diff --git a/apps/web-antd/src/components/dict-tag/dict-tag.vue b/apps/web-antd/src/components/dict-tag/dict-tag.vue
index 7d9a5f1f3..8aba7d261 100644
--- a/apps/web-antd/src/components/dict-tag/dict-tag.vue
+++ b/apps/web-antd/src/components/dict-tag/dict-tag.vue
@@ -66,6 +66,7 @@ const dictTag = computed(() => {
   return {
     label: dict.label || '',
     colorType,
+    cssClass: dict.cssClass,
   };
 });
 </script>
diff --git a/apps/web-antd/src/components/form-create/components/dict-select.vue b/apps/web-antd/src/components/form-create/components/dict-select.vue
index c137a5678..80c26cbad 100644
--- a/apps/web-antd/src/components/form-create/components/dict-select.vue
+++ b/apps/web-antd/src/components/form-create/components/dict-select.vue
@@ -13,7 +13,7 @@ import {
   SelectOption,
 } from 'ant-design-vue';
 
-import { getDictObj, getIntDictOptions, getStrDictOptions } from '#/utils';
+import { getDictOptions } from '#/utils';
 
 defineOptions({ name: 'DictSelect' });
 
@@ -25,17 +25,16 @@ const props = withDefaults(defineProps<DictSelectProps>(), {
 const attrs = useAttrs();
 
 // 获得字典配置
-// TODO @dhb：可以使用 getDictOptions 替代么？
-const getDictOptions = computed(() => {
+const getDictOption = computed(() => {
   switch (props.valueType) {
     case 'bool': {
-      return getDictObj(props.dictType, 'bool');
+      return getDictOptions(props.dictType, 'boolean');
     }
     case 'int': {
-      return getIntDictOptions(props.dictType);
+      return getDictOptions(props.dictType, 'number');
     }
     case 'str': {
-      return getStrDictOptions(props.dictType);
+      return getDictOptions(props.dictType, 'string');
     }
     default: {
       return [];
@@ -47,7 +46,7 @@ const getDictOptions = computed(() => {
 <template>
   <Select v-if="selectType === 'select'" class="w-full" v-bind="attrs">
     <SelectOption
-      v-for="(dict, index) in getDictOptions"
+      v-for="(dict, index) in getDictOption"
       :key="index"
       :value="dict.value"
     >
@@ -56,7 +55,7 @@ const getDictOptions = computed(() => {
   </Select>
   <RadioGroup v-if="selectType === 'radio'" class="w-full" v-bind="attrs">
     <Radio
-      v-for="(dict, index) in getDictOptions"
+      v-for="(dict, index) in getDictOption"
       :key="index"
       :value="dict.value"
     >
@@ -65,7 +64,7 @@ const getDictOptions = computed(() => {
   </RadioGroup>
   <CheckboxGroup v-if="selectType === 'checkbox'" class="w-full" v-bind="attrs">
     <Checkbox
-      v-for="(dict, index) in getDictOptions"
+      v-for="(dict, index) in getDictOption"
       :key="index"
       :value="dict.value"
     >
diff --git a/apps/web-antd/src/utils/dict.ts b/apps/web-antd/src/utils/dict.ts
index 1571f04da..bcfc9e214 100644
--- a/apps/web-antd/src/utils/dict.ts
+++ b/apps/web-antd/src/utils/dict.ts
@@ -1,6 +1,8 @@
 // TODO @芋艿：后续再优化
 // TODO @芋艿：可以共享么？
 
+import type { DictItem } from '#/store';
+
 import { isObject } from '@vben/utils';
 
 import { useDictStore } from '#/store';
@@ -9,33 +11,103 @@ import { useDictStore } from '#/store';
 // 先临时移入到方法中
 // const dictStore = useDictStore();
 
-// TODO @dhb: antd 组件的 color 类型
+/** AntD 组件的颜色类型 */
 type ColorType = 'error' | 'info' | 'success' | 'warning';
 
