diff --git a/backend/internal/handler/gateway_handler.go b/backend/internal/handler/gateway_handler.go
index 9c77bafa..59ab429c 100644
--- a/backend/internal/handler/gateway_handler.go
+++ b/backend/internal/handler/gateway_handler.go
@@ -126,8 +126,11 @@ func (h *GatewayHandler) Messages(c *gin.Context) {
 	// 计算粘性会话hash
 	sessionHash := h.gatewayService.GenerateSessionHash(body)
 
+	// 获取平台：优先使用强制平台（/antigravity 路由，中间件已设置 request.Context），否则使用分组平台
 	platform := ""
-	if apiKey.Group != nil {
+	if forcePlatform, ok := middleware2.GetForcePlatformFromContext(c); ok {
+		platform = forcePlatform
+	} else if apiKey.Group != nil {
 		platform = apiKey.Group.Platform
 	}
 
diff --git a/backend/internal/handler/gemini_v1beta_handler.go b/backend/internal/handler/gemini_v1beta_handler.go
index 613d4c86..ea1bdf5a 100644
--- a/backend/internal/handler/gemini_v1beta_handler.go
+++ b/backend/internal/handler/gemini_v1beta_handler.go
@@ -25,11 +25,19 @@ func (h *GatewayHandler) GeminiV1BetaListModels(c *gin.Context) {
 		googleError(c, http.StatusUnauthorized, "Invalid API key")
 		return
 	}
-	if apiKey.Group == nil || apiKey.Group.Platform != service.PlatformGemini {
+	// 检查平台：优先使用强制平台（/antigravity 路由），否则要求 gemini 分组
+	forcePlatform, hasForcePlatform := middleware.GetForcePlatformFromContext(c)
+	if !hasForcePlatform && (apiKey.Group == nil || apiKey.Group.Platform != service.PlatformGemini) {
 		googleError(c, http.StatusBadRequest, "API key group platform is not gemini")
 		return
 	}
 
+	// 强制 antigravity 模式：直接返回静态模型列表
+	if forcePlatform == service.PlatformAntigravity {
+		c.JSON(http.StatusOK, gemini.FallbackModelsList())
+		return
+	}
+
 	account, err := h.geminiCompatService.SelectAccountForAIStudioEndpoints(c.Request.Context(), apiKey.GroupID)
 	if err != nil {
 		// 没有 gemini 账户，检查是否有 antigravity 账户可用
@@ -63,7 +71,9 @@ func (h *GatewayHandler) GeminiV1BetaGetModel(c *gin.Context) {
 		googleError(c, http.StatusUnauthorized, "Invalid API key")
 		return
 	}
-	if apiKey.Group == nil || apiKey.Group.Platform != service.PlatformGemini {
+	// 检查平台：优先使用强制平台（/antigravity 路由），否则要求 gemini 分组
+	forcePlatform, hasForcePlatform := middleware.GetForcePlatformFromContext(c)
+	if !hasForcePlatform && (apiKey.Group == nil || apiKey.Group.Platform != service.PlatformGemini) {
 		googleError(c, http.StatusBadRequest, "API key group platform is not gemini")
 		return
 	}
@@ -74,6 +84,12 @@ func (h *GatewayHandler) GeminiV1BetaGetModel(c *gin.Context) {
 		return
 	}
 
+	// 强制 antigravity 模式：直接返回静态模型信息
+	if forcePlatform == service.PlatformAntigravity {
+		c.JSON(http.StatusOK, gemini.FallbackModel(modelName))
+		return
+	}
+
 	account, err := h.geminiCompatService.SelectAccountForAIStudioEndpoints(c.Request.Context(), apiKey.GroupID)
 	if err != nil {
 		// 没有 gemini 账户，检查是否有 antigravity 账户可用
@@ -114,9 +130,12 @@ func (h *GatewayHandler) GeminiV1BetaModels(c *gin.Context) {
 		return
 	}
 
