diff --git a/backend/cmd/server/wire_gen.go b/backend/cmd/server/wire_gen.go
index 5a190c33..1e5625a6 100644
--- a/backend/cmd/server/wire_gen.go
+++ b/backend/cmd/server/wire_gen.go
@@ -225,7 +225,7 @@ func initializeApplication(buildInfo handler.BuildInfo) (*Application, error) {
 	scheduledTestResultRepository := repository.NewScheduledTestResultRepository(db)
 	scheduledTestService := service.ProvideScheduledTestService(scheduledTestPlanRepository, scheduledTestResultRepository)
 	scheduledTestHandler := admin.NewScheduledTestHandler(scheduledTestService)
-	channelHandler := admin.NewChannelHandler(channelService, billingService)
+	channelHandler := admin.NewChannelHandler(channelService, billingService, pricingService)
 	channelMonitorHandler := admin.NewChannelMonitorHandler(channelMonitorService)
 	channelMonitorRequestTemplateRepository := repository.NewChannelMonitorRequestTemplateRepository(client, db)
 	channelMonitorRequestTemplateService := service.NewChannelMonitorRequestTemplateService(channelMonitorRequestTemplateRepository)
diff --git a/backend/internal/handler/admin/channel_handler.go b/backend/internal/handler/admin/channel_handler.go
index 950e6e72..bf547346 100644
--- a/backend/internal/handler/admin/channel_handler.go
+++ b/backend/internal/handler/admin/channel_handler.go
@@ -17,11 +17,12 @@ import (
 type ChannelHandler struct {
 	channelService *service.ChannelService
 	billingService *service.BillingService
+	pricingService *service.PricingService
 }
 
 // NewChannelHandler creates a new admin channel handler
-func NewChannelHandler(channelService *service.ChannelService, billingService *service.BillingService) *ChannelHandler {
-	return &ChannelHandler{channelService: channelService, billingService: billingService}
+func NewChannelHandler(channelService *service.ChannelService, billingService *service.BillingService, pricingService *service.PricingService) *ChannelHandler {
+	return &ChannelHandler{channelService: channelService, billingService: billingService, pricingService: pricingService}
 }
 
 // --- Request / Response types ---
@@ -500,3 +501,34 @@ func (h *ChannelHandler) GetModelDefaultPricing(c *gin.Context) {
 		"image_output_price": pricing.ImageOutputPricePerToken,
 	})
 }
+
+// platformToLiteLLMProvider maps a channel platform name to the corresponding
+// LiteLLM provider string used as the key in the pricing catalog.
+var platformToLiteLLMProvider = map[string]string{
+	service.PlatformAnthropic:   "anthropic",
+	service.PlatformOpenAI:      "openai",
+	service.PlatformGemini:      "google",
+	service.PlatformAntigravity: "anthropic",
+}
+
+// SyncPricingModels 返回 LiteLLM 定价目录中指定平台的最新模型列表
+// GET /api/v1/admin/channels/pricing/sync-models?platform=anthropic
+func (h *ChannelHandler) SyncPricingModels(c *gin.Context) {
+	platform := strings.ToLower(strings.TrimSpace(c.Query("platform")))
+	if platform == "" {
+		response.ErrorFrom(c, infraerrors.BadRequest("MISSING_PARAMETER", "platform parameter is required").
+			WithMetadata(map[string]string{"param": "platform"}))
+		return
+	}
+
+	provider, ok := platformToLiteLLMProvider[platform]
+	if !ok {
+		response.ErrorFrom(c, infraerrors.BadRequest("UNSUPPORTED_PLATFORM",
+			fmt.Sprintf("unsupported platform: %s", platform)).
+			WithMetadata(map[string]string{"param": "platform"}))
+		return
+	}
+
+	models := h.pricingService.ListModelNamesByProvider(provider)
+	response.Success(c, gin.H{"models": models})
+}
diff --git a/backend/internal/handler/admin/channel_handler_test.go b/backend/internal/handler/admin/channel_handler_test.go
index 12cd4bdd..d05a1a6a 100644
--- a/backend/internal/handler/admin/channel_handler_test.go
+++ b/backend/internal/handler/admin/channel_handler_test.go
@@ -3,10 +3,14 @@
 package admin
 
 import (
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
 	"testing"
 	"time"
 
 	"github.com/Wei-Shaw/sub2api/internal/service"
+	"github.com/gin-gonic/gin"
 	"github.com/stretchr/testify/require"
 )
 
