diff --git a/web/src/apis/index.js b/web/src/apis/index.js
index 08d66638..6be3f1de 100644
--- a/web/src/apis/index.js
+++ b/web/src/apis/index.js
@@ -11,6 +11,7 @@ export * from './agent_api' // 智能体API
 export * from './tasker' // 任务管理API
 export * from './mindmap_api' // 思维导图API
 export * from './department_api' // 部门管理API
+export * from './mcp_api' // MCP API
 
 // 导出基础工具函数
 export {
diff --git a/web/src/components/AgentChatComponent.vue b/web/src/components/AgentChatComponent.vue
index 66a31d92..98c63593 100644
--- a/web/src/components/AgentChatComponent.vue
+++ b/web/src/components/AgentChatComponent.vue
@@ -136,6 +136,7 @@
                 :ensure-thread="ensureActiveThread"
                 :has-state-content="hasAgentStateContent"
                 :is-panel-open="isAgentPanelOpen"
+                :mention="mentionConfig"
                 @send="handleSendOrStop"
                 @attachment-changed="handleAgentStateRefresh"
                 @toggle-panel="toggleAgentPanel"
@@ -209,7 +210,7 @@ import { useAgentStore } from '@/stores/agent'
 import { useChatUIStore } from '@/stores/chatUI'
 import { storeToRefs } from 'pinia'
 import { MessageProcessor } from '@/utils/messageProcessor'
-import { agentApi, threadApi } from '@/apis'
+import { agentApi, threadApi, databaseApi, mcpApi } from '@/apis'
 import HumanApprovalModal from '@/components/HumanApprovalModal.vue'
 import { useApproval } from '@/composables/useApproval'
 import { useAgentStreamHandler } from '@/composables/useAgentStreamHandler'
@@ -225,7 +226,14 @@ const emit = defineEmits(['open-config', 'open-agent-modal'])
 // ==================== STORE MANAGEMENT ====================
 const agentStore = useAgentStore()
 const chatUIStore = useChatUIStore()
-const { agents, selectedAgentId, defaultAgentId, selectedAgentConfigId } = storeToRefs(agentStore)
+const {
+  agents,
+  selectedAgentId,
+  defaultAgentId,
+  selectedAgentConfigId,
+  agentConfig,
+  configurableItems
+} = storeToRefs(agentStore)
 
 // ==================== LOCAL CHAT & UI STATE ====================
 const userInput = ref('')
@@ -268,6 +276,10 @@ const localUIState = reactive({
   isInitialRender: true
 })
 
+// Mention resources
+const availableKnowledgeBases = ref([])
+const availableMcps = ref([])
+
 // Agent Panel State
 const isAgentPanelOpen = ref(false)
 const isResizing = ref(false)
@@ -343,6 +355,66 @@ const hasAgentStateContent = computed(() => {
   return todoCount > 0 || fileCount > 0 || attachmentCount > 0
 })
 
+const mentionConfig = computed(() => {
+  const rawFiles = currentAgentState.value?.files || []
+  const rawAttachments = currentAgentState.value?.attachments || []
+  const files = []
+
+  if (Array.isArray(rawFiles)) {
+    rawFiles.forEach((item) => {
+      if (typeof item === 'object' && item !== null) {
+        Object.entries(item).forEach(([filePath, fileData]) => {
+          files.push({
+            path: filePath,
+            ...fileData
+          })
+        })
+      }
+    })
+  }
+
+  if (Array.isArray(rawAttachments)) {
+    rawAttachments.forEach((item) => {
+      if (item && item.file_name) {
+        files.push({
+          path: item.file_name,
+          ...item
+        })
+      }
+    })
+  }
+
+  // Filter KBs and MCPs based on agent config
+  const configItems = configurableItems.value || {}
+  const currentConfig = agentConfig.value || {}
+  const allowedKbNames = new Set()
+  const allowedMcpNames = new Set()
+
+  Object.entries(configItems).forEach(([key, item]) => {
+    const kind = item?.template_metadata?.kind
+    const val = currentConfig[key]
+
+    if (Array.isArray(val)) {
+      if (kind === 'knowledges') {
+        val.forEach((v) => allowedKbNames.add(v))
+      } else if (kind === 'mcps') {
+        val.forEach((v) => allowedMcpNames.add(v))
+      }
+    }
+  })
+
+  const knowledgeBases = availableKnowledgeBases.value.filter((kb) => allowedKbNames.has(kb.name))
+  const mcps = availableMcps.value.filter((mcp) => allowedMcpNames.has(mcp.name))
+
+  if (!files.length && !knowledgeBases.length && !mcps.length) return null
+
+  return {
+    files,
+    knowledgeBases,
+    mcps
+  }
+})
+
 const currentThreadMessages = computed(() => threadMessages.value[currentChatId.value] || [])
 
