diff --git a/python/sglang/multimodal_gen/runtime/server_args.py b/python/sglang/multimodal_gen/runtime/server_args.py
index 4fc3e2964..62edb3dca 100644
--- a/python/sglang/multimodal_gen/runtime/server_args.py
+++ b/python/sglang/multimodal_gen/runtime/server_args.py
@@ -233,6 +233,7 @@ class ServerArgs:
 
     # Logging
     log_level: str = "info"
+    uvicorn_access_log_exclude_prefixes: list[str] = field(default_factory=list)
 
     @property
     def broker_port(self) -> int:
@@ -860,6 +861,15 @@ class ServerArgs:
             default=ServerArgs.log_level,
             help="The logging level of all loggers.",
         )
+        parser.add_argument(
+            "--uvicorn-access-log-exclude-prefixes",
+            type=str,
+            nargs="*",
+            default=[],
+            help="Exclude uvicorn access logs whose request path starts with any of these prefixes. "
+            "Defaults to empty (disabled). "
+            "Example: --uvicorn-access-log-exclude-prefixes /metrics /health",
+        )
         parser.add_argument(
             "--backend",
             type=str,
diff --git a/python/sglang/multimodal_gen/runtime/utils/logging_utils.py b/python/sglang/multimodal_gen/runtime/utils/logging_utils.py
index 6214bacd9..1b13c05c6 100644
--- a/python/sglang/multimodal_gen/runtime/utils/logging_utils.py
+++ b/python/sglang/multimodal_gen/runtime/utils/logging_utils.py
@@ -451,7 +451,7 @@ def enable_trace_function_call(log_file_path: str, root_dir: str | None = None):
     sys.settrace(partial(_trace_calls, log_file_path, root_dir))
 
 
-def set_uvicorn_logging_configs():
+def set_uvicorn_logging_configs(server_args=None):
     from uvicorn.config import LOGGING_CONFIG
 
     LOGGING_CONFIG["formatters"]["default"][
@@ -463,6 +463,59 @@ def set_uvicorn_logging_configs():
     ] = '[%(asctime)s] %(levelprefix)s %(client_addr)s - "%(request_line)s" %(status_code)s'
     LOGGING_CONFIG["formatters"]["access"]["datefmt"] = "%Y-%m-%d %H:%M:%S"
 
+    # Install access log path filter into LOGGING_CONFIG so it survives
+    # uvicorn's internal dictConfig() call during startup.
+    prefixes = getattr(server_args, "uvicorn_access_log_exclude_prefixes", None)
+    if prefixes:
+        _install_access_log_filter(LOGGING_CONFIG, prefixes)
+
+
+def _install_access_log_filter(config: dict, prefixes: list[str]):
+    """Register a path-based access log filter into uvicorn's LOGGING_CONFIG dict.
+
+    Only attaches to the ``access`` handler (not the ``uvicorn.access`` logger)
+    to avoid filtering the same record twice.
+    """
+    # Sanitize: drop empty strings (would match all paths) and deduplicate.
+    prefixes = [str(p) for p in prefixes if p]
+    prefixes = list(dict.fromkeys(prefixes))
+    if not prefixes:
+        return
+
+    name = "sglang_diffusion_path_filter"
+    config.setdefault("filters", {})[name] = {
+        "()": "sglang.multimodal_gen.runtime.utils.logging_utils._UvicornAccessLogFilter",
+        "prefixes": prefixes,
+    }
+
+    handler_cfg = config.get("handlers", {}).get("access")
+    if handler_cfg is not None:
+        fl = handler_cfg.setdefault("filters", [])
+        if name not in fl:
+            fl.append(name)
+
+
+class _UvicornAccessLogFilter(logging.Filter):
+    """Suppress uvicorn access logs whose path starts with an excluded prefix.
+
+    uvicorn's ``AccessFormatter`` injects ``request_line`` during ``format()``,
+    which runs *after* filters.  We therefore extract the path from
+    ``record.args`` which uvicorn populates as::
+
+        (client_addr, method, full_path, http_version, status_code)
+    """
+
+    def __init__(self, prefixes: list[str] | None = None):
+        super().__init__()
+        self.prefixes = tuple(str(p) for p in (prefixes or ()) if p)
+
+    def filter(self, record: logging.LogRecord) -> bool:
+        args = record.args
+        if isinstance(args, tuple) and len(args) >= 3:
+            path = str(args[2]).split("?", 1)[0]
+            return not path.startswith(self.prefixes)
+        return True
+
 
 def configure_logger(server_args, prefix: str = ""):
     log_format = f"[%(asctime)s{prefix}] %(message)s"
@@ -477,7 +530,7 @@ def configure_logger(server_args, prefix: str = ""):
     root.addHandler(handler)
     root.setLevel(getattr(logging, server_args.log_level.upper()))
 
-    set_uvicorn_logging_configs()
+    set_uvicorn_logging_configs(server_args)
 
 
 @lru_cache(maxsize=1)