diff --git a/frontend/src/components/TagsSelect.vue b/frontend/src/components/TagsSelect.vue
index 9cdeac0..efffab2 100644
--- a/frontend/src/components/TagsSelect.vue
+++ b/frontend/src/components/TagsSelect.vue
@@ -1,17 +1,27 @@
 <script setup lang="ts">
-import { computed, nextTick, onBeforeUnmount, onMounted, ref } from 'vue';
+import { computed, nextTick, onBeforeUnmount, onMounted, ref, watch } from 'vue';
 
 export type TagsSelectOption = {
   id: number | string;
   name: string;
+  label?: string;
   subcategory?: string | null;
 };
 
+type OptionRow = {
+  value: string;
+  label: string;
+  id: string;
+};
+
+type CandidateRow = { type: 'option'; id: string; value: string; label: string } | { type: 'create'; id: string };
+
 const props = withDefaults(
   defineProps<{
     id: string;
-    modelValue: string[];
+    modelValue: string[] | string;
     options: TagsSelectOption[];
+    multiple?: boolean;
     max?: number;
     placeholder?: string;
     searchPlaceholder?: string;
@@ -21,6 +31,7 @@ const props = withDefaults(
     createLabel?: string;
   }>(),
   {
+    multiple: true,
     max: 0,
     placeholder: '搜索或选择',
     searchPlaceholder: '搜索',
@@ -32,7 +43,7 @@ const props = withDefaults(
 );
 
 const emit = defineEmits<{
-  'update:modelValue': [value: string[]];
+  'update:modelValue': [value: string[] | string];
   create: [name: string];
 }>();
 
@@ -40,19 +51,25 @@ const root = ref<HTMLElement | null>(null);
 const searchInput = ref<HTMLInputElement | null>(null);
 const isOpen = ref(false);
 const search = ref('');
+const activeIndex = ref(-1);
 
 const optionRows = computed(() =>
-  props.options.map((option) => ({
+  props.options.map((option, index) => ({
     value: String(option.id),
-    label: option.subcategory ? `${option.name} · ${option.subcategory}` : option.name
+    label: option.label ?? (option.subcategory ? `${option.name} · ${option.subcategory}` : option.name),
+    id: `${props.id}-option-${index}`
   }))
 );
 
-const selectedValues = computed(() => new Set(props.modelValue));
-const maxReached = computed(() => props.max > 0 && props.modelValue.length >= props.max);
+const modelValues = computed(() => {
+  if (Array.isArray(props.modelValue)) return props.modelValue;
+  return props.modelValue ? [props.modelValue] : [];
+});
+const selectedValues = computed(() => new Set(modelValues.value));
+const maxReached = computed(() => props.multiple && props.max > 0 && modelValues.value.length >= props.max);
 
 const selectedRows = computed(() =>
-  props.modelValue
+  modelValues.value
     .map((value) => optionRows.value.find((option) => option.value === value))
     .filter((option) => option !== undefined)
 );
@@ -69,16 +86,55 @@ const hasExactMatch = computed(() => {
 });
 const canCreate = computed(() => props.allowCreate && createName.value !== '' && !hasExactMatch.value && !maxReached.value);
 const createText = computed(() => props.createLabel.replace('{name}', createName.value));
+const optionsListId = computed(() => `${props.id}-options`);
+const createOptionId = computed(() => `${props.id}-create`);
+const candidateRows = computed<CandidateRow[]>(() => {
+  const rows: CandidateRow[] = filteredRows.value
+    .filter((option) => isSearchSelectable(option.value))
+    .map((option) => ({ type: 'option', id: option.id, value: option.value, label: option.label }));
+
+  if (canCreate.value) {
+    rows.push({ type: 'create', id: createOptionId.value });
+  }
+
+  return rows;
+});
+const activeCandidate = computed(() => candidateRows.value[activeIndex.value]);
+const activeDescendant = computed(() => activeCandidate.value?.id);
+
+function setDefaultActiveIndex() {
+  const keyword = createName.value.toLowerCase();
+  const exactIndex = keyword
+    ? candidateRows.value.findIndex((candidate) => candidate.type === 'option' && candidate.label.toLowerCase() === keyword)
+    : -1;
+  activeIndex.value = exactIndex >= 0 ? exactIndex : candidateRows.value.length ? 0 : -1;
+}
+
+function clampActiveIndex() {
+  if (!candidateRows.value.length) {
+    activeIndex.value = -1;
+    return;
+  }
+
+  if (activeIndex.value < 0) {
+    activeIndex.value = 0;
+    return;
+  }
+
+  activeIndex.value = Math.min(activeIndex.value, candidateRows.value.length - 1);
+}
 
 async function openDropdown() {
   isOpen.value = true;
   await nextTick();
+  setDefaultActiveIndex();
   searchInput.value?.focus();
 }
 
 function closeDropdown() {
   isOpen.value = false;
   search.value = '';
+  activeIndex.value = -1;
 }
 
 function toggleDropdown() {
@@ -89,25 +145,31 @@ function toggleDropdown() {
   }
 }
 