@@ -416,3 +420,58 @@ func TestPricingRequestToService_NilPriceFields(t *testing.T) {
 	require.Nil(t, r.ImageOutputPrice)
 	require.Nil(t, r.PerRequestPrice)
 }
+
+// ---------------------------------------------------------------------------
+// 3. SyncPricingModels handler
+// ---------------------------------------------------------------------------
+
+func setupSyncPricingModelsRouter(pricingSvc *service.PricingService) *gin.Engine {
+	gin.SetMode(gin.TestMode)
+	router := gin.New()
+	h := &ChannelHandler{pricingService: pricingSvc}
+	router.GET("/channels/pricing/sync-models", h.SyncPricingModels)
+	return router
+}
+
+func TestSyncPricingModels_MissingPlatform(t *testing.T) {
+	svc := service.NewPricingService(nil, nil)
+	router := setupSyncPricingModelsRouter(svc)
+
+	req := httptest.NewRequest(http.MethodGet, "/channels/pricing/sync-models", nil)
+	w := httptest.NewRecorder()
+	router.ServeHTTP(w, req)
+
+	require.Equal(t, http.StatusBadRequest, w.Code)
+}
+
+func TestSyncPricingModels_UnsupportedPlatform(t *testing.T) {
+	svc := service.NewPricingService(nil, nil)
+	router := setupSyncPricingModelsRouter(svc)
+
+	req := httptest.NewRequest(http.MethodGet, "/channels/pricing/sync-models?platform=unknown", nil)
+	w := httptest.NewRecorder()
+	router.ServeHTTP(w, req)
+
+	require.Equal(t, http.StatusBadRequest, w.Code)
+}
+
+func TestSyncPricingModels_ValidPlatform_EmptyService(t *testing.T) {
+	svc := service.NewPricingService(nil, nil)
+	router := setupSyncPricingModelsRouter(svc)
+
+	for _, platform := range []string{"anthropic", "openai", "gemini", "antigravity"} {
+		req := httptest.NewRequest(http.MethodGet, "/channels/pricing/sync-models?platform="+platform, nil)
+		w := httptest.NewRecorder()
+		router.ServeHTTP(w, req)
+
+		require.Equal(t, http.StatusOK, w.Code, "platform=%s", platform)
+
+		var body struct {
+			Data struct {
+				Models []string `json:"models"`
+			} `json:"data"`
+		}
+		require.NoError(t, json.Unmarshal(w.Body.Bytes(), &body))
+		require.NotNil(t, body.Data.Models, "models must not be null for platform=%s", platform)
+	}
+}
diff --git a/backend/internal/server/routes/admin.go b/backend/internal/server/routes/admin.go
index 92e2f5b6..1be2ce1e 100644
--- a/backend/internal/server/routes/admin.go
+++ b/backend/internal/server/routes/admin.go
@@ -590,6 +590,7 @@ func registerChannelRoutes(admin *gin.RouterGroup, h *handler.Handlers) {
 	{
 		channels.GET("", h.Admin.Channel.List)
 		channels.GET("/model-pricing", h.Admin.Channel.GetModelDefaultPricing)
+		channels.GET("/pricing/sync-models", h.Admin.Channel.SyncPricingModels)
 		channels.GET("/:id", h.Admin.Channel.GetByID)
 		channels.POST("", h.Admin.Channel.Create)
 		channels.PUT("/:id", h.Admin.Channel.Update)
diff --git a/backend/internal/service/pricing_service.go b/backend/internal/service/pricing_service.go
index 8a033710..bd0c30df 100644
--- a/backend/internal/service/pricing_service.go
+++ b/backend/internal/service/pricing_service.go
@@ -9,6 +9,7 @@ import (
 	"os"
 	"path/filepath"
 	"regexp"
+	"sort"
 	"strings"
 	"sync"
 	"time"
@@ -903,6 +904,24 @@ func (s *PricingService) getHashFilePath() string {
 	return filepath.Join(s.cfg.Pricing.DataDir, "model_pricing.sha256")
 }
 