+/** 字典值类型 */
+type DictValueType = 'boolean' | 'number' | 'string';
+
+/** 基础字典数据类型 */
 export interface DictDataType {
   dictType?: string;
   label: string;
   value: boolean | number | string;
-  colorType?: ColorType;
+  colorType?: string;
   cssClass?: string;
 }
 
+/** 数字类型字典数据 */
 export interface NumberDictDataType extends DictDataType {
   value: number;
 }
 
+/** 字符串类型字典数据 */
 export interface StringDictDataType extends DictDataType {
   value: string;
 }
 
+/** 布尔类型字典数据 */
+export interface BooleanDictDataType extends DictDataType {
+  value: boolean;
+}
+
+/** 字典缓存管理器 */
+class DictCacheManager {
+  private cache = new Map<string, DictDataType[]>();
+  private maxCacheSize = 100; // 最大缓存数量
+
+  /** 清空缓存 */
+  clear(): void {
+    this.cache.clear();
+  }
+
+  /** 删除指定字典类型的缓存 */
+  delete(dictType: string): void {
+    const keysToDelete = [];
+    for (const key of this.cache.keys()) {
+      if (key.startsWith(`${dictType}:`)) {
+        keysToDelete.push(key);
+      }
+    }
+    keysToDelete.forEach((key) => this.cache.delete(key));
+  }
+
+  /** 获取缓存数据 */
+  get(dictType: string, valueType: DictValueType): DictDataType[] | undefined {
+    return this.cache.get(this.getCacheKey(dictType, valueType));
+  }
+
+  /** 设置缓存数据 */
+  set(dictType: string, valueType: DictValueType, data: DictDataType[]): void {
+    const key = this.getCacheKey(dictType, valueType);
+
+    // 如果缓存数量超过限制，删除最早的缓存
+    if (this.cache.size >= this.maxCacheSize) {
+      const firstKey = this.cache.keys().next().value;
+      if (firstKey) {
+        this.cache.delete(firstKey);
+      }
+    }
+
+    this.cache.set(key, data);
+  }
+
+  /** 获取缓存键 */
+  private getCacheKey(dictType: string, valueType: DictValueType): string {
+    return `${dictType}:${valueType}`;
+  }
+}
+
+/** 字典缓存实例 */
+const dictCache = new DictCacheManager();
+
+/** 值转换器映射 */
+const valueConverters: Record<
+  DictValueType,
+  (value: any) => boolean | number | string
+> = {
+  boolean: (value: any) => `${value}` === 'true',
+  number: (value: any) => Number.parseInt(`${value}`, 10),
+  string: (value: any) => `${value}`,
+};
+
 /**
  * 获取字典标签
- *
  * @param dictType 字典类型
  * @param value 字典值
  * @returns 字典标签
  */
-function getDictLabel(dictType: string, value: any) {
+function getDictLabel(dictType: string, value: any): string {
   const dictStore = useDictStore();
   const dictObj = dictStore.getDictData(dictType, value);
   return isObject(dictObj) ? dictObj.label : '';
@@ -43,103 +115,73 @@ function getDictLabel(dictType: string, value: any) {
 
 /**
  * 获取字典对象
- *
  * @param dictType 字典类型
  * @param value 字典值
  * @returns 字典对象
  */
-function getDictObj(dictType: string, value: any) {
+function getDictObj(dictType: string, value: any): DictItem | null {
   const dictStore = useDictStore();
   const dictObj = dictStore.getDictData(dictType, value);
   return isObject(dictObj) ? dictObj : null;
 }
 
