644
index 000000000..2f71325ba
--- /dev/null
+++ b/apps/web/src/pages/assets/hooks/asset-operations/batchOperations.ts
@@ -0,0 +1,274 @@
+import { useCallback } from "react"
+import { message } from "antd"
+import {
+  batchDeleteAssets,
+  batchTagAssets,
+  batchClassifyAssets,
+  batchMarkAssets,
+  type BatchOperationResult,
+} from "@/api/assets"
+import type { SmartViewType } from "../../components/BatchMarkModal"
+import { SMART_VIEW_LABELS } from "./constants"
+
+interface BatchOperationDeps {
+  selectedIds: Set<string>
+  invalidateAssets: () => void
+  showResult: (result: BatchOperationResult, title: string) => void
+  setLoading: (loading: boolean) => void
+  queryClient: ReturnType<typeof import("@tanstack/react-query").useQueryClient>
+}
+
+interface BatchTagState {
+  batchTags: string[]
+  setBatchTags: (tags: string[]) => void
+  tagMode: "add" | "replace"
+  setTagMode: (mode: "add" | "replace") => void
+  setTagModalOpen: (open: boolean) => void
+  setBatchTagInput: (val: string) => void
+  batchTagInput: string
+}
+
+interface BatchClassifyState {
+  batchCategory: string
+  setBatchCategory: (cat: string) => void
+  setClassifyModalOpen: (open: boolean) => void
+}
+
+interface BatchMarkState {
+  batchSmartView: SmartViewType
+  setBatchSmartView: (view: SmartViewType) => void
+  setMarkModalOpen: (open: boolean) => void
+}
+
+/**
+ * 批量删除
+ */
+export const useBatchDelete = ({
+  selectedIds,
+  invalidateAssets,
+  showResult,
+  setLoading,
+}: BatchOperationDeps) => {
+  return useCallback(async () => {
+    const ids = Array.from(selectedIds)
+    setLoading(true)
+    try {
+      const result = await batchDeleteAssets(ids)
+      invalidateAssets()
+      showResult(result, "批量删除")
+      if (result.failure_count === 0) {
+        message.success(`成功删除 ${result.success_count} 个素材`)
+      } else {
+        message.warning(
+          `删除完成：成功 ${result.success_count} 个，失败 ${result.failure_count} 个`,
+        )
+      }
+    } catch {
+      message.error("批量删除失败，请重试")
+    } finally {
+      setLoading(false)
+    }
+  }, [selectedIds, invalidateAssets, showResult, setLoading])
+}
+
+/**
+ * 批量打标签
+ */
+export const useBatchTag = (
+  deps: BatchOperationDeps &
+    BatchTagState & {
+      queryClient: ReturnType<typeof import("@tanstack/react-query").useQueryClient>
+    },
+) => {
+  const {
+    selectedIds,
+    showResult,
+    setLoading,
+    batchTags,
+    tagMode,
+    setTagModalOpen,
+    setBatchTags,
+    setBatchTagInput,
+    setTagMode,
+    queryClient,
+  } = deps
+
+  const handleBatchTag = useCallback(async () => {
+    if (batchTags.length === 0) {
+      message.warning("请至少输入一个标签")
+      return
+    }
+    const ids = Array.from(selectedIds)
+    setLoading(true)
+    try {
+      const result = await batchTagAssets({
+        asset_ids: ids,
+        tags: batchTags,
+        mode: tagMode,
+      })
+      queryClient.invalidateQueries({ queryKey: ["assets"] })
+      showResult(result, "批量打标签")
+      setTagModalOpen(false)
+      setBatchTags([])
+      setBatchTagInput("")
+      setTagMode("add")
+      if (result.failure_count === 0) {
+        message.success(`成功为 ${result.success_count} 个素材打标签`)
+      } else {
+        message.warning(
+          `打标签完成：成功 ${result.success_count} 个，失败 ${result.failure_count} 个`,
+        )
+      }
+    } catch {
+      message.error("批量打标签失败，请重试")
+    } finally {
+      setLoading(false)
+    }
+  }, [
+    batchTags,
+    selectedIds,
+    tagMode,
+    queryClient,
+    showResult,
+    setLoading,
+    setTagModalOpen,
+    setBatchTags,
+    setBatchTagInput,
+    setTagMode,
+  ])
+
+  const handleTagInputKeyDown = useCallback(
+    (e: React.KeyboardEvent) => {
+      if (e.key === "Enter" && deps.batchTagInput.trim()) {