-	if apiKey.Group == nil || apiKey.Group.Platform != service.PlatformGemini {
-		googleError(c, http.StatusBadRequest, "API key group platform is not gemini")
-		return
+	// 检查平台：优先使用强制平台（/antigravity 路由，中间件已设置 request.Context），否则要求 gemini 分组
+	if !middleware.HasForcePlatform(c) {
+		if apiKey.Group == nil || apiKey.Group.Platform != service.PlatformGemini {
+			googleError(c, http.StatusBadRequest, "API key group platform is not gemini")
+			return
+		}
 	}
 
 	modelName, action, err := parseGeminiModelAction(strings.TrimPrefix(c.Param("modelAction"), "/"))
diff --git a/backend/internal/integration/e2e_gateway_test.go b/backend/internal/integration/e2e_gateway_test.go
index ae0b138a..05cdc85f 100644
--- a/backend/internal/integration/e2e_gateway_test.go
+++ b/backend/internal/integration/e2e_gateway_test.go
@@ -231,7 +231,7 @@ func testGeminiGenerate(t *testing.T, model string, stream bool) {
 	if stream {
 		action = "streamGenerateContent"
 	}
-	url := fmt.Sprintf("%s/v1beta/models/%s:%s", baseURL, model, action)
+	url := fmt.Sprintf("%s%s/v1beta/models/%s:%s", baseURL, endpointPrefix, model, action)
 	if stream {
 		url += "?alt=sse"
 	}
diff --git a/backend/internal/server/middleware/middleware.go b/backend/internal/server/middleware/middleware.go
index 1af8dbef..45643164 100644
--- a/backend/internal/server/middleware/middleware.go
+++ b/backend/internal/server/middleware/middleware.go
@@ -1,6 +1,10 @@
 package middleware
 
-import "github.com/gin-gonic/gin"
+import (
+	"context"
+
+	"github.com/gin-gonic/gin"
+)
 
 // ContextKey 定义上下文键类型
 type ContextKey string
@@ -14,8 +18,43 @@ const (
 	ContextKeyApiKey ContextKey = "api_key"
 	// ContextKeySubscription 订阅上下文键
 	ContextKeySubscription ContextKey = "subscription"
+	// ContextKeyForcePlatform 强制平台（用于 /antigravity 路由）
+	ContextKeyForcePlatform ContextKey = "force_platform"
 )
 
+// ctxKeyForcePlatformStr 用于 request.Context 的字符串 key（供 Service 读取）
+// 注意：service 包中也需要使用相同的字符串 "ctx_force_platform"
+const ctxKeyForcePlatformStr = "ctx_force_platform"
+
+// ForcePlatform 返回设置强制平台的中间件
+// 同时设置 request.Context（供 Service 使用）和 gin.Context（供 Handler 快速检查）
+func ForcePlatform(platform string) gin.HandlerFunc {
+	return func(c *gin.Context) {
+		// 设置到 request.Context，使用字符串 key 供 Service 层读取
+		ctx := context.WithValue(c.Request.Context(), ctxKeyForcePlatformStr, platform)
+		c.Request = c.Request.WithContext(ctx)
+		// 同时设置到 gin.Context，供 Handler 快速检查
+		c.Set(string(ContextKeyForcePlatform), platform)
+		c.Next()
+	}
+}
+
+// HasForcePlatform 检查是否有强制平台（用于 Handler 跳过分组检查）
+func HasForcePlatform(c *gin.Context) bool {
+	_, exists := c.Get(string(ContextKeyForcePlatform))
+	return exists
+}
+
+// GetForcePlatformFromContext 从 gin.Context 获取强制平台
+func GetForcePlatformFromContext(c *gin.Context) (string, bool) {
+	value, exists := c.Get(string(ContextKeyForcePlatform))
+	if !exists {
+		return "", false
+	}
+	platform, ok := value.(string)
+	return platform, ok
+}
+
 // ErrorResponse 标准错误响应结构
 type ErrorResponse struct {
 	Code    string `json:"code"`
diff --git a/backend/internal/server/routes/gateway.go b/backend/internal/server/routes/gateway.go
index eab36ef8..2bf388f8 100644
--- a/backend/internal/server/routes/gateway.go
+++ b/backend/internal/server/routes/gateway.go
@@ -40,4 +40,24 @@ func RegisterGatewayRoutes(
 