 /**
- * 获取字典数组 用于select radio 等
- *
+ * 获取字典数组 - 优化版本，支持缓存和泛型
  * @param dictType 字典类型
  * @param valueType 字典值类型，默认 string 类型
  * @returns 字典数组
  */
-function getDictOptions(
+function getDictOptions<T extends DictValueType = 'string'>(
   dictType: string,
-  valueType: 'boolean' | 'number' | 'string' = 'string',
-): DictDataType[] {
+  valueType: T = 'string' as T,
+): T extends 'number'
+  ? NumberDictDataType[]
+  : T extends 'boolean'
+    ? BooleanDictDataType[]
+    : StringDictDataType[] {
+  // 检查缓存
+  const cachedData = dictCache.get(dictType, valueType);
+  if (cachedData) {
+    return cachedData as any;
+  }
+
   const dictStore = useDictStore();
   const dictOpts = dictStore.getDictOptions(dictType);
-  const dictOptions: DictDataType[] = [];
-  if (dictOpts.length > 0) {
-    let dictValue: boolean | number | string = '';
-    dictOpts.forEach((d) => {
-      switch (valueType) {
-        case 'boolean': {
-          dictValue = `${d.value}` === 'true';
-          break;
-        }
-        case 'number': {
-          dictValue = Number.parseInt(`${d.value}`);
-          break;
-        }
-        case 'string': {
-          dictValue = `${d.value}`;
-          break;
-        }
-        // No default
-      }
-      dictOptions.push({
-        value: dictValue,
-        label: d.label,
-      });
-    });
+
+  if (dictOpts.length === 0) {
+    return [] as any;
   }
-  return dictOptions.length > 0 ? dictOptions : [];
+
+  const converter = valueConverters[valueType];
+  const dictOptions: DictDataType[] = dictOpts.map((d: DictItem) => ({
+    value: converter(d.value),
+    label: d.label,
+    colorType: d.colorType,
+    cssClass: d.cssClass,
+  }));
+
+  // 缓存结果
+  dictCache.set(dictType, valueType, dictOptions);
+
+  return dictOptions as any;
 }
 
-// TODO @dhb52：下面的一系列方法，看看能不能复用 getDictOptions 方法
-export const getIntDictOptions = (dictType: string): NumberDictDataType[] => {
-  // 获得通用的 DictDataType 列表
-  const dictOptions = getDictOptions(dictType) as DictDataType[];
-  // 转换成 number 类型的 NumberDictDataType 类型
-  // why 需要特殊转换：避免 IDEA 在 v-for="dict in getIntDictOptions(...)" 时，el-option 的 key 会告警
-  const dictOption: NumberDictDataType[] = [];
-  dictOptions.forEach((dict: DictDataType) => {
-    dictOption.push({
-      ...dict,
-      value: Number.parseInt(`${dict.value}`),
-    });
-  });
-  return dictOption;
+/**
+ * 清空字典缓存
+ */
+export const clearDictCache = (): void => {
+  dictCache.clear();
 };
 
-// TODO @dhb52：下面的一系列方法，看看能不能复用 getDictOptions 方法
-export const getStrDictOptions = (dictType: string) => {
-  // 获得通用的 DictDataType 列表
-  const dictOptions = getDictOptions(dictType) as DictDataType[];
-  // 转换成 string 类型的 StringDictDataType 类型
-  // why 需要特殊转换：避免 IDEA 在 v-for="dict in getStrDictOptions(...)" 时，el-option 的 key 会告警
-  const dictOption: StringDictDataType[] = [];
-  dictOptions.forEach((dict: DictDataType) => {
-    dictOption.push({
-      ...dict,
-      value: `${dict.value}`,
-    });
-  });
-  return dictOption;
-};
-
-// TODO @dhb52：下面的一系列方法，看看能不能复用 getDictOptions 方法
-export const getBoolDictOptions = (dictType: string) => {
-  const dictOption: DictDataType[] = [];
-  const dictOptions = getDictOptions(dictType) as DictDataType[];
-  dictOptions.forEach((dict: DictDataType) => {
-    dictOption.push({
-      ...dict,
-      value: `${dict.value}` === 'true',
-    });
-  });
-  return dictOption;
+/**
+ * 删除指定字典类型的缓存
+ * @param dictType 字典类型
+ */
+export const deleteDictCache = (dictType: string): void => {
+  dictCache.delete(dictType);
 };
 