+        e.preventDefault()
+        const tag = deps.batchTagInput.trim()
+        if (!batchTags.includes(tag)) {
+          setBatchTags([...batchTags, tag])
+        }
+        setBatchTagInput("")
+      }
+    },
+    [deps.batchTagInput, batchTags, setBatchTags, setBatchTagInput],
+  )
+
+  const removeBatchTag = useCallback(
+    (tag: string) => {
+      setBatchTags(batchTags.filter((t) => t !== tag))
+    },
+    [batchTags, setBatchTags],
+  )
+
+  return { handleBatchTag, handleTagInputKeyDown, removeBatchTag }
+}
+
+/**
+ * 批量改分类
+ */
+export const useBatchClassify = (
+  deps: BatchOperationDeps &
+    BatchClassifyState & {
+      queryClient: ReturnType<typeof import("@tanstack/react-query").useQueryClient>
+    },
+) => {
+  const {
+    selectedIds,
+    showResult,
+    setLoading,
+    batchCategory,
+    setClassifyModalOpen,
+    setBatchCategory,
+    queryClient,
+  } = deps
+
+  return useCallback(async () => {
+    if (!batchCategory) {
+      message.warning("请选择分类")
+      return
+    }
+    const ids = Array.from(selectedIds)
+    setLoading(true)
+    try {
+      const result = await batchClassifyAssets({
+        asset_ids: ids,
+        category: batchCategory,
+      })
+      queryClient.invalidateQueries({ queryKey: ["assets"] })
+      showResult(result, "批量改分类")
+      setClassifyModalOpen(false)
+      setBatchCategory("")
+      if (result.failure_count === 0) {
+        message.success(`成功将 ${result.success_count} 个素材改为「${batchCategory}」`)
+      } else {
+        message.warning(
+          `改分类完成：成功 ${result.success_count} 个，失败 ${result.failure_count} 个`,
+        )
+      }
+    } catch {
+      message.error("批量改分类失败，请重试")
+    } finally {
+      setLoading(false)
+    }
+  }, [
+    batchCategory,
+    selectedIds,
+    queryClient,
+    showResult,
+    setLoading,
+    setClassifyModalOpen,
+    setBatchCategory,
+  ])
+}
+
+/**
+ * 批量智能标记
+ */
+export const useBatchMark = (
+  deps: BatchOperationDeps &
+    BatchMarkState & {
+      queryClient: ReturnType<typeof import("@tanstack/react-query").useQueryClient>
+    },
+) => {
+  const {
+    selectedIds,
+    showResult,
+    setLoading,
+    batchSmartView,
+    setMarkModalOpen,
+    setBatchSmartView,
+    queryClient,
+  } = deps
+
+  return useCallback(async () => {
+    const ids = Array.from(selectedIds)
+    setLoading(true)
+    try {
+      const result = await batchMarkAssets({
+        asset_ids: ids,
+        smart_view: batchSmartView,
+      })
+      queryClient.invalidateQueries({ queryKey: ["assets"] })
+      showResult(result, "批量智能标记")
+      setMarkModalOpen(false)
+      const label = SMART_VIEW_LABELS[batchSmartView]
+      if (result.failure_count === 0) {
+        message.success(`成功将 ${result.success_count} 个素材标记为「${label}」`)
+      } else {
+        message.warning(
+          `智能标记完成：成功 ${result.success_count} 个，失败 ${result.failure_count} 个`,
+        )
+      }
+    } catch {
+      message.error("批量智能标记失败，请重试")
+    } finally {
+      setLoading(false)
+    }
+  }, [
+    batchSmartView,
+    selectedIds,
+    queryClient,
+    showResult,
+    setLoading,
+    setMarkModalOpen,
+    setBatchSmartView,
+  ])
+}
diff --git a/apps/web/src/pages/assets/hooks/asset-operations/constants.ts b/apps/web/src/pages/assets/hooks/asset-operations/constants.ts
new file mode 100644
index 000000000..d86e3ec72
--- /dev/null
+++ b/apps/web/src/pages/assets/hooks/asset-operations/constants.ts
@@ -0,0 +1,8 @@
+import type { SmartViewType } from "../../components/BatchMarkModal"
+
+/** 智能标记 → 中文标签映射 */
+export const SMART_VIEW_LABELS: Record<SmartViewType, string> = {
+  recommended: "推荐",
+  caution: "慎用",
+  high_risk: "高风险",
+}
diff --git a/apps/web/src/pages/assets/hooks/asset-operations/useSingleOperations.ts b/apps/web/src/pages/assets/hooks/asset-operations/useSingleOperations.ts