 	// OpenAI Responses API（不带v1前缀的别名）
 	r.POST("/responses", gin.HandlerFunc(apiKeyAuth), h.OpenAIGateway.Responses)
+
+	// Antigravity 专用路由（仅使用 antigravity 账户，不混合调度）
+	antigravityV1 := r.Group("/antigravity/v1")
+	antigravityV1.Use(middleware.ForcePlatform(service.PlatformAntigravity))
+	antigravityV1.Use(gin.HandlerFunc(apiKeyAuth))
+	{
+		antigravityV1.POST("/messages", h.Gateway.Messages)
+		antigravityV1.POST("/messages/count_tokens", h.Gateway.CountTokens)
+		antigravityV1.GET("/models", h.Gateway.Models)
+		antigravityV1.GET("/usage", h.Gateway.Usage)
+	}
+
+	antigravityV1Beta := r.Group("/antigravity/v1beta")
+	antigravityV1Beta.Use(middleware.ForcePlatform(service.PlatformAntigravity))
+	antigravityV1Beta.Use(middleware.ApiKeyAuthWithSubscriptionGoogle(apiKeyService, subscriptionService))
+	{
+		antigravityV1Beta.GET("/models", h.Gateway.GeminiV1BetaListModels)
+		antigravityV1Beta.GET("/models/:model", h.Gateway.GeminiV1BetaGetModel)
+		antigravityV1Beta.POST("/models/*modelAction", h.Gateway.GeminiV1BetaModels)
+	}
 }
diff --git a/backend/internal/service/gateway_service.go b/backend/internal/service/gateway_service.go
index 6b286599..641962ea 100644
--- a/backend/internal/service/gateway_service.go
+++ b/backend/internal/service/gateway_service.go
@@ -30,6 +30,10 @@ const (
 	stickySessionTTL        = time.Hour // 粘性会话TTL
 )
 
+// ctxKeyForcePlatform 用于从 context 读取强制平台（由 middleware.ForcePlatform 设置）
+// 必须与 middleware.ctxKeyForcePlatformStr 使用相同的字符串值
+const ctxKeyForcePlatform = "ctx_force_platform"
+
 // sseDataRe matches SSE data lines with optional whitespace after colon.
 // Some upstream APIs return non-standard "data:" without space (should be "data: ").
 var sseDataRe = regexp.MustCompile(`^data:\s*`)
@@ -294,9 +298,13 @@ func (s *GatewayService) SelectAccountForModel(ctx context.Context, groupID *int
 
 // SelectAccountForModelWithExclusions selects an account supporting the requested model while excluding specified accounts.
 func (s *GatewayService) SelectAccountForModelWithExclusions(ctx context.Context, groupID *int64, sessionHash string, requestedModel string, excludedIDs map[int64]struct{}) (*Account, error) {
-	// 根据分组 platform 决定查询哪种账号
+	// 优先检查 context 中的强制平台（/antigravity 路由）
 	var platform string
-	if groupID != nil {
+	forcePlatform, hasForcePlatform := ctx.Value(ctxKeyForcePlatform).(string)
+	if hasForcePlatform && forcePlatform != "" {
+		platform = forcePlatform
+	} else if groupID != nil {
+		// 根据分组 platform 决定查询哪种账号
 		group, err := s.groupRepo.GetByID(ctx, *groupID)
 		if err != nil {
 			return nil, fmt.Errorf("get group failed: %w", err)
@@ -308,11 +316,22 @@ func (s *GatewayService) SelectAccountForModelWithExclusions(ctx context.Context
 	}
 
 	// anthropic/gemini 分组支持混合调度（包含启用了 mixed_scheduling 的 antigravity 账户）
-	if platform == PlatformAnthropic || platform == PlatformGemini {
+	// 注意：强制平台模式不走混合调度
+	if (platform == PlatformAnthropic || platform == PlatformGemini) && !hasForcePlatform {
 		return s.selectAccountWithMixedScheduling(ctx, groupID, sessionHash, requestedModel, excludedIDs, platform)
 	}
 