 // 计算是否显示Refs组件的条件
@@ -595,6 +667,19 @@ const fetchAgentState = async (agentId, threadId) => {
   } catch (error) {}
 }
 
+const fetchMentionResources = async () => {
+  try {
+    const [dbsRes, mcpsRes] = await Promise.all([
+      databaseApi.getAccessibleDatabases().catch(() => ({ databases: [] })),
+      mcpApi.getMcpServers().catch(() => ({ data: [] }))
+    ])
+    availableKnowledgeBases.value = dbsRes.databases || []
+    availableMcps.value = mcpsRes.data || []
+  } catch (e) {
+    console.warn('Failed to fetch mention resources', e)
+  }
+}
+
 const ensureActiveThread = async (title = '新的对话') => {
   if (currentChatId.value) return currentChatId.value
   try {
@@ -1096,6 +1181,7 @@ const initAll = async () => {
     if (!agentStore.isInitialized) {
       await agentStore.initialize()
     }
+    await fetchMentionResources()
   } catch (error) {
     handleChatError(error, 'load')
   }
diff --git a/web/src/components/AgentInputArea.vue b/web/src/components/AgentInputArea.vue
index 3b0c2743..f8b790b5 100644
--- a/web/src/components/AgentInputArea.vue
+++ b/web/src/components/AgentInputArea.vue
@@ -8,6 +8,7 @@
     :send-button-disabled="sendButtonDisabled"
     :placeholder="placeholder"
     :force-multi-line="hasStateContent"
+    :mention="mention"
     @send="handleSend"
     @keydown="handleKeyDown"
   >
@@ -68,7 +69,8 @@ const props = defineProps({
   threadId: { type: String, default: null },
   ensureThread: { type: Function, required: true },
   hasStateContent: { type: Boolean, default: false },
-  isPanelOpen: { type: Boolean, default: false }
+  isPanelOpen: { type: Boolean, default: false },
+  mention: { type: Object, default: () => null }
 })
 
 const emit = defineEmits([
diff --git a/web/src/components/MessageInputComponent.vue b/web/src/components/MessageInputComponent.vue
index d7aa55bf..b81eec15 100644
--- a/web/src/components/MessageInputComponent.vue
+++ b/web/src/components/MessageInputComponent.vue
@@ -34,12 +34,65 @@
       class="user-input"
       :value="inputValue"
       @keydown="handleKeyPress"
+      @keyup="handleKeyUp"
       @input="handleInput"
       @focus="focusInput"
       :placeholder="placeholder"
       :disabled="disabled"
     />
 