-function toggle(value: string) {
+function updateValue(values: string[]) {
+  emit('update:modelValue', props.multiple ? values : (values[0] ?? ''));
+}
+
+function selectOption(value: string) {
+  if (!props.multiple) {
+    updateValue([value]);
+    closeDropdown();
+    return;
+  }
+
   if (selectedValues.value.has(value)) {
-    emit(
-      'update:modelValue',
-      props.modelValue.filter((item) => item !== value)
-    );
+    updateValue(modelValues.value.filter((item) => item !== value));
     return;
   }
 
   if (!maxReached.value) {
-    emit('update:modelValue', [...props.modelValue, value]);
+    updateValue([...modelValues.value, value]);
+    search.value = '';
+    setDefaultActiveIndex();
   }
 }
 
 function remove(value: string) {
-  emit(
-    'update:modelValue',
-    props.modelValue.filter((item) => item !== value)
-  );
+  updateValue(modelValues.value.filter((item) => item !== value));
 }
 
 function createOption() {
@@ -116,6 +178,37 @@ function createOption() {
   search.value = '';
 }
 
+function isSearchSelectable(value: string) {
+  return !props.multiple || (!selectedValues.value.has(value) && !maxReached.value);
+}
+
+function isActiveOption(option: OptionRow) {
+  const candidate = activeCandidate.value;
+  return candidate?.type === 'option' && candidate.value === option.value;
+}
+
+function isCreateActive() {
+  return activeCandidate.value?.type === 'create';
+}
+
+function moveActive(delta: number) {
+  if (!candidateRows.value.length) return;
+  const nextIndex = activeIndex.value < 0 ? 0 : activeIndex.value + delta;
+  activeIndex.value = (nextIndex + candidateRows.value.length) % candidateRows.value.length;
+}
+
+function commitSearch() {
+  const candidate = activeCandidate.value;
+  if (candidate?.type === 'option') {
+    selectOption(candidate.value);
+    return;
+  }
+
+  if (candidate?.type === 'create') {
+    createOption();
+  }
+}
+
 function onRootKeydown(event: KeyboardEvent) {
   if (event.key === 'Escape') {
     closeDropdown();
@@ -135,10 +228,13 @@ onMounted(() => {
 onBeforeUnmount(() => {
   document.removeEventListener('pointerdown', onDocumentPointerDown);
 });
+
+watch(search, setDefaultActiveIndex);
+watch(candidateRows, clampActiveIndex);
 </script>
 
 <template>
-  <div ref="root" class="tags-select" @keydown="onRootKeydown">
+  <div ref="root" class="tags-select" :class="{ 'tags-select--single': !multiple }" @keydown="onRootKeydown">
     <button
       :id="id"
       type="button"
@@ -175,19 +271,27 @@ onBeforeUnmount(() => {
         class="tags-select__search"
         type="search"
         :placeholder="searchPlaceholder"
+        :aria-activedescendant="activeDescendant"
+        :aria-controls="optionsListId"
+        aria-autocomplete="list"
+        role="combobox"
+        @keydown.enter.stop.prevent="commitSearch"
+        @keydown.down.stop.prevent="moveActive(1)"
+        @keydown.up.stop.prevent="moveActive(-1)"
       />
 
-      <div class="tags-select__options" role="listbox" aria-multiselectable="true">
+      <div :id="optionsListId" class="tags-select__options" role="listbox" :aria-multiselectable="multiple ? 'true' : undefined">
         <button
           v-for="option in filteredRows"
           :key="option.value"
           type="button"
           class="tags-select__option"
-          :class="{ selected: selectedValues.has(option.value) }"
+          :id="option.id"
+          :class="{ selected: selectedValues.has(option.value), active: isActiveOption(option) }"
           role="option"
           :aria-selected="selectedValues.has(option.value)"
           :disabled="!selectedValues.has(option.value) && maxReached"
-          @click="toggle(option.value)"
+          @click="selectOption(option.value)"
         >
           <span>{{ option.label }}</span>
           <span v-if="selectedValues.has(option.value)" class="tags-select__state">已选</span>
@@ -196,6 +300,8 @@ onBeforeUnmount(() => {
           v-if="canCreate"
           type="button"
           class="tags-select__option tags-select__create"
+          :id="createOptionId"
+          :class="{ active: isCreateActive() }"
           :disabled="creating"
           @click="createOption"
         >
diff --git a/frontend/src/styles/main.css b/frontend/src/styles/main.css
index b44db84..01eb6e7 100644
--- a/frontend/src/styles/main.css
+++ b/frontend/src/styles/main.css
@@ -251,11 +251,16 @@ select {
 }
 