new file mode 100644
index 000000000..17afc9d0b
--- /dev/null
+++ b/apps/web/src/pages/assets/hooks/asset-operations/useSingleOperations.ts
@@ -0,0 +1,92 @@
+import { useCallback } from "react"
+import { useQueryClient } from "@tanstack/react-query"
+import { message } from "antd"
+import { getAssetDiagnosis, deleteAsset, type BatchOperationResult } from "@/api/assets"
+import type { AssetItem } from "../../types"
+
+interface UseSingleOperationsOptions {
+  selectedIds: Set<string>
+  setSelectedIds: (ids: Set<string>) => void
+  invalidateAssets: () => void
+}
+
+/**
+ * 单个素材操作（诊断 + 删除）
+ */
+export const useSingleOperations = ({
+  selectedIds,
+  setSelectedIds,
+  invalidateAssets,
+}: UseSingleOperationsOptions) => {
+  const queryClient = useQueryClient()
+
+  /* 诊断 */
+  const handleDiagnose = useCallback(
+    async (asset: AssetItem, setDiagnosingId: (id: string | null) => void) => {
+      setDiagnosingId(asset.id)
+      try {
+        const result = await getAssetDiagnosis(asset.id)
+        const score = result.readiness_score ?? "-"
+        message.success(`"${asset.name}" 诊断完成，就绪分：${score}`)
+        queryClient.invalidateQueries({ queryKey: ["assets"] })
+      } catch {
+        message.error(`"${asset.name}" 诊断失败`)
+      } finally {
+        setDiagnosingId(null)
+      }
+    },
+    [queryClient],
+  )
+
+  /* 单个素材删除 */
+  const handleSingleDelete = useCallback(
+    async (assetId: string) => {
+      try {
+        await deleteAsset(assetId)
+        invalidateAssets()
+        // 从选中集合中移除
+        const next = new Set(selectedIds)
+        next.delete(assetId)
+        setSelectedIds(next)
+        message.success("素材已删除")
+      } catch {
+        message.error("删除失败，请重试")
+      }
+    },
+    [invalidateAssets, selectedIds, setSelectedIds],
+  )
+
+  return { handleDiagnose, handleSingleDelete }
+}
+
+/**
+ * 批量操作通用工具
+ */
+export const useBatchHelpers = (
+  queryClient: ReturnType<typeof useQueryClient>,
+  setSelectedIds: (ids: Set<string>) => void,
+) => {
+  const invalidateAssets = useCallback(() => {
+    queryClient.invalidateQueries({ queryKey: ["assets"] })
+    queryClient.invalidateQueries({ queryKey: ["asset-libraries"] })
+  }, [queryClient])
+
+  const showOperationResult = useCallback(
+    (
+      result: BatchOperationResult,
+      title: string,
+      setResult: (r: BatchOperationResult | null) => void,
+      setTitle: (t: string) => void,
+      setDrawerOpen: (open: boolean) => void,
+      clearSelection = true,
+    ) => {
+      setResult(result)
+      setTitle(title)
+      setDrawerOpen(true)
+      if (clearSelection) setSelectedIds(new Set())
+    },
+    [setSelectedIds],
+  )
+
+  return { invalidateAssets, showOperationResult }
+}
diff --git a/apps/web/src/pages/assets/hooks/useAssetOperations.ts b/apps/web/src/pages/assets/hooks/useAssetOperations.ts
index d1ec91f29..ce99f80a3 100644
--- a/apps/web/src/pages/assets/hooks/useAssetOperations.ts
+++ b/apps/web/src/pages/assets/hooks/useAssetOperations.ts
@@ -1,23 +1,15 @@
 import { useState, useCallback } from "react"
 import { useQueryClient } from "@tanstack/react-query"
-import { message } from "antd"
+import { useSingleOperations, useBatchHelpers } from "./asset-operations/useSingleOperations"
 import {
-  deleteAsset,
-  getAssetDiagnosis,
-  batchDeleteAssets,
-  batchTagAssets,
-  batchClassifyAssets,
-  batchMarkAssets,
-  type BatchOperationResult,
-} from "@/api/assets"
-import type { AssetItem } from "../types"
+  useBatchDelete,
+  useBatchTag,
+  useBatchClassify,
+  useBatchMark,
+} from "./asset-operations/batchOperations"
 import type { SmartViewType } from "../components/BatchMarkModal"
+import type { BatchOperationResult } from "@/api/assets"
 