+/** 字典类型枚举 - 按模块分组和排序 */
 enum DICT_TYPE {
   AI_GENERATE_MODE = 'ai_generate_mode', // AI 生成模式
   AI_IMAGE_STATUS = 'ai_image_status', // AI 图片状态
@@ -274,4 +316,12 @@ enum DICT_TYPE {
   TRADE_ORDER_TYPE = 'trade_order_type', // 订单 - 类型
   USER_TYPE = 'user_type',
 }
-export { DICT_TYPE, getDictLabel, getDictObj, getDictOptions };
+
+export {
+  type ColorType,
+  DICT_TYPE,
+  type DictValueType,
+  getDictLabel,
+  getDictObj,
+  getDictOptions,
+};
diff --git a/apps/web-antd/src/views/ai/workflow/form/modules/basic-info.vue b/apps/web-antd/src/views/ai/workflow/form/modules/basic-info.vue
index 9ddbad1a4..a08845948 100644
--- a/apps/web-antd/src/views/ai/workflow/form/modules/basic-info.vue
+++ b/apps/web-antd/src/views/ai/workflow/form/modules/basic-info.vue
@@ -5,7 +5,7 @@ import { ref } from 'vue';
 
 import { Form, Input, Select } from 'ant-design-vue';
 
-import { DICT_TYPE, getIntDictOptions } from '#/utils';
+import { DICT_TYPE, getDictOptions } from '#/utils';
 
 // 创建本地数据副本
 const modelData = defineModel<any>();
@@ -57,7 +57,7 @@ defineExpose({ validate });
         placeholder="请选择状态"
       >
         <Select.Option
-          v-for="dict in getIntDictOptions(DICT_TYPE.COMMON_STATUS)"
+          v-for="dict in getDictOptions(DICT_TYPE.COMMON_STATUS, 'number')"
           :key="dict.value"
           :value="dict.value"
         >
diff --git a/apps/web-antd/src/views/ai/write/index/components/Left.vue b/apps/web-antd/src/views/ai/write/index/components/Left.vue
index de803aafb..1925f8d08 100644
--- a/apps/web-antd/src/views/ai/write/index/components/Left.vue
+++ b/apps/web-antd/src/views/ai/write/index/components/Left.vue
@@ -11,7 +11,7 @@ import { Button, message, Textarea } from 'ant-design-vue';
 import {
   AiWriteTypeEnum,
   DICT_TYPE,
-  getIntDictOptions,
+  getDictOptions,
   WriteExample,
 } from '#/utils';
 
@@ -211,22 +211,22 @@ function submit() {
         <ReuseLabel label="长度" />
         <Tag
           v-model="formData.length"
-          :tags="getIntDictOptions(DICT_TYPE.AI_WRITE_LENGTH)"
+          :tags="getDictOptions(DICT_TYPE.AI_WRITE_LENGTH, 'number')"
         />
         <ReuseLabel label="格式" />
         <Tag
           v-model="formData.format"
-          :tags="getIntDictOptions(DICT_TYPE.AI_WRITE_FORMAT)"
+          :tags="getDictOptions(DICT_TYPE.AI_WRITE_FORMAT, 'number')"
         />
         <ReuseLabel label="语气" />
         <Tag
           v-model="formData.tone"
-          :tags="getIntDictOptions(DICT_TYPE.AI_WRITE_TONE)"
+          :tags="getDictOptions(DICT_TYPE.AI_WRITE_TONE, 'number')"
         />
         <ReuseLabel label="语言" />
         <Tag
           v-model="formData.language"
-          :tags="getIntDictOptions(DICT_TYPE.AI_WRITE_LANGUAGE)"
+          :tags="getDictOptions(DICT_TYPE.AI_WRITE_LANGUAGE, 'number')"
         />
 
