diff --git a/tests/entrypoints/openai/test_exception_handlers.py b/tests/entrypoints/openai/test_exception_handlers.py
new file mode 100644
index 000000000..d2b167829
--- /dev/null
+++ b/tests/entrypoints/openai/test_exception_handlers.py
@@ -0,0 +1,41 @@
+# SPDX-License-Identifier: Apache-2.0
+# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
+"""Rejected requests are answered without re-raising into the ASGI server."""
+
+from argparse import Namespace
+
+import pytest
+from fastapi import FastAPI
+from fastapi.testclient import TestClient
+
+from vllm.entrypoints.openai.server_utils import register_exception_handlers
+from vllm.exceptions import VLLMNotFoundError, VLLMValidationError
+
+
+def _client() -> TestClient:
+    app = FastAPI()
+    app.state.args = Namespace(log_error_stack=False)
+    register_exception_handlers(app)
+
+    @app.get("/raise/{kind}")
+    async def fail(kind: str):
+        if kind == "validation":
+            raise VLLMValidationError("prompt is longer than the maximum length")
+        if kind == "not_found":
+            raise VLLMNotFoundError("unknown model")
+        raise RuntimeError("server bug")
+
+    # A re-raised exception surfaces here exactly as uvicorn would log it.
+    return TestClient(app, raise_server_exceptions=True)
+
+
+@pytest.mark.parametrize(("kind", "status"), [("validation", 400), ("not_found", 404)])
+def test_client_errors_are_answered_without_a_traceback(kind, status):
+    response = _client().get(f"/raise/{kind}")
+    assert response.status_code == status
+    assert response.json()["error"]["code"] == status
+
+
+def test_server_errors_still_reach_the_server_log():
+    with pytest.raises(RuntimeError, match="server bug"):
+        _client().get("/raise/bug")
diff --git a/vllm/entrypoints/openai/api_server.py b/vllm/entrypoints/openai/api_server.py
index 1632d4d06..241c146ec 100644
--- a/vllm/entrypoints/openai/api_server.py
+++ b/vllm/entrypoints/openai/api_server.py
@@ -16,8 +16,7 @@ from contextlib import asynccontextmanager
 from typing import Any
 
 import uvloop
-from fastapi import FastAPI, HTTPException
-from fastapi.exceptions import RequestValidationError
+from fastapi import FastAPI
 from fastapi.middleware.cors import CORSMiddleware
 from starlette.datastructures import State
 
@@ -29,18 +28,13 @@ from vllm.entrypoints.chat_utils import load_chat_template
 from vllm.entrypoints.launcher import serve_http
 from vllm.entrypoints.logger import RequestLogger
 from vllm.entrypoints.openai.cli_args import make_arg_parser, validate_parsed_serve_args
-from vllm.entrypoints.openai.engine.protocol import GenerationError
 from vllm.entrypoints.openai.models.protocol import BaseModelPath
 from vllm.entrypoints.openai.models.serving import OpenAIServingModels
 from vllm.entrypoints.openai.server_utils import (
-    engine_error_handler,
-    exception_handler,
-    generation_error_handler,
     get_uvicorn_log_config,
-    http_exception_handler,
     lifespan,
     log_response,
-    validation_exception_handler,
+    register_exception_handlers,
 )
 from vllm.entrypoints.sagemaker.api_router import sagemaker_standards_bootstrap
 from vllm.entrypoints.serve.elastic_ep.middleware import (
@@ -63,7 +57,6 @@ from vllm.usage.usage_lib import UsageContext
 from vllm.utils.argparse_utils import FlexibleArgumentParser
 from vllm.utils.network_utils import is_valid_ipv6_address
 from vllm.utils.system_utils import decorate_logs, set_ulimit
-from vllm.v1.engine.exceptions import EngineDeadError, EngineGenerateError
 from vllm.version import __version__ as VLLM_VERSION
 
 prometheus_multiproc_dir: tempfile.TemporaryDirectory
@@ -254,12 +247,7 @@ def build_app(
         allow_headers=args.allowed_headers,
     )
 
-    app.exception_handler(HTTPException)(http_exception_handler)
-    app.exception_handler(RequestValidationError)(validation_exception_handler)
-    app.exception_handler(EngineGenerateError)(engine_error_handler)
-    app.exception_handler(EngineDeadError)(engine_error_handler)
-    app.exception_handler(GenerationError)(generation_error_handler)
-    app.exception_handler(Exception)(exception_handler)
+    register_exception_handlers(app)
 
     # Ensure --api-key option from CLI takes precedence over VLLM_API_KEY
     if tokens := [key for key in (args.api_key or [envs.VLLM_API_KEY]) if key]:
diff --git a/vllm/entrypoints/openai/server_utils.py b/vllm/entrypoints/openai/server_utils.py
index 269c33549..fd54a91b3 100644
--- a/vllm/entrypoints/openai/server_utils.py
+++ b/vllm/entrypoints/openai/server_utils.py
@@ -27,7 +27,7 @@ from vllm.entrypoints.openai.engine.protocol import (
     GenerationError,
 )
 from vllm.entrypoints.utils import create_error_response, sanitize_message
-from vllm.exceptions import VLLMValidationError
+from vllm.exceptions import VLLMNotFoundError, VLLMValidationError
 from vllm.logger import init_logger
 from vllm.utils.gc_utils import freeze_gc_heap
 from vllm.v1.engine.exceptions import EngineDeadError, EngineGenerateError
@@ -388,6 +388,21 @@ async def exception_handler(req: Request, exc: Exception):
     return JSONResponse(err.model_dump(), status_code=err.error.code)
 
 
+def register_exception_handlers(app: FastAPI) -> None:
+    app.exception_handler(HTTPException)(http_exception_handler)
+    app.exception_handler(RequestValidationError)(validation_exception_handler)
+    app.exception_handler(EngineGenerateError)(engine_error_handler)
+    app.exception_handler(EngineDeadError)(engine_error_handler)
+    app.exception_handler(GenerationError)(generation_error_handler)
+    # Starlette runs a handler registered for Exception in its
+    # ServerErrorMiddleware, which re-raises after responding: uvicorn then logs
+    # a full traceback for every rejected request. Client errors get their own
+    # registration so they are answered without being re-raised.
+    app.exception_handler(VLLMValidationError)(exception_handler)
+    app.exception_handler(VLLMNotFoundError)(exception_handler)
+    app.exception_handler(Exception)(exception_handler)
+
+
 async def http_exception_handler(req: Request, exc: HTTPException):
     if req.app.state.args.log_error_stack:
         logger.exception(