+// ListModelNamesByProvider returns all model names in the catalog whose
+// LiteLLMProvider matches the given provider string (case-insensitive).
+// The returned slice is sorted alphabetically.
+func (s *PricingService) ListModelNamesByProvider(provider string) []string {
+	s.mu.RLock()
+	defer s.mu.RUnlock()
+
+	provider = strings.ToLower(strings.TrimSpace(provider))
+	names := make([]string, 0)
+	for name, p := range s.pricingData {
+		if strings.ToLower(p.LiteLLMProvider) == provider {
+			names = append(names, name)
+		}
+	}
+	sort.Strings(names)
+	return names
+}
+
 // isNumeric 检查字符串是否为纯数字
 func isNumeric(s string) bool {
 	for _, c := range s {
diff --git a/backend/internal/service/pricing_service_test.go b/backend/internal/service/pricing_service_test.go
index d0b46886..cc8b120a 100644
--- a/backend/internal/service/pricing_service_test.go
+++ b/backend/internal/service/pricing_service_test.go
@@ -234,3 +234,60 @@ func TestParsePricingData_PreservesServiceTierPriorityFields(t *testing.T) {
 	require.InDelta(t, 0.0000005, pricing.CacheReadInputTokenCostPriority, 1e-12)
 	require.True(t, pricing.SupportsServiceTier)
 }
+
+// ---------------------------------------------------------------------------
+// ListModelNamesByProvider
+// ---------------------------------------------------------------------------
+
+func TestListModelNamesByProvider_ReturnsMatchingModels(t *testing.T) {
+	svc := &PricingService{
+		pricingData: map[string]*LiteLLMModelPricing{
+			"claude-opus-4-5-20251101": {LiteLLMProvider: "anthropic", InputCostPerToken: 1.5e-5},
+			"claude-sonnet-4-5":        {LiteLLMProvider: "anthropic", InputCostPerToken: 3e-6},
+			"gpt-4o":                   {LiteLLMProvider: "openai", InputCostPerToken: 5e-6},
+			"gemini-2.5-pro":           {LiteLLMProvider: "google", InputCostPerToken: 1.25e-6},
+		},
+	}
+
+	got := svc.ListModelNamesByProvider("anthropic")
+	require.ElementsMatch(t, []string{"claude-opus-4-5-20251101", "claude-sonnet-4-5"}, got)
+	// Must be sorted
+	require.Equal(t, "claude-opus-4-5-20251101", got[0])
+	require.Equal(t, "claude-sonnet-4-5", got[1])
+}
+
+func TestListModelNamesByProvider_CaseInsensitive(t *testing.T) {
+	svc := &PricingService{
+		pricingData: map[string]*LiteLLMModelPricing{
+			"gpt-4o": {LiteLLMProvider: "OpenAI", InputCostPerToken: 5e-6},
+		},
+	}
+
+	got := svc.ListModelNamesByProvider("openai")
+	require.Equal(t, []string{"gpt-4o"}, got)
+
+	got2 := svc.ListModelNamesByProvider("OPENAI")
+	require.Equal(t, []string{"gpt-4o"}, got2)
+}
+
+func TestListModelNamesByProvider_NoMatch(t *testing.T) {
+	svc := &PricingService{
+		pricingData: map[string]*LiteLLMModelPricing{
+			"gpt-4o": {LiteLLMProvider: "openai", InputCostPerToken: 5e-6},
+		},
+	}
+
+	got := svc.ListModelNamesByProvider("anthropic")
+	require.NotNil(t, got)
+	require.Empty(t, got)
+}
+
+func TestListModelNamesByProvider_EmptyCatalog(t *testing.T) {
+	svc := &PricingService{
+		pricingData: map[string]*LiteLLMModelPricing{},
+	}
+
+	got := svc.ListModelNamesByProvider("openai")
+	require.NotNil(t, got)
+	require.Empty(t, got)
+}
diff --git a/frontend/src/api/admin/channels.ts b/frontend/src/api/admin/channels.ts
index 9d430134..afa43a2d 100644
--- a/frontend/src/api/admin/channels.ts
+++ b/frontend/src/api/admin/channels.ts
@@ -164,5 +164,19 @@ export async function getModelDefaultPricing(model: string): Promise<ModelDefaul
   return data
 }
 
-const channelsAPI = { list, getById, create, update, remove, getModelDefaultPricing }
+export interface SyncPricingModelsResult {
+  models: string[]
+}
+
+/**
+ * Fetch the latest model names from the LiteLLM pricing catalog for the given platform
+ */
+export async function syncPricingModels(platform: string): Promise<SyncPricingModelsResult> {
+  const { data } = await apiClient.get<SyncPricingModelsResult>('/admin/channels/pricing/sync-models', {
+    params: { platform }
+  })
+  return data
+}
+
+const channelsAPI = { list, getById, create, update, remove, getModelDefaultPricing, syncPricingModels }
 export default channelsAPI
diff --git a/frontend/src/i18n/locales/en.ts b/frontend/src/i18n/locales/en.ts
index 01c8b82e..20e0e776 100644
--- a/frontend/src/i18n/locales/en.ts
+++ b/frontend/src/i18n/locales/en.ts
@@ -2370,10 +2370,15 @@ export default {
         searchAccountPlaceholder: 'Search accounts...',
         ruleAccountsHint: 'Leave empty to match all accounts',
         ruleModelPricing: 'Model Pricing',
-        noGroupsInChannel: 'No groups selected in platform tabs above',
-        unnamed: 'Unnamed'
-      }
-    },
+         noGroupsInChannel: 'No groups selected in platform tabs above',
+         unnamed: 'Unnamed',
+         syncLatestModels: 'Sync Latest Models',
+         syncingModels: 'Syncing...',
+         syncModelsSuccess: 'Synced {count} new model(s)',
+         syncModelsAlreadyUpToDate: 'Models already up to date',
+         syncModelsError: 'Failed to sync models'
+       }
+     },
 