+    <!-- @ 提及选择弹窗 -->
+    <div
+      v-if="mentionPopupVisible"
+      ref="mentionDropdownRef"
+      class="mention-dropdown-wrapper"
+      :style="mentionDropdownStyle"
+    >
+      <div class="mention-popup">
+        <!-- 文件列表 -->
+        <div v-if="mentionItems.files.length > 0" class="mention-group">
+          <div class="mention-group-title">文件</div>
+          <div
+            v-for="(item, index) in mentionItems.files"
+            :key="'file-' + item.value"
+            :class="['mention-item', { active: isItemSelected('file', index) }]"
+            @click="insertMention(item)"
+          >
+            {{ item.label }}
+          </div>
+        </div>
+
+        <!-- 知识库列表 -->
+        <div v-if="mentionItems.knowledgeBases.length > 0" class="mention-group">
+          <div class="mention-group-title">知识库</div>
+          <div
+            v-for="(item, index) in mentionItems.knowledgeBases"
+            :key="'kb-' + item.value"
+            :class="['mention-item', { active: isItemSelected('knowledge', index) }]"
+            @click="insertMention(item)"
+          >
+            {{ item.label }}
+          </div>
+        </div>
+
+        <!-- MCP 列表 -->
+        <div v-if="mentionItems.mcps.length > 0" class="mention-group">
+          <div class="mention-group-title">MCP</div>
+          <div
+            v-for="(item, index) in mentionItems.mcps"
+            :key="'mcp-' + item.value"
+            :class="['mention-item', { active: isItemSelected('mcp', index) }]"
+            @click="insertMention(item)"
+          >
+            {{ item.label }}
+          </div>
+        </div>
+
+        <!-- 无结果 -->
+        <div v-if="!hasAnyItems" class="mention-empty">暂无可引用的项</div>
+      </div>
+    </div>
+
     <div class="send-button-container">
       <slot name="actions-right"></slot>
       <a-tooltip :title="isLoading ? '停止回答' : ''">
@@ -63,7 +116,16 @@
 </template>
 
 <script setup>
-import { ref, computed, onMounted, nextTick, watch, onBeforeUnmount, useSlots } from 'vue'
+import {
+  ref,
+  computed,
+  onMounted,
+  nextTick,
+  watch,
+  onBeforeUnmount,
+  useSlots,
+  onUnmounted
+} from 'vue'
 import {
   SendOutlined,
   ArrowUpOutlined,
@@ -72,6 +134,15 @@ import {
   PlusOutlined
 } from '@ant-design/icons-vue'
 
+// 点击外部关闭下拉框
+const mentionDropdownRef = ref(null)
+const closeMentionPopup = (e) => {
+  if (!mentionPopupVisible.value) return
+  if (inputRef.value?.contains(e.target)) return
+  if (mentionDropdownRef.value?.contains(e.target)) return
+  mentionPopupVisible.value = false
+}
+
 const inputRef = ref(null)
 const optionsExpanded = ref(false)
 const singleLineHeight = ref(0) // Add this
@@ -113,12 +184,213 @@ const props = defineProps({
   forceMultiLine: {
     type: Boolean,
     default: false
+  },
+  mention: {
+    type: Object,
+    default: () => null
   }
 })
 
 const emit = defineEmits(['update:modelValue', 'send', 'keydown'])
 const slots = useSlots()
 
