diff --git a/web/backend/routers/douyu.py b/web/backend/routers/douyu.py
index 2e54504..63aae54 100644
--- a/web/backend/routers/douyu.py
+++ b/web/backend/routers/douyu.py
@@ -169,11 +169,18 @@ def task_types(current: User = Depends(require_permission("douyu:task"))):
 @router.get("/accounts", response_model=list[DouyuTaskAccountOut])
 def list_task_accounts(
     search: str = Query(""),
+    ids: str = Query(""),
     db: Session = Depends(get_db),
     current: User = Depends(get_current_user),
 ):
-    """查看可执行斗鱼任务的账号（必须有成功 Cookie）。"""
+    """查看可执行斗鱼任务的账号（必须有成功 Cookie）。
+
+    ids 为逗号分隔的账号 ID，用于工作台按已导入账号过滤；为空时返回全部。
+    """
     query = _visible_task_accounts_query(db, current)
+    id_list = [int(x) for x in ids.split(",") if x.strip().isdigit()]
+    if id_list:
+        query = query.filter(Account.id.in_(id_list))
     search_text = (search or "").strip()
     if search_text:
         pattern = f"%{search_text}%"
diff --git a/web/frontend/src/api/douyu.ts b/web/frontend/src/api/douyu.ts
index c075b53..11167aa 100644
--- a/web/frontend/src/api/douyu.ts
+++ b/web/frontend/src/api/douyu.ts
@@ -11,7 +11,7 @@ import type {
 
 export const douyuApi = {
   taskTypes: () => api.get<Record<string, string>, Record<string, string>>('/douyu/task-types'),
-  listAccounts: (params?: { search?: string }) =>
+  listAccounts: (params?: { search?: string; ids?: string }) =>
     api.get<DouyuTaskAccountItem[], DouyuTaskAccountItem[]>('/douyu/accounts', { params }),
   getConfig: () => api.get<DouyuConfig, DouyuConfig>('/douyu/config'),
   updateConfig: (data: Partial<DouyuConfig>) => api.put<DouyuConfig, DouyuConfig>('/douyu/config', data),
diff --git a/web/frontend/src/pages/DouyuTasksPage.tsx b/web/frontend/src/pages/DouyuTasksPage.tsx
index 90ffc7d..9f63c15 100644
--- a/web/frontend/src/pages/DouyuTasksPage.tsx
+++ b/web/frontend/src/pages/DouyuTasksPage.tsx
@@ -117,6 +117,7 @@ const ESPORTS_TASK_TYPES = new Set([
 const DOUYU_GOLD_AMOUNT_STORAGE_KEY = 'douyu_task_gold_amount';
 const DOUYU_GIFT_COUNT_STORAGE_KEY = 'douyu_task_gift_count';
 const DOUYU_LAYOUT_MODE_STORAGE_KEY = 'douyu_task_layout_mode';
+const DOUYU_WORKBENCH_IDS_STORAGE_KEY = (kind: HandbookKind) => `douyu_task_workbench_ids_${kind}`;
 const CONFIRM_FAIL_TIP_SECONDS = 6;
 
 function resultText(result: Record<string, unknown> | null | undefined, key: string): string {
@@ -272,6 +273,12 @@ export default function DouyuTasksPage({ handbook }: { handbook: HandbookKind })
   const quickActions = isEsportsHandbook ? ESPORTS_QUICK_ACTIONS : ELITE_QUICK_ACTIONS;
   const { can } = usePermissions();
   const [accounts, setAccounts] = useState<DouyuTaskAccountItem[]>([]);
+  // 工作台已导入账号 ID（localStorage 持久化，默认空白，用户手动导入/移除）
+  const [workbenchIds, setWorkbenchIds] = useState<number[]>(() => {
+    const raw = localStorage.getItem(DOUYU_WORKBENCH_IDS_STORAGE_KEY(handbook));
+    if (!raw) return [];
+    return raw.split(',').map(Number).filter(Number.isInteger).filter((id) => id >= 1);
+  });
   const [selectedIds, setSelectedIds] = useState<number[]>([]);
   const [goods, setGoods] = useState<DouyuGoodsItem[]>([]);
   const [tasks, setTasks] = useState<DouyuTaskItem[]>([]);
@@ -450,13 +457,21 @@ export default function DouyuTasksPage({ handbook }: { handbook: HandbookKind })
     setLoading(true);
     try {
       const [accResult, goodsResult, taskResult, cfgResult, typeResult] = await Promise.allSettled([
-        douyuApi.listAccounts(),
+        workbenchIds.length > 0 ? douyuApi.listAccounts({ ids: workbenchIds.join(',') }) : Promise.resolve([]),
         isEsportsHandbook ? douyuApi.listEsportsGoods() : douyuApi.listGoods(),
         douyuApi.listTasks(),
         canConfig ? douyuApi.getConfig() : Promise.resolve(null),
         douyuApi.taskTypes(),
       ]);
-      if (accResult.status === 'fulfilled') setAccounts(accResult.value);
+      if (accResult.status === 'fulfilled') {
+        setAccounts(accResult.value);
+        // 账号被删除等场景下清理已失效的工作台 ID，避免请求残留空 ID
+        if (workbenchIds.length > 0) {
+          const validIds = accResult.value.map((a) => a.id);
+          const next = workbenchIds.filter((id) => validIds.includes(id));
+          if (next.length !== workbenchIds.length) setWorkbenchIds(next);
+        }
+      }
       if (goodsResult.status === 'fulfilled') setGoods(goodsResult.value);
       if (taskResult.status === 'fulfilled') {
         setTasks(taskResult.value);
@@ -489,7 +504,7 @@ export default function DouyuTasksPage({ handbook }: { handbook: HandbookKind })
     } finally {
       setLoading(false);
     }
-  }, [canConfig, isEsportsHandbook]);
+  }, [canConfig, isEsportsHandbook, workbenchIds]);
 
