diff --git a/lightllm/utils/envs_utils.py b/lightllm/utils/envs_utils.py
index 350507e89..1de1e7999 100644
--- a/lightllm/utils/envs_utils.py
+++ b/lightllm/utils/envs_utils.py
@@ -228,3 +228,8 @@ def get_added_mtp_kv_layer_num() -> int:
 @lru_cache(maxsize=None)
 def get_pd_split_max_new_tokens() -> int:
     return int(os.getenv("LIGHTLLM_PD_SPLIT_MAX_NEW_TOKENS", 2048))
+
+
+@lru_cache(maxsize=None)
+def get_lightllm_url_pool_maxsize() -> int:
+    return int(os.getenv("LIGHTLLM_URL_POOL_MAXSIZE", 256))
diff --git a/lightllm/utils/multimodal_utils.py b/lightllm/utils/multimodal_utils.py
index 876283b93..eaf598aef 100644
--- a/lightllm/utils/multimodal_utils.py
+++ b/lightllm/utils/multimodal_utils.py
@@ -6,12 +6,68 @@
 from io import BytesIO
 from fastapi import Request
 from functools import lru_cache
+from collections import OrderedDict
+from typing import Awaitable, Callable, Dict, Optional, Tuple
+import asyncio
 from lightllm.utils.error_utils import ClientDisconnected
+from lightllm.utils.envs_utils import get_lightllm_url_pool_maxsize
 from lightllm.utils.log_utils import init_logger
 
 logger = init_logger(__name__)
 
 
+class UrlResourcePool:
+    def __init__(self, maxsize: int = 256):
+        self._maxsize = maxsize
+        self._cache: "OrderedDict[Tuple[str, Optional[str]], bytes]" = OrderedDict()
+        self._inflight: Dict[Tuple[str, Optional[str]], asyncio.Task] = {}
+        self._lock = asyncio.Lock()
+
+    @staticmethod
+    def _normalize_url(url: str) -> str:
+        return url.strip()
+
+    async def get_or_create(self, url: str, proxy: Optional[str], loader: Callable[[], Awaitable[bytes]]) -> bytes:
+        key = (self._normalize_url(url), proxy)
+
+        async with self._lock:
+            cached = self._cache.get(key)
+            if cached is not None:
+                self._cache.move_to_end(key)
+                logger.info(f"url_pool hit")
+                return cached
+
+            task = self._inflight.get(key)
+            if task is None:
+
+                async def _run_and_cache() -> bytes:
+                    try:
+                        content = await loader()
+                        async with self._lock:
+                            self._cache[key] = content
+                            self._cache.move_to_end(key)
+                            while len(self._cache) > self._maxsize:
+                                self._cache.popitem(last=False)
+                        return content
+                    finally:
+                        async with self._lock:
+                            self._inflight.pop(key, None)
+
+                task = asyncio.create_task(_run_and_cache())
+
+                def _consume_task_exception(completed_task: asyncio.Task) -> None:
+                    if not completed_task.cancelled():
+                        completed_task.exception()
+
+                task.add_done_callback(_consume_task_exception)
+                self._inflight[key] = task
+
+        return await asyncio.shield(task)
+
+
+URL_RESOURCE_POOL = UrlResourcePool(maxsize=get_lightllm_url_pool_maxsize())
+
+
 def _httpx_async_client_proxy_kwargs(proxy) -> dict:
     """
     httpx 0.28+ 使用 AsyncClient(proxy=...)；更早版本使用 proxies=...
@@ -46,22 +102,26 @@ def _get_xhttp_client(proxy=None):
 
 async def fetch_resource(url, request: Request, timeout, proxy=None):
     logger.info(f"Begin to download resource from url: {url}")
+    if request is not None and await request.is_disconnected():
+        raise ClientDisconnected(reason=f"client disconnected during url download")
+
     start_time = time.time()
-    client = _get_xhttp_client(proxy)
-    async with client.stream("GET", url, timeout=timeout) as response:
-        response.raise_for_status()
-        ans_bytes = []
-        async for chunk in response.aiter_bytes(chunk_size=1024 * 1024):
-            if request is not None and await request.is_disconnected():
-                await response.aclose()
-                raise ClientDisconnected(reason=f"client disconnected during download of {url}")
-            ans_bytes.append(chunk)
-            # 接收的数据不能大于128M
-            if len(ans_bytes) > 128:
-                raise Exception(f"url {url} recv data is too big")
-
-    content = b"".join(ans_bytes)
-    end_time = time.time()
-    cost_time = end_time - start_time
-    logger.info(f"Download url {url} resource cost time: {cost_time} seconds")
-    return content
+
+    async def _load() -> bytes:
+        client = _get_xhttp_client(proxy)
+        async with client.stream("GET", url, timeout=timeout) as response:
+            response.raise_for_status()
+            ans_bytes = []
+            async for chunk in response.aiter_bytes(chunk_size=1024 * 1024):
+                ans_bytes.append(chunk)
+                # 接收的数据不能大于128M
+                if len(ans_bytes) > 128:
+                    raise Exception("url data is too big")
+
+        content = b"".join(ans_bytes)
+        end_time = time.time()
+        cost_time = end_time - start_time
+        logger.info(f"url download done, cost={cost_time:.3f}s")
+        return content
+
+    return await URL_RESOURCE_POOL.get_or_create(url, proxy, _load)