diff --git a/python/sglang/srt/distributed/device_communicators/shm_broadcast.py b/python/sglang/srt/distributed/device_communicators/shm_broadcast.py
index 7a3b22e27..4e5c55a99 100644
--- a/python/sglang/srt/distributed/device_communicators/shm_broadcast.py
+++ b/python/sglang/srt/distributed/device_communicators/shm_broadcast.py
@@ -225,7 +225,8 @@ class MessageQueue:
             remote_subscribe_port = get_open_port()
             if is_valid_ipv6_address(connect_ip):
                 self.remote_socket.setsockopt(IPV6, 1)
-            socket_addr = f"tcp://*:{remote_subscribe_port}"
+                connect_ip = f"[{connect_ip}]"
+            socket_addr = f"tcp://{connect_ip}:{remote_subscribe_port}"
             self.remote_socket.bind(socket_addr)
 
         else: