diff --git a/vllm/entrypoints/openai/api_server.py b/vllm/entrypoints/openai/api_server.py
index 3cf66fcd27e2a..3974f45a7135c 100644
--- a/vllm/entrypoints/openai/api_server.py
+++ b/vllm/entrypoints/openai/api_server.py
@@ -5,6 +5,7 @@ import hashlib
 import importlib
 import inspect
 import json
+import logging
 import multiprocessing
 import multiprocessing.forkserver as forkserver
 import os
@@ -2020,6 +2021,9 @@ async def run_server(args, **uvicorn_kwargs) -> None:
     # Add process-specific prefix to stdout and stderr.
     decorate_logs("APIServer")
 
+    # Suppress verbose logs from model_hosting_container_standards
+    logging.getLogger("model_hosting_container_standards").setLevel(logging.ERROR)
+
     listen_address, sock = setup_server(args)
     await run_server_worker(listen_address, sock, args, **uvicorn_kwargs)