refactor: optimize provider query and stats aggregation logic

frontend/src/api/admin.ts

@@ -124,6 +124,27 @@ export interface ModelExport {
   config?: any
 }
 
+// Provider 模型查询响应
+export interface ProviderModelsQueryResponse {
+  success: boolean
+  data: {
+    models: Array<{
+      id: string
+      object?: string
+      created?: number
+      owned_by?: string
+      display_name?: string
+      api_format?: string
+    }>
+    error?: string
+  }
+  provider: {
+    id: string
+    name: string
+    display_name: string
+  }
+}
+
 export interface ConfigImportRequest extends ConfigExportData {
   merge_mode: 'skip' | 'overwrite' | 'error'
 }
@@ -356,5 +377,14 @@ export const adminApi = {
       data
     )
     return response.data
+  },
+
+  // 查询 Provider 可用模型（从上游 API 获取）
+  async queryProviderModels(providerId: string, apiKeyId?: string): Promise<ProviderModelsQueryResponse> {
+    const response = await apiClient.post<ProviderModelsQueryResponse>(
+      '/api/admin/provider-query/models',
+      { provider_id: providerId, api_key_id: apiKeyId }
+    )
+    return response.data
   }
 }

frontend/src/api/endpoints/types.ts

@@ -1,3 +1,25 @@
+// API 格式常量
+export const API_FORMATS = {
+  CLAUDE: 'CLAUDE',
+  CLAUDE_CLI: 'CLAUDE_CLI',
+  OPENAI: 'OPENAI',
+  OPENAI_CLI: 'OPENAI_CLI',
+  GEMINI: 'GEMINI',
+  GEMINI_CLI: 'GEMINI_CLI',
+} as const
+
+export type APIFormat = typeof API_FORMATS[keyof typeof API_FORMATS]
+
+// API 格式显示名称映射（按品牌分组：API 在前，CLI 在后）
+export const API_FORMAT_LABELS: Record<string, string> = {
+  [API_FORMATS.CLAUDE]: 'Claude',
+  [API_FORMATS.CLAUDE_CLI]: 'Claude CLI',
+  [API_FORMATS.OPENAI]: 'OpenAI',
+  [API_FORMATS.OPENAI_CLI]: 'OpenAI CLI',
+  [API_FORMATS.GEMINI]: 'Gemini',
+  [API_FORMATS.GEMINI_CLI]: 'Gemini CLI',
+}
+
 export interface ProviderEndpoint {
   id: string
   provider_id: string
@@ -214,6 +236,7 @@ export interface ConcurrencyStatus {
 export interface ProviderModelAlias {
   name: string
   priority: number  // 优先级（数字越小优先级越高）
+  api_formats?: string[]  // 作用域（适用的 API 格式），为空表示对所有格式生效
 }
 
 export interface Model {