 .tags-select__option:hover,
+.tags-select__option.active,
 .tags-select__option.selected {
   background: #edf7ef;
   color: #1f5c40;
 }
 
+.tags-select__option.active {
+  box-shadow: inset 0 0 0 2px rgba(31, 111, 80, 0.18);
+}
+
 .tags-select__option.selected {
   font-weight: 800;
 }
@@ -532,6 +537,10 @@ select {
   flex: 1;
 }
 
+.inline-row .tags-select {
+  flex: 1;
+}
+
 .inline-row input {
   width: 90px;
 }
diff --git a/frontend/src/views/AdminView.vue b/frontend/src/views/AdminView.vue
index a29c38c..4e75003 100644
--- a/frontend/src/views/AdminView.vue
+++ b/frontend/src/views/AdminView.vue
@@ -90,6 +90,10 @@ const habitatForm = ref({
 });
 
 const selectedConfig = computed(() => configTypes.find((item) => item.key === activeConfigType.value) ?? configTypes[0]);
+const itemSelectOptions = computed(() => itemRows.value.map((item) => ({ id: item.id, name: item.name })));
+const pokemonSelectOptions = computed(() =>
+  pokemonRows.value.map((pokemon) => ({ id: pokemon.id, name: pokemon.name, label: `#${pokemon.id} ${pokemon.name}` }))
+);
 
 function toIds(values: string[]): number[] {
   return values.map(Number).filter((item) => Number.isInteger(item) && item > 0);
@@ -503,10 +507,14 @@ onMounted(() => {
         <div class="field"><label for="pokemon-name">名字</label><input id="pokemon-name" v-model="pokemonForm.name" /></div>
         <div class="field">
           <label for="pokemon-environment">喜欢的环境</label>
-          <select id="pokemon-environment" v-model="pokemonForm.environmentId">
-            <option value="">请选择</option>
-            <option v-for="item in options.environments" :key="item.id" :value="item.id">{{ item.name }}</option>
-          </select>
+          <TagsSelect
+            id="pokemon-environment"
+            v-model="pokemonForm.environmentId"
+            :options="options.environments"
+            :multiple="false"
+            placeholder="请选择"
+            search-placeholder="搜索喜欢的环境"
+          />
         </div>
         <div class="field">
           <label for="pokemon-skills">特长</label>
@@ -560,17 +568,25 @@ onMounted(() => {
         <div class="field"><label for="item-name">名称</label><input id="item-name" v-model="itemForm.name" /></div>
         <div class="field">
           <label for="item-category">分类</label>
-          <select id="item-category" v-model="itemForm.categoryId">
-            <option value="">请选择</option>
-            <option v-for="item in options.itemCategories" :key="item.id" :value="item.id">{{ item.name }}</option>
-          </select>
+          <TagsSelect
+            id="item-category"
+            v-model="itemForm.categoryId"
+            :options="options.itemCategories"
+            :multiple="false"
+            placeholder="请选择"
+            search-placeholder="搜索分类"
+          />
         </div>
         <div class="field">
           <label for="item-usage">用途</label>
-          <select id="item-usage" v-model="itemForm.usageId">
-            <option value="">无</option>
-            <option v-for="item in options.itemUsages" :key="item.id" :value="item.id">{{ item.name }}</option>
-          </select>
+          <TagsSelect
+            id="item-usage"
+            v-model="itemForm.usageId"
+            :options="options.itemUsages"
+            :multiple="false"
+            placeholder="无"
+            search-placeholder="搜索用途"
+          />
         </div>
         <div class="check-row">
           <label><input v-model="itemForm.dyeable" type="checkbox" /> 可染色</label>
@@ -626,10 +642,14 @@ onMounted(() => {
         <h2>材料单</h2>
         <div class="field">
           <label for="recipe-item">物品</label>
-          <select id="recipe-item" v-model="recipeForm.itemId">
-            <option value="">请选择</option>
-            <option v-for="item in itemRows" :key="item.id" :value="String(item.id)">{{ item.name }}</option>
-          </select>
+          <TagsSelect
+            id="recipe-item"
+            v-model="recipeForm.itemId"
+            :options="itemSelectOptions"
+            :multiple="false"
+            placeholder="请选择"
+            search-placeholder="搜索物品"
+          />
         </div>
         <div class="field">
           <label for="recipe-methods">入手方式</label>
@@ -646,10 +666,14 @@ onMounted(() => {
         <div class="field">
           <label>需要材料</label>
           <div v-for="(row, index) in recipeForm.materials" :key="index" class="inline-row">
-            <select v-model="row.itemId">
-              <option value="">请选择</option>
-              <option v-for="item in itemRows" :key="item.id" :value="String(item.id)">{{ item.name }}</option>
-            </select>
+            <TagsSelect
+              :id="`recipe-material-${index}`"
+              v-model="row.itemId"
+              :options="itemSelectOptions"
+              :multiple="false"
+              placeholder="请选择"
+              search-placeholder="搜索物品"
+            />
             <input v-model.number="row.quantity" type="number" min="1" />
             <button type="button" @click="recipeForm.materials.splice(index, 1)">删除</button>
           </div>
@@ -682,10 +706,14 @@ onMounted(() => {
         <div class="field">
           <label>配方</label>
           <div v-for="(row, index) in habitatForm.recipeItems" :key="index" class="inline-row">
-            <select v-model="row.itemId">
-              <option value="">请选择</option>
-              <option v-for="item in itemRows" :key="item.id" :value="String(item.id)">{{ item.name }}</option>
-            </select>
+            <TagsSelect
+              :id="`habitat-recipe-item-${index}`"
+              v-model="row.itemId"
+              :options="itemSelectOptions"
+              :multiple="false"
+              placeholder="请选择"
+              search-placeholder="搜索物品"
+            />
             <input v-model.number="row.quantity" type="number" min="1" />
             <button type="button" @click="habitatForm.recipeItems.splice(index, 1)">删除</button>
           </div>
@@ -694,10 +722,14 @@ onMounted(() => {
         <div class="field">
           <label>可出现的宝可梦</label>
           <div v-for="(row, index) in habitatForm.pokemonAppearances" :key="index" class="appearance-row">
-            <select v-model="row.pokemonId">
-              <option value="">Pokemon</option>
-              <option v-for="item in pokemonRows" :key="item.id" :value="String(item.id)">#{{ item.id }} {{ item.name }}</option>
-            </select>
+            <TagsSelect
+              :id="`appearance-pokemon-${index}`"
+              v-model="row.pokemonId"
+              :options="pokemonSelectOptions"
+              :multiple="false"
+              placeholder="Pokemon"
+              search-placeholder="搜索 Pokemon"
+            />
             <TagsSelect
               :id="`appearance-maps-${index}`"
               v-model="row.mapIds"
diff --git a/frontend/src/views/ItemsList.vue b/frontend/src/views/ItemsList.vue
index eea46c8..59a09a8 100644
--- a/frontend/src/views/ItemsList.vue
+++ b/frontend/src/views/ItemsList.vue
@@ -61,18 +61,26 @@ watch([tab, itemQuery], loadItems);
 