-/**
- * 素材操作 Hook
- * 封装素材的诊断、删除、批量打标签、批量改分类、批量智能标记等操作，
- * 以及相关弹窗和结果展示的状态管理
- */
 interface UseAssetOperationsProps {
   selectedIds: Set<string>
   setSelectedIds: (ids: Set<string>) => void
@@ -25,6 +17,10 @@ interface UseAssetOperationsProps {
 
 export function useAssetOperations({ selectedIds, setSelectedIds }: UseAssetOperationsProps) {
   const queryClient = useQueryClient()
+  const { invalidateAssets, showOperationResult: showResultBase } = useBatchHelpers(
+    queryClient,
+    setSelectedIds,
+  )
 
   /* ── 诊断状态 ── */
   const [diagnosingId, setDiagnosingId] = useState<string | null>(null)
@@ -53,204 +49,72 @@ export function useAssetOperations({ selectedIds, setSelectedIds }: UseAssetOper
   /* ── 批量操作 loading ── */
   const [batchLoading, setBatchLoading] = useState(false)
 
-  /* ── 刷新数据辅助函数 ── */
-  const invalidateAssets = useCallback(() => {
-    queryClient.invalidateQueries({ queryKey: ["assets"] })
-    queryClient.invalidateQueries({ queryKey: ["asset-libraries"] })
-  }, [queryClient])
-
-  /* ── 诊断 ── */
-  const handleDiagnose = useCallback(
-    async (asset: AssetItem) => {
-      setDiagnosingId(asset.id)
-      try {
-        const result = await getAssetDiagnosis(asset.id)
-        const score = result.readiness_score ?? "-"
-        message.success(`"${asset.name}" 诊断完成，就绪分：${score}`)
-        queryClient.invalidateQueries({ queryKey: ["assets"] })
-      } catch {
-        message.error(`"${asset.name}" 诊断失败`)
-      } finally {
-        setDiagnosingId(null)
-      }
-    },
-    [queryClient],
-  )
-
-  /* ── 单个素材删除 ── */
-  const handleSingleDelete = useCallback(
-    async (assetId: string) => {
-      try {
-        await deleteAsset(assetId)
-        invalidateAssets()
-        // 从选中集合中移除
-        setSelectedIds(
-          (() => {
-            const next = new Set(selectedIds)
-            next.delete(assetId)
-            return next
-          })(),
-        )
-        message.success("素材已删除")
-      } catch {
-        message.error("删除失败，请重试")
-      }
-    },
-    [invalidateAssets, selectedIds, setSelectedIds],
-  )
-
-  /* ── 显示操作结果 ── */
+  /* ── 操作结果展示 ── */
   const showOperationResult = useCallback(
     (result: BatchOperationResult, title: string, clearSelection = true) => {
-      setOperationResult(result)
-      setOperationTitle(title)
-      setResultDrawerOpen(true)
-      if (clearSelection) setSelectedIds(new Set())
+      showResultBase(
+        result,
+        title,
+        setOperationResult,
+        setOperationTitle,
+        setResultDrawerOpen,
+        clearSelection,
+      )
     },
-    [setSelectedIds],
+    [showResultBase],
   )
 
+  /* ── 单个操作 ── */
+  const { handleDiagnose: handleDiagnoseRaw, handleSingleDelete } = useSingleOperations({
+    selectedIds,
+    setSelectedIds,
+    invalidateAssets,
+  })
+
+  const handleDiagnose = useCallback(
+    (asset: Parameters<typeof handleDiagnoseRaw>[0]) => handleDiagnoseRaw(asset, setDiagnosingId),
+    [handleDiagnoseRaw],
+  )
+
+  /* ── 批量操作 deps ── */
+  const batchDeps = {
+    selectedIds,
+    invalidateAssets,
+    showResult: showOperationResult,
+    setLoading: setBatchLoading,
+    queryClient,
+  }
+
   /* ── 批量删除 ── */
-  const handleBatchDelete = useCallback(async () => {
-    const ids = Array.from(selectedIds)
-    setBatchLoading(true)
-    try {
-      const result = await batchDeleteAssets(ids)
-      invalidateAssets()
-      showOperationResult(result, "批量删除")
-      if (result.failure_count === 0) {
-        message.success(`成功删除 ${result.success_count} 个素材`)
-      } else {
-        message.warning(
-          `删除完成：成功 ${result.success_count} 个，失败 ${result.failure_count} 个`,
-        )
-      }
-    } catch {
-      message.error("批量删除失败，请重试")
-    } finally {
-      setBatchLoading(false)
-    }
-  }, [selectedIds, invalidateAssets, showOperationResult])
+  const handleBatchDelete = useBatchDelete(batchDeps)
 