+// @ 提及功能是否启用
+const mentionEnabled = computed(() => {
+  if (!props.mention) return false
+  const { files, knowledgeBases, mcps } = props.mention
+  return (
+    (Array.isArray(files) && files.length > 0) ||
+    (Array.isArray(knowledgeBases) && knowledgeBases.length > 0) ||
+    (Array.isArray(mcps) && mcps.length > 0)
+  )
+})
+
+// 检测是否在 @ 触发位置
+const checkMentionTrigger = (textarea) => {
+  console.log(
+    '[Mention] checkMentionTrigger called, textarea:',
+    !!textarea,
+    'mentionEnabled:',
+    mentionEnabled.value
+  )
+  if (!textarea || !mentionEnabled.value) return false
+
+  const cursorPos = textarea.selectionStart
+  const textBeforeCursor = inputValue.value.slice(0, cursorPos)
+  console.log('[Mention] textBeforeCursor:', JSON.stringify(textBeforeCursor))
+
+  // 检查是否以 @ 结尾（刚输入 @）或 @ 后有内容
+  const atMatch = textBeforeCursor.match(/@(\S*)$/)
+  console.log('[Mention] atMatch:', atMatch)
+  if (atMatch) {
+    mentionQuery.value = atMatch[1]
+    mentionPopupVisible.value = true
+    mentionSelectedIndex.value = 0
+    updateMentionItems(mentionQuery.value)
+    console.log('[Mention] popup should be visible now')
+    return true
+  }
+
+  mentionPopupVisible.value = false
+  return false
+}
+
+// 更新提及候选项
+const updateMentionItems = (query = '') => {
+  if (!props.mention) {
+    mentionItems.value = { files: [], knowledgeBases: [], mcps: [] }
+    return
+  }
+
+  const lowerQuery = query.toLowerCase()
+  const { files = [], knowledgeBases = [], mcps = [] } = props.mention
+
+  const filter = (list) =>
+    list.filter((item) => {
+      const label = item.path || item.name || ''
+      return label.toLowerCase().includes(lowerQuery)
+    })
+
+  mentionItems.value = {
+    files: filter(files).map((f) => ({
+      value: f.path,
+      label: f.path.split('/').pop() || f.path,
+      type: 'file',
+      description: f.path
+    })),
+    knowledgeBases: filter(knowledgeBases).map((kb) => ({
+      value: kb.name,
+      label: kb.name,
+      type: 'knowledge',
+      description: kb.db_id
+    })),
+    mcps: filter(mcps).map((m) => ({
+      value: m.name,
+      label: m.name,
+      type: 'mcp',
+      description: m.description || ''
+    }))
+  }
+}
+
+// 检查项是否被选中
+const isItemSelected = (type, index) => {
+  if (mentionSelectedIndex.value < 0) return false
+
+  const filesLen = mentionItems.value.files.length
+  const kbLen = mentionItems.value.knowledgeBases.length
+
+  if (type === 'file') {
+    return mentionSelectedIndex.value === index
+  } else if (type === 'knowledge') {
+    return mentionSelectedIndex.value === filesLen + index
+  } else {
+    return mentionSelectedIndex.value === filesLen + kbLen + index
+  }
+}
+
+// 是否有任何候选项
+const hasAnyItems = computed(() => {
+  const items = mentionItems.value
+  return items.files.length > 0 || items.knowledgeBases.length > 0 || items.mcps.length > 0
+})
+
+// 获取弹出框位置
+const mentionDropdownStyle = computed(() => {
+  if (!inputRef.value) return {}
+
+  const textarea = inputRef.value
+  const rect = textarea.getBoundingClientRect()
+  const parentRect = textarea.parentElement.getBoundingClientRect()
+
+  return {
+    position: 'absolute',
+    bottom: `${parentRect.bottom - rect.top + 4}px`,
+    left: `${rect.left - parentRect.left}px`,
+    zIndex: 1000
+  }
+})
+const insertMention = (item) => {
+  if (!inputRef.value) return
+
+  const textarea = inputRef.value
+  const cursorPos = textarea.selectionStart
+  const textBeforeCursor = inputValue.value.slice(0, cursorPos)
+
+  // 移除 @ 及后面的查询内容，插入完整的提及项
+  const newTextBefore = textBeforeCursor.replace(/@(\S*)$/, `@${item.value} `)
+  const textAfterCursor = inputValue.value.slice(cursorPos)
+
+  const newValue = newTextBefore + textAfterCursor
+  emit('update:modelValue', newValue)
+
+  // 重置光标位置到插入内容之后
+  nextTick(() => {
+    const newCursorPos = newTextBefore.length
+    textarea.setSelectionRange(newCursorPos, newCursorPos)
+    textarea.focus()
+  })
+
+  mentionPopupVisible.value = false
+  mentionQuery.value = ''
+}
+
+// 滚动到选中项
+const scrollToItem = (index) => {
+  nextTick(() => {
+    const popup = mentionDropdownRef.value?.querySelector('.mention-popup')
+    if (!popup) return
+
+    // 查找所有 mention-item 元素
+    const items = popup.querySelectorAll('.mention-item')
+    const selectedItem = items[index]
+
+    if (selectedItem) {
+      // 检查元素是否在可视区域内
+      const popupRect = popup.getBoundingClientRect()
+      const itemRect = selectedItem.getBoundingClientRect()
+
+      if (itemRect.bottom > popupRect.bottom) {
+        selectedItem.scrollIntoView({ block: 'nearest', behavior: 'smooth' })
+      } else if (itemRect.top < popupRect.top) {
+        selectedItem.scrollIntoView({ block: 'nearest', behavior: 'smooth' })
+      }
+    }
+  })
+}
+
+// 处理键盘导航
+const handleMentionNavigation = (e) => {
+  if (!mentionPopupVisible.value) return
+
+  const allItems = [
+    ...mentionItems.value.files,
+    ...mentionItems.value.knowledgeBases,
+    ...mentionItems.value.mcps
+  ]
+
+  const total = allItems.length
+  if (total === 0) return
+
+  if (e.key === 'ArrowDown') {
+    e.preventDefault()
+    mentionSelectedIndex.value = (mentionSelectedIndex.value + 1) % total
+    scrollToItem(mentionSelectedIndex.value)
+  } else if (e.key === 'ArrowUp') {
+    e.preventDefault()
+    mentionSelectedIndex.value = (mentionSelectedIndex.value - 1 + total) % total
+    scrollToItem(mentionSelectedIndex.value)
+  } else if (e.key === 'Enter' || e.key === 'Tab') {
+    if (mentionSelectedIndex.value >= 0 && mentionSelectedIndex.value < total) {
+      e.preventDefault()
+      insertMention(allItems[mentionSelectedIndex.value])
+    }
+  } else if (e.key === 'Escape') {
+    e.preventDefault()
+    mentionPopupVisible.value = false
+  }
+}
+
 // Update isSingleLine logic to respect forceMultiLine
 const isSingleLineMode = ref(true)
 const isSingleLine = computed(() => {
@@ -167,13 +439,53 @@ const inputValue = computed({
 
