diff --git a/backend/internal/service/gateway_service.go b/backend/internal/service/gateway_service.go
index 598de146..de4b7d34 100644
--- a/backend/internal/service/gateway_service.go
+++ b/backend/internal/service/gateway_service.go
@@ -4187,6 +4187,18 @@ func (s *GatewayService) Forward(ctx context.Context, c *gin.Context, account *A
 		}
 
 		body, reqModel = normalizeClaudeOAuthRequestBody(body, reqModel, normalizeOpts)
+
+		// D/E/F: messages cache 策略 + 工具名混淆 + tools[-1] 断点
+		// 与 forward_as_chat_completions / forward_as_responses 路径对齐，
+		// 保证原生 /v1/messages 路径也经过完整的 Parrot 字段级改写。
+		body = stripMessageCacheControl(body)
+		body = addMessageCacheBreakpoints(body)
+		if rw := buildToolNameRewriteFromBody(body); rw != nil {
+			body = applyToolNameRewriteToBody(body, rw)
+			c.Set(toolNameRewriteKey, rw)
+		} else {
+			body = applyToolsLastCacheBreakpoint(body)
+		}
 	}
 
 	// 强制执行 cache_control 块数量限制（最多 4 个）
@@ -8380,6 +8392,14 @@ func (s *GatewayService) ForwardCountTokens(ctx context.Context, c *gin.Context,
 	if shouldMimicClaudeCode {
 		normalizeOpts := claudeOAuthNormalizeOptions{stripSystemCacheControl: true}
 		body, reqModel = normalizeClaudeOAuthRequestBody(body, reqModel, normalizeOpts)
+
+		body = stripMessageCacheControl(body)
+		body = addMessageCacheBreakpoints(body)
+		if rw := buildToolNameRewriteFromBody(body); rw != nil {
+			body = applyToolNameRewriteToBody(body, rw)
+		} else {
+			body = applyToolsLastCacheBreakpoint(body)
+		}
 	}
 
 	// Antigravity 账户不支持 count_tokens，返回 404 让客户端 fallback 到本地估算。