         <div class="mt-3 flex items-center justify-center">
diff --git a/apps/web-antd/src/views/bpm/model/form/modules/basic-info.vue b/apps/web-antd/src/views/bpm/model/form/modules/basic-info.vue
index 5c6a2fa13..9c1fd181e 100644
--- a/apps/web-antd/src/views/bpm/model/form/modules/basic-info.vue
+++ b/apps/web-antd/src/views/bpm/model/form/modules/basic-info.vue
@@ -25,7 +25,7 @@ import {
 
 import { DeptSelectModal, UserSelectModal } from '#/components/select-modal';
 import { ImageUpload } from '#/components/upload';
-import { DICT_TYPE, getBoolDictOptions, getIntDictOptions } from '#/utils';
+import { DICT_TYPE, getDictOptions } from '#/utils';
 
 const props = defineProps({
   categoryList: {
@@ -295,7 +295,7 @@ defineExpose({ validate });
         <Radio.Group v-model:value="modelData.type">
           <!-- TODO BPMN 流程类型需要整合，暂时禁用 -->
           <Radio
-            v-for="dict in getIntDictOptions(DICT_TYPE.BPM_MODEL_TYPE)"
+            v-for="dict in getDictOptions(DICT_TYPE.BPM_MODEL_TYPE, 'number')"
             :key="dict.value"
             :value="dict.value"
             :disabled="dict.value === 10"
@@ -307,10 +307,11 @@ defineExpose({ validate });
       <Form.Item label="是否可见" name="visible" class="mb-5">
         <Radio.Group v-model:value="modelData.visible">
           <Radio
-            v-for="(dict, index) in getBoolDictOptions(
+            v-for="dict in getDictOptions(
               DICT_TYPE.INFRA_BOOLEAN_STRING,
+              'boolean',
             )"
-            :key="index"
+            :key="dict.label"
             :value="dict.value"
           >
             {{ dict.label }}
diff --git a/apps/web-antd/src/views/mall/home/index.vue b/apps/web-antd/src/views/mall/home/index.vue
index dfa8f7d7b..21b6279b4 100644
--- a/apps/web-antd/src/views/mall/home/index.vue
+++ b/apps/web-antd/src/views/mall/home/index.vue
@@ -139,8 +139,6 @@ const quickNavItems: WorkbenchQuickNavItem[] = [
 ];
 
 const router = useRouter();
-// 这是一个示例方法，实际项目中需要根据实际情况进行调整
-// This is a sample method, adjust according to the actual project requirements
 function navTo(nav: WorkbenchProjectItem | WorkbenchQuickNavItem) {
   if (nav.url?.startsWith('http')) {
     openWindow(nav.url);
diff --git a/apps/web-antd/src/views/mall/promotion/article/category/data.ts b/apps/web-antd/src/views/mall/promotion/article/category/data.ts
index 096569261..d03a5d879 100644
--- a/apps/web-antd/src/views/mall/promotion/article/category/data.ts
+++ b/apps/web-antd/src/views/mall/promotion/article/category/data.ts
@@ -1,12 +1,7 @@
 import type { VbenFormSchema } from '#/adapter/form';
 import type { VxeGridPropTypes } from '#/adapter/vxe-table';
 
-import {
-  DICT_TYPE,
-  getDictOptions,
-  getIntDictOptions,
-  getRangePickerDefaultProps,
-} from '#/utils';
+import { DICT_TYPE, getDictOptions, getRangePickerDefaultProps } from '#/utils';
 
 /** 新增/修改的表单 */
 export function useFormSchema(): VbenFormSchema[] {
@@ -72,7 +67,7 @@ export function useGridFormSchema(): VbenFormSchema[] {
       component: 'Select',
       componentProps: {
         placeholder: '请选择状态',
-        options: getIntDictOptions(DICT_TYPE.COMMON_STATUS),
+        options: getDictOptions(DICT_TYPE.COMMON_STATUS, 'number'),
       },
     },
     {
diff --git a/apps/web-antd/src/views/mall/promotion/banner/data.ts b/apps/web-antd/src/views/mall/promotion/banner/data.ts
index a94930b79..cdc7acbe0 100644
--- a/apps/web-antd/src/views/mall/promotion/banner/data.ts
+++ b/apps/web-antd/src/views/mall/promotion/banner/data.ts
@@ -1,12 +1,7 @@
 import type { VbenFormSchema } from '#/adapter/form';
 import type { VxeGridPropTypes } from '#/adapter/vxe-table';
 