 // 处理键盘事件
 const handleKeyPress = (e) => {
+  // @ 提及键盘导航
+  if (mentionPopupVisible.value) {
+    if (['ArrowDown', 'ArrowUp', 'Enter', 'Tab', 'Escape'].includes(e.key)) {
+      handleMentionNavigation(e)
+      return
+    }
+  }
+
   emit('keydown', e)
 }
 
+// 检测 @ 触发
+const handleKeyUp = (e) => {
+  if (e.key === '@' && mentionEnabled.value) {
+    console.log(
+      '[Mention] @ detected, mentionEnabled:',
+      mentionEnabled.value,
+      'mention:',
+      props.mention
+    )
+    nextTick(() => {
+      checkMentionTrigger(e.target)
+    })
+  }
+}
+
 // 处理输入事件
 const handleInput = (e) => {
   const value = e.target.value
   emit('update:modelValue', value)
+
+  // 检测 @ 触发（每次输入后检查）
+  if (mentionEnabled.value && !mentionPopupVisible.value) {
+    const cursorPos = e.target.selectionStart
+    const textBeforeCursor = value.slice(0, cursorPos)
+    if (textBeforeCursor.endsWith('@')) {
+      console.log('[Mention] @ detected via input event')
+      checkMentionTrigger(e.target)
+    }
+  }
+
+  // 如果弹出框打开，更新查询结果
+  if (mentionPopupVisible.value) {
+    nextTick(() => {
+      checkMentionTrigger(e.target)
+    })
+  }
 }
 
 // 处理发送按钮点击
@@ -184,6 +496,12 @@ const handleSendOrStop = () => {
 // 用于存储固定的单行宽度基准
 const singleLineWidth = ref(0)
 