       <div class="field">
         <label for="category">分类</label>
-        <select id="category" v-model="categoryId">
-          <option value="">全部</option>
-          <option v-for="item in options.itemCategories" :key="item.id" :value="item.id">{{ item.name }}</option>
-        </select>
+        <TagsSelect
+          id="category"
+          v-model="categoryId"
+          :options="options.itemCategories"
+          :multiple="false"
+          placeholder="全部"
+          search-placeholder="搜索分类"
+        />
       </div>
 
       <div class="field">
         <label for="usage">用途</label>
-        <select id="usage" v-model="usageId">
-          <option value="">全部</option>
-          <option v-for="item in options.itemUsages" :key="item.id" :value="item.id">{{ item.name }}</option>
-        </select>
+        <TagsSelect
+          id="usage"
+          v-model="usageId"
+          :options="options.itemUsages"
+          :multiple="false"
+          placeholder="全部"
+          search-placeholder="搜索用途"
+        />
       </div>
 
       <div class="field">
diff --git a/frontend/src/views/PokemonList.vue b/frontend/src/views/PokemonList.vue
index 6bde01b..9cdba81 100644
--- a/frontend/src/views/PokemonList.vue
+++ b/frontend/src/views/PokemonList.vue
@@ -54,12 +54,14 @@ watch(query, loadPokemon);
 
       <div class="field">
         <label for="environment">喜欢的环境</label>
-        <select id="environment" v-model="environmentId">
-          <option value="">全部</option>
-          <option v-for="item in options.environments" :key="item.id" :value="item.id">
-            {{ item.name }}
-          </option>
-        </select>
+        <TagsSelect
+          id="environment"
+          v-model="environmentId"
+          :options="options.environments"
+          :multiple="false"
+          placeholder="全部"
+          search-placeholder="搜索喜欢的环境"
+        />
       </div>
 
       <div class="field">