-import {
-  DICT_TYPE,
-  getDictOptions,
-  getIntDictOptions,
-  getRangePickerDefaultProps,
-} from '#/utils';
+import { DICT_TYPE, getDictOptions, getRangePickerDefaultProps } from '#/utils';
 
 /** 新增/修改的表单 */
 export function useFormSchema(): VbenFormSchema[] {
@@ -99,7 +94,7 @@ export function useGridFormSchema(): VbenFormSchema[] {
       component: 'Select',
       componentProps: {
         placeholder: '请选择状态',
-        options: getIntDictOptions(DICT_TYPE.COMMON_STATUS),
+        options: getDictOptions(DICT_TYPE.COMMON_STATUS, 'number'),
       },
     },
     {
diff --git a/apps/web-antd/src/views/mall/promotion/seckill/config/data.ts b/apps/web-antd/src/views/mall/promotion/seckill/config/data.ts
index db00e64ca..53d2ea44b 100644
--- a/apps/web-antd/src/views/mall/promotion/seckill/config/data.ts
+++ b/apps/web-antd/src/views/mall/promotion/seckill/config/data.ts
@@ -2,7 +2,7 @@ import type { VbenFormSchema } from '#/adapter/form';
 import type { VxeTableGridOptions } from '#/adapter/vxe-table';
 import type { MallSeckillConfigApi } from '#/api/mall/promotion/seckill/seckillConfig';
 
-import { DICT_TYPE, getDictOptions, getIntDictOptions } from '#/utils';
+import { DICT_TYPE, getDictOptions } from '#/utils';
 
 /** 新增/修改的表单 */
 export function useFormSchema(): VbenFormSchema[] {
@@ -83,7 +83,7 @@ export function useGridFormSchema(): VbenFormSchema[] {
       component: 'Select',
       componentProps: {
         placeholder: '请选择状态',
-        options: getIntDictOptions(DICT_TYPE.COMMON_STATUS),
+        options: getDictOptions(DICT_TYPE.COMMON_STATUS, 'number'),
       },
     },
   ];
diff --git a/apps/web-antd/src/views/pay/refund/data.ts b/apps/web-antd/src/views/pay/refund/data.ts
index 6241cd10a..99c944d1f 100644
--- a/apps/web-antd/src/views/pay/refund/data.ts
+++ b/apps/web-antd/src/views/pay/refund/data.ts
@@ -2,12 +2,7 @@ import type { VbenFormSchema } from '#/adapter/form';
 import type { VxeTableGridOptions } from '#/adapter/vxe-table';
 
 import { getAppList } from '#/api/pay/app';
-import {
-  DICT_TYPE,
-  getIntDictOptions,
-  getRangePickerDefaultProps,
-  getStrDictOptions,
-} from '#/utils';
+import { DICT_TYPE, getDictOptions, getRangePickerDefaultProps } from '#/utils';
 
 /** 列表的搜索表单 */
 export function useGridFormSchema(): VbenFormSchema[] {
@@ -34,7 +29,7 @@ export function useGridFormSchema(): VbenFormSchema[] {
       component: 'Select',
       componentProps: {
         allowClear: true,
-        options: getStrDictOptions(DICT_TYPE.PAY_CHANNEL_CODE),
+        options: getDictOptions(DICT_TYPE.PAY_CHANNEL_CODE, 'string'),
       },
     },
     {
@@ -63,7 +58,7 @@ export function useGridFormSchema(): VbenFormSchema[] {
       component: 'Select',
       componentProps: {
         allowClear: true,
-        options: getIntDictOptions(DICT_TYPE.PAY_REFUND_STATUS),
+        options: getDictOptions(DICT_TYPE.PAY_REFUND_STATUS, 'number'),
       },
     },
     {