+// @ 提及功能状态
+const mentionPopupVisible = ref(false)
+const mentionQuery = ref('')
+const mentionItems = ref({ files: [], knowledgeBases: [], mcps: [] })
+const mentionSelectedIndex = ref(0)
+
 // 检查行数
 const checkLineCount = () => {
   if (!inputRef.value || singleLineHeight.value === 0) {
@@ -269,6 +587,7 @@ watch(inputValue, () => {
 // Wait for component to mount before setting up onStartTyping
 onMounted(() => {
   // console.log('Component mounted');
+  document.addEventListener('click', closeMentionPopup)
   nextTick(() => {
     if (inputRef.value) {
       // 记录单行模式下的高度和宽度基准
@@ -281,11 +600,12 @@ onMounted(() => {
   // observeTextareaResize();
 })
 
-// 组件卸载时清除定时器
+// 组件卸载时清除定时器和事件监听器
 onBeforeUnmount(() => {
   if (debounceTimer.value) {
     clearTimeout(debounceTimer.value)
   }
+  document.removeEventListener('click', closeMentionPopup)
 })
 
 // 公开方法供父组件调用
@@ -307,6 +627,7 @@ defineExpose({
   box-shadow: 0 2px 8px var(--shadow-1);
   transition: all 0.3s ease;
   gap: 0px;
+  position: relative;
 