   /* ── 批量打标签 ── */
-  const handleBatchTag = useCallback(async () => {
-    if (batchTags.length === 0) {
-      message.warning("请至少输入一个标签")
-      return
-    }
-    const ids = Array.from(selectedIds)
-    setBatchLoading(true)
-    try {
-      const result = await batchTagAssets({
-        asset_ids: ids,
-        tags: batchTags,
-        mode: tagMode,
-      })
-      queryClient.invalidateQueries({ queryKey: ["assets"] })
-      showOperationResult(result, "批量打标签")
-      setTagModalOpen(false)
-      setBatchTags([])
-      setBatchTagInput("")
-      setTagMode("add")
-      if (result.failure_count === 0) {
-        message.success(`成功为 ${result.success_count} 个素材打标签`)
-      } else {
-        message.warning(
-          `打标签完成：成功 ${result.success_count} 个，失败 ${result.failure_count} 个`,
-        )
-      }
-    } catch {
-      message.error("批量打标签失败，请重试")
-    } finally {
-      setBatchLoading(false)
-    }
-  }, [batchTags, selectedIds, tagMode, queryClient, showOperationResult])
-
-  /* ── 标签输入处理 ── */
-  const handleTagInputKeyDown = useCallback(
-    (e: React.KeyboardEvent) => {
-      if (e.key === "Enter" && batchTagInput.trim()) {
-        e.preventDefault()
-        const tag = batchTagInput.trim()
-        if (!batchTags.includes(tag)) {
-          setBatchTags([...batchTags, tag])
-        }
-        setBatchTagInput("")
-      }
-    },
-    [batchTagInput, batchTags],
-  )
-
-  const removeBatchTag = useCallback(
-    (tag: string) => {
-      setBatchTags(batchTags.filter((t) => t !== tag))
-    },
-    [batchTags],
-  )
+  const { handleBatchTag, handleTagInputKeyDown, removeBatchTag } = useBatchTag({
+    ...batchDeps,
+    batchTags,
+    setBatchTags,
+    tagMode,
+    setTagMode,
+    setTagModalOpen,
+    setBatchTagInput,
+    batchTagInput,
+  })
 
   /* ── 批量改分类 ── */
-  const handleBatchClassify = useCallback(async () => {
-    if (!batchCategory) {
-      message.warning("请选择分类")
-      return
-    }
-    const ids = Array.from(selectedIds)
-    setBatchLoading(true)
-    try {
-      const result = await batchClassifyAssets({
-        asset_ids: ids,
-        category: batchCategory,
-      })
-      queryClient.invalidateQueries({ queryKey: ["assets"] })
-      showOperationResult(result, "批量改分类")
-      setClassifyModalOpen(false)
-      setBatchCategory("")
-      if (result.failure_count === 0) {
-        message.success(`成功将 ${result.success_count} 个素材改为「${batchCategory}」`)
-      } else {
-        message.warning(
-          `改分类完成：成功 ${result.success_count} 个，失败 ${result.failure_count} 个`,
-        )
-      }
-    } catch {
-      message.error("批量改分类失败，请重试")
-    } finally {
-      setBatchLoading(false)
-    }
-  }, [batchCategory, selectedIds, queryClient, showOperationResult])
+  const handleBatchClassify = useBatchClassify({
+    ...batchDeps,
+    batchCategory,
+    setBatchCategory,
+    setClassifyModalOpen,
+  })
 
   /* ── 批量智能标记 ── */
-  const handleBatchMark = useCallback(async () => {
-    const ids = Array.from(selectedIds)
-    setBatchLoading(true)
-    try {
-      const result = await batchMarkAssets({
-        asset_ids: ids,
-        smart_view: batchSmartView,
-      })
-      queryClient.invalidateQueries({ queryKey: ["assets"] })
-      showOperationResult(result, "批量智能标记")
-      setMarkModalOpen(false)
-      const labelMap: Record<SmartViewType, string> = {
-        recommended: "推荐",
-        caution: "慎用",
-        high_risk: "高风险",
-      }
-      if (result.failure_count === 0) {
-        message.success(
-          `成功将 ${result.success_count} 个素材标记为「${labelMap[batchSmartView]}」`,
-        )
-      } else {
-        message.warning(
-          `智能标记完成：成功 ${result.success_count} 个，失败 ${result.failure_count} 个`,
-        )
-      }
-    } catch {
-      message.error("批量智能标记失败，请重试")
-    } finally {
-      setBatchLoading(false)
-    }
-  }, [batchSmartView, selectedIds, queryClient, showOperationResult])
+  const handleBatchMark = useBatchMark({
+    ...batchDeps,
+    batchSmartView,
+    setBatchSmartView,
+    setMarkModalOpen,
+  })
 
   /* ── 关闭结果 Drawer ── */
   const handleResultDrawerClose = useCallback(() => {