     riskControl: {
       title: 'Risk Control',
diff --git a/frontend/src/i18n/locales/zh.ts b/frontend/src/i18n/locales/zh.ts
index 0c62f18d..b10dbf3d 100644
--- a/frontend/src/i18n/locales/zh.ts
+++ b/frontend/src/i18n/locales/zh.ts
@@ -2448,7 +2448,12 @@ export default {
         ruleAccountsHint: '留空表示匹配所有账号',
         ruleModelPricing: '模型定价',
         noGroupsInChannel: '上方平台标签页中未选择分组',
-        unnamed: '未命名'
+        unnamed: '未命名',
+        syncLatestModels: '同步最新模型',
+        syncingModels: '同步中...',
+        syncModelsSuccess: '已同步 {count} 个新模型',
+        syncModelsAlreadyUpToDate: '模型列表已是最新',
+        syncModelsError: '同步模型失败'
       }
     },
 
diff --git a/frontend/src/views/admin/ChannelsView.vue b/frontend/src/views/admin/ChannelsView.vue
index b2d6d8e6..3a4aeb0d 100644
--- a/frontend/src/views/admin/ChannelsView.vue
+++ b/frontend/src/views/admin/ChannelsView.vue
@@ -406,9 +406,19 @@
             <div>
               <div class="mb-1 flex items-center justify-between">
                 <label class="input-label text-xs mb-0">{{ t('admin.channels.form.modelPricing', 'Model Pricing') }}</label>
-                <button type="button" @click="addPricingEntry(sIdx)" class="text-xs text-primary-600 hover:text-primary-700">
-                  + {{ t('common.add', 'Add') }}
-                </button>
+                <div class="flex items-center gap-2">
+                  <button
+                    type="button"
+                    @click="syncLatestModels(sIdx)"
+                    :disabled="syncingPlatform === section.platform"
+                    class="text-xs text-gray-500 hover:text-primary-600 disabled:opacity-50"
+                  >
+                    {{ syncingPlatform === section.platform ? t('admin.channels.form.syncingModels') : t('admin.channels.form.syncLatestModels') }}
+                  </button>
+                  <button type="button" @click="addPricingEntry(sIdx)" class="text-xs text-primary-600 hover:text-primary-700">
+                    + {{ t('common.add', 'Add') }}
+                  </button>
+                </div>
               </div>
               <div
                 v-if="section.model_pricing.length === 0"
@@ -834,6 +844,44 @@ function addPricingEntry(sectionIdx: number) {
   })
 }
 
+const syncingPlatform = ref<string | null>(null)
+
+async function syncLatestModels(sectionIdx: number) {
+  const platform = form.platforms[sectionIdx].platform
+  if (syncingPlatform.value) return
+  syncingPlatform.value = platform
+  try {
+    const result = await adminAPI.channels.syncPricingModels(platform)
+    // Collect all model names already present in this platform's pricing entries
+    const existingModels = new Set<string>()
+    for (const entry of form.platforms[sectionIdx].model_pricing) {
+      for (const m of entry.models) existingModels.add(m)
+    }
+    const newModels = result.models.filter(m => !existingModels.has(m))
+    if (newModels.length === 0) {
+      appStore.showSuccess(t('admin.channels.form.syncModelsAlreadyUpToDate'))
+      return
+    }
+    // Add new models as a single new pricing entry (user fills in prices)
+    form.platforms[sectionIdx].model_pricing.push({
+      models: newModels,
+      billing_mode: 'token',
+      input_price: null,
+      output_price: null,
+      cache_write_price: null,
+      cache_read_price: null,
+      image_output_price: null,
+      per_request_price: null,
+      intervals: []
+    })
+    appStore.showSuccess(t('admin.channels.form.syncModelsSuccess', { count: newModels.length }))
+  } catch (error) {
+    appStore.showError(extractApiErrorMessage(error, t('admin.channels.form.syncModelsError')))
+  } finally {
+    syncingPlatform.value = null
+  }
+}
+
 function updatePricingEntry(sectionIdx: number, idx: number, updated: PricingFormEntry) {
   form.platforms[sectionIdx].model_pricing.splice(idx, 1, updated)
 }