   /* Default: Multi-line layout with top/bottom slots */
   padding: 0.8rem 0.75rem 0.6rem 0.75rem;
@@ -537,4 +858,62 @@ defineExpose({
     padding: 0.625rem 0.875rem;
   }
 }
+
+// @ 提及弹窗样式
+.mention-dropdown-wrapper {
+  position: absolute;
+  z-index: 1000;
+}
+
+.mention-popup {
+  min-width: 240px;
+  max-height: 280px;
+  overflow-y: auto;
+  background: var(--gray-0);
+  border-radius: 8px;
+  box-shadow: 0 4px 16px rgba(0, 0, 0, 0.12);
+  border: 1px solid var(--gray-200);
+
+  .mention-group {
+    margin-bottom: 4px;
+
+    &:last-child {
+      margin-bottom: 0;
+    }
+  }
+
+  .mention-group-title {
+    font-size: 12px;
+    color: var(--gray-500);
+    padding: 4px 8px;
+    display: flex;
+    align-items: center;
+    gap: 4px;
+    border-bottom: 1px solid var(--gray-100);
+    margin-bottom: 2px;
+  }
+
+  .mention-item {
+    padding: 4px 8px;
+    cursor: pointer;
+    font-size: 13px;
+    color: var(--gray-700);
+    transition: all 0.15s ease;
+    margin: 1px 4px;
+    border-radius: 4px;
+
+    &:hover,
+    &.active {
+      background-color: var(--main-10);
+      color: var(--main-600);
+    }
+  }
+
+  .mention-empty {
+    text-align: center;
+    padding: 12px 8px;
+    color: var(--gray-400);
+    font-size: 13px;
+  }
+}
 </style>
diff --git a/web/src/composables/useMention.js b/web/src/composables/useMention.js
new file mode 100644
index 00000000..78c3a464
--- /dev/null
+++ b/web/src/composables/useMention.js
@@ -0,0 +1,158 @@
+import { ref, computed } from 'vue'
+
+/**
+ * @typedef {Object} MentionFile
+ * @property {string} path - 文件路径
+ * @property {string} [content] - 文件内容
+ * @property {string} [modified_at] - 修改时间
+ * @property {number} [size] - 文件大小
+ */
+
+/**
+ * @typedef {Object} MentionKnowledgeBase
+ * @property {string} db_id - 知识库ID
+ * @property {string} name - 知识库名称
+ */
+
+/**
+ * @typedef {Object} MentionMcp
+ * @property {string} name - MCP 名称
+ * @property {string} [description] - 描述
+ */
+
+/**
+ * @typedef {Object} MentionConfig
+ * @property {MentionFile[]} [files] - 可引用的文件列表
+ * @property {MentionKnowledgeBase[]} [knowledgeBases] - 可引用的知识库列表
+ * @property {MentionMcp[]} [mcps] - 可引用的 MCP 服务器列表
+ */
+
+/**
+ * @typedef {Object} MentionItem
+ * @property {string} value - 显示和插入的值
+ * @property {string} label - 显示标签
+ * @property {'file'|'knowledge'|'mcp'} type - 类型
+ * @property {string} [description] - 描述信息
+ */
+
+/**
+ * @typedef {Object} UseMentionReturn
+ * @property {import('vue').Ref<MentionConfig>} mentionConfig - 当前的 mention 配置
+ * @property {Function} setMention - 设置 mention 配置
+ * @property {Function} updateFiles - 更新文件列表
+ * @property {Function} updateKnowledgeBases - 更新知识库列表
+ * @property {Function} updateMcps - 更新 MCP 列表
+ * @property {Function} getFilteredItems - 根据查询获取过滤后的候选列表
+ */
+
+/**
+ * Mention @提及 功能管理
+ * @returns {UseMentionReturn}
+ */
+export function useMention() {
+  const mentionConfig = ref({
+    files: [],
+    knowledgeBases: [],
+    mcps: []
+  })
+
+  /**
+   * 设置完整的 mention 配置
+   * @param {MentionConfig} config
+   */
+  const setMention = (config) => {
+    mentionConfig.value = {
+      files: config.files || [],
+      knowledgeBases: config.knowledgeBases || [],
+      mcps: config.mcps || []
+    }
+  }
+
+  /**
+   * 更新文件列表
+   * @param {MentionFile[]} files
+   */
+  const updateFiles = (files) => {
+    mentionConfig.value.files = files || []
+  }
+
+  /**
+   * 更新知识库列表
+   * @param {MentionKnowledgeBase[]} knowledgeBases
+   */
+  const updateKnowledgeBases = (knowledgeBases) => {
+    mentionConfig.value.knowledgeBases = knowledgeBases || []
+  }
+
+  /**
+   * 更新 MCP 服务器列表
+   * @param {MentionMcp[]} mcps
+   */
+  const updateMcps = (mcps) => {
+    mentionConfig.value.mcps = mcps || []
+  }
+
+  /**
+   * 获取分类后的所有候选项
+   * @returns {{ files: MentionItem[], knowledgeBases: MentionItem[], mcps: MentionItem[] }}
+   */
+  const getCategorizedItems = () => {
+    const { files, knowledgeBases, mcps } = mentionConfig.value
+
+    const fileItems = files.map((f) => ({
+      value: f.path,
+      label: f.path.split('/').pop() || f.path,
+      type: 'file',
+      description: f.path
+    }))
+
+    const kbItems = knowledgeBases.map((kb) => ({
+      value: kb.name,
+      label: kb.name,
+      type: 'knowledge',
+      description: kb.db_id
+    }))
+
+    const mcpItems = mcps.map((m) => ({
+      value: m.name,
+      label: m.name,
+      type: 'mcp',
+      description: m.description || ''
+    }))
+
+    return {
+      files: fileItems,
+      knowledgeBases: kbItems,
+      mcps: mcpItems
+    }
+  }
+
+  /**
+   * 根据查询字符串过滤候选项
+   * @param {string} query - 查询字符串（不含 @ 符号）
+   * @returns {{ files: MentionItem[], knowledgeBases: MentionItem[], mcps: MentionItem[] }}
+   */
+  const getFilteredItems = (query = '') => {
+    const lowerQuery = query.toLowerCase()
+    const categorized = getCategorizedItems()
+
+    const filterItems = (items) =>
+      items.filter((item) => item.label.toLowerCase().includes(lowerQuery))
+
+    return {
+      files: filterItems(categorized.files),
+      knowledgeBases: filterItems(categorized.knowledgeBases),
+      mcps: filterItems(categorized.mcps)
+    }
+  }
+
+  return {
+    mentionConfig,
+    setMention,
+    updateFiles,
+    updateKnowledgeBases,
+    updateMcps,
+    getFilteredItems,
+    getCategorizedItems
+  }
+}