-	// antigravity 分组或无分组使用单平台选择
+	// 强制平台模式：优先按分组查找，找不到再查全部该平台账户
+	if hasForcePlatform && groupID != nil {
+		account, err := s.selectAccountForModelWithPlatform(ctx, groupID, sessionHash, requestedModel, excludedIDs, platform)
+		if err == nil {
+			return account, nil
+		}
+		// 分组中找不到，回退查询全部该平台账户
+		groupID = nil
+	}
+
+	// antigravity 分组、强制平台模式或无分组使用单平台选择
 	return s.selectAccountForModelWithPlatform(ctx, groupID, sessionHash, requestedModel, excludedIDs, platform)
 }
 
diff --git a/backend/internal/service/gemini_messages_compat_service.go b/backend/internal/service/gemini_messages_compat_service.go
index 2f92abfc..025ca888 100644
--- a/backend/internal/service/gemini_messages_compat_service.go
+++ b/backend/internal/service/gemini_messages_compat_service.go
@@ -72,9 +72,13 @@ func (s *GeminiMessagesCompatService) SelectAccountForModel(ctx context.Context,
 }
 
 func (s *GeminiMessagesCompatService) SelectAccountForModelWithExclusions(ctx context.Context, groupID *int64, sessionHash string, requestedModel string, excludedIDs map[int64]struct{}) (*Account, error) {
-	// 根据分组 platform 决定查询哪种账号
+	// 优先检查 context 中的强制平台（/antigravity 路由）
 	var platform string
-	if groupID != nil {
+	forcePlatform, hasForcePlatform := ctx.Value(ctxKeyForcePlatform).(string)
+	if hasForcePlatform && forcePlatform != "" {
+		platform = forcePlatform
+	} else if groupID != nil {
+		// 根据分组 platform 决定查询哪种账号
 		group, err := s.groupRepo.GetByID(ctx, *groupID)
 		if err != nil {
 			return nil, fmt.Errorf("get group failed: %w", err)
@@ -86,7 +90,8 @@ func (s *GeminiMessagesCompatService) SelectAccountForModelWithExclusions(ctx co
 	}
 
 	// gemini 分组支持混合调度（包含启用了 mixed_scheduling 的 antigravity 账户）
-	useMixedScheduling := platform == PlatformGemini
+	// 注意：强制平台模式不走混合调度
+	useMixedScheduling := platform == PlatformGemini && !hasForcePlatform
 	var queryPlatforms []string
 	if useMixedScheduling {
 		queryPlatforms = []string{PlatformGemini, PlatformAntigravity}
@@ -118,11 +123,18 @@ func (s *GeminiMessagesCompatService) SelectAccountForModelWithExclusions(ctx co
 		}
 	}
 
-	// 查询可调度账户
+	// 查询可调度账户（强制平台模式：优先按分组查找，找不到再查全部）
 	var accounts []Account
 	var err error
 	if groupID != nil {
 		accounts, err = s.accountRepo.ListSchedulableByGroupIDAndPlatforms(ctx, *groupID, queryPlatforms)
+		if err != nil {
+			return nil, fmt.Errorf("query accounts failed: %w", err)
+		}
+		// 强制平台模式下，分组中找不到账户时回退查询全部
+		if len(accounts) == 0 && hasForcePlatform {
+			accounts, err = s.accountRepo.ListSchedulableByPlatforms(ctx, queryPlatforms)
+		}
 	} else {
 		accounts, err = s.accountRepo.ListSchedulableByPlatforms(ctx, queryPlatforms)
 	}
diff --git a/backend/internal/web/embed_on.go b/backend/internal/web/embed_on.go
index 4bf46897..0ee8d614 100644
--- a/backend/internal/web/embed_on.go
+++ b/backend/internal/web/embed_on.go
@@ -28,6 +28,7 @@ func ServeEmbeddedFrontend() gin.HandlerFunc {
 		if strings.HasPrefix(path, "/api/") ||
 			strings.HasPrefix(path, "/v1/") ||
 			strings.HasPrefix(path, "/v1beta/") ||
+			strings.HasPrefix(path, "/antigravity/") ||
 			strings.HasPrefix(path, "/setup/") ||
 			path == "/health" ||
 			path == "/responses" {