   const loadTasks = useCallback(async () => {
     try {
@@ -510,6 +525,14 @@ export default function DouyuTasksPage({ handbook }: { handbook: HandbookKind })
     localStorage.setItem(DOUYU_LAYOUT_MODE_STORAGE_KEY, layoutMode);
   }, [layoutMode]);
 
+  // 工作台账号集合持久化：移除账号后刷新不再出现
+  useEffect(() => {
+    localStorage.setItem(
+      DOUYU_WORKBENCH_IDS_STORAGE_KEY(handbook),
+      workbenchIds.length ? workbenchIds.join(',') : '',
+    );
+  }, [handbook, workbenchIds]);
+
   // 监听账号表格区域高度变化，动态计算 scroll.y 实现表体内部滚动
   useEffect(() => {
     const node = accountTableAreaRef.current;
@@ -810,16 +833,18 @@ export default function DouyuTasksPage({ handbook }: { handbook: HandbookKind })
   const loadImportPool = useCallback(async () => {
     setImportLoading(true);
     try {
+      // 候选池 = 账号库全量，过滤已导入工作台的账号
       const result = await douyuApi.listAccounts({ search: importSearch });
-      setImportPool(result.filter((a) => !accounts.find((x) => x.id === a.id)));
+      setImportPool(result.filter((a) => !workbenchIds.includes(a.id)));
     } finally {
       setImportLoading(false);
     }
-  }, [importSearch, accounts]);
+  }, [importSearch, workbenchIds]);
   useEffect(() => { if (importOpen) void loadImportPool(); }, [importOpen, loadImportPool]);
 
   const importAccounts = (ids: number[]) => {
     const toImport = importPool.filter((a) => ids.includes(a.id));
+    setWorkbenchIds((prev) => [...new Set([...prev, ...toImport.map((a) => a.id)])]);
     setAccounts((prev) => {
       const existing = new Set(prev.map((a) => a.id));
       return [...prev, ...toImport.filter((a) => !existing.has(a.id))];
@@ -831,8 +856,10 @@ export default function DouyuTasksPage({ handbook }: { handbook: HandbookKind })
 
   const removeSelected = () => {
     const sel = new Set(selectedIds);
+    setWorkbenchIds((prev) => prev.filter((id) => !sel.has(id)));
     setAccounts((prev) => prev.filter((a) => !sel.has(a.id)));
     setSelectedIds([]);
+    message.success(`已移出 ${sel.size} 个账号`);
   };
 
   // ---- Context menu ----
@@ -1524,6 +1551,7 @@ export default function DouyuTasksPage({ handbook }: { handbook: HandbookKind })
           size="small"
           className="douyu-task-record-table"
           loading={loading}
+          locale={{ emptyText: '工作台暂无账号，点击右上角「导入账号」添加' }}
           rowSelection={{
             selectedRowKeys: selectedIds,
             onChange: (keys) => setSelectedIds(keys.map(Number)),
@@ -1746,7 +1774,7 @@ export default function DouyuTasksPage({ handbook }: { handbook: HandbookKind })
             },
           ]}
           pagination={{ pageSize: 10 }}
-          locale={{ emptyText: '没有可导入的账号（操作台已包含所有账号）' }}
+          locale={{ emptyText: '没有可导入的账号' }}
         />
       </Modal>