diff --git a/bigquery_magics/graph_server.py b/bigquery_magics/graph_server.py
index 0089e97..fac2bb2 100644
--- a/bigquery_magics/graph_server.py
+++ b/bigquery_magics/graph_server.py
@@ -315,7 +315,7 @@ class ThreadedTCPServer(socketserver.TCPServer):
             # Daemon threads automatically terminate when the main program exits
             daemon_threads = True
 
-        with ThreadedTCPServer(("", self.port), GraphServerHandler) as httpd:
+        with ThreadedTCPServer(("127.0.0.1", self.port), GraphServerHandler) as httpd:
             self._server = httpd
             self._server.serve_forever()