diff --git a/.github/workflows/architecture-observe.yml b/.github/workflows/architecture-observe.yml
index 3af3b9a22..ebe4dcbd1 100644
--- a/.github/workflows/architecture-observe.yml
+++ b/.github/workflows/architecture-observe.yml
@@ -35,7 +35,7 @@ jobs:
         uses: astral-sh/setup-uv@20cfd1bf945f4377ade1205e4dbc17946fc9a30d # v10.0.1
         with:
           version: '0.12.5'
-          python-version: '3.12'
+          python-version: '3.14'
           enable-cache: true
           cache-dependency-glob: |
             MoviePilot/pyproject.toml
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 1e35e53a1..31b2091c9 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -32,7 +32,7 @@ jobs:
         uses: astral-sh/setup-uv@20cfd1bf945f4377ade1205e4dbc17946fc9a30d # v10.0.1
         with:
           version: '0.12.5'
-          python-version: '3.12'
+          python-version: '3.14'
           enable-cache: true
           cache-dependency-glob: |
             pyproject.toml
diff --git a/app/agent/tools/impl/search_torrents.py b/app/agent/tools/impl/search_torrents.py
index 3db922344..c514b7533 100644
--- a/app/agent/tools/impl/search_torrents.py
+++ b/app/agent/tools/impl/search_torrents.py
@@ -9,7 +9,7 @@ from app.agent.tools.base import MoviePilotTool
 from app.agent.tools.tags import ToolTag
 from app.chain.search import SearchChain
 from app.application.configuration import get_configured_system_config as SystemConfigOper
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.runtime.log import logger
 from app.schemas.types import MediaSource, MediaType, SystemConfigKey
 from app.domain.media import normalize_music_type
diff --git a/app/api/dependencies/site.py b/app/api/dependencies/site.py
index 0e1bb5293..7b0eab9ea 100644
--- a/app/api/dependencies/site.py
+++ b/app/api/dependencies/site.py
@@ -8,7 +8,7 @@ from app.api.data import get_async_db, get_db
 from app.api.dependencies.data import repository, transaction
 from app.application.site.mutation import SiteMutationCommand
 from app.application.site.query import SiteQueryService
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.domain import site as site_rules
 from app.foundation import url as url_tools
 from app.runtime.events import eventmanager
diff --git a/app/api/endpoints/login.py b/app/api/endpoints/login.py
index d5ae03024..2689d2583 100644
--- a/app/api/endpoints/login.py
+++ b/app/api/endpoints/login.py
@@ -15,7 +15,7 @@ from app.adapters.web.security.access import set_or_refresh_resource_token_cooki
 from app.application.security.token import create_access_token
 from app.api.context import get_api_runtime_config, resolve_api_runtime_config
 from app.application.configuration import ApiRuntimeConfig, get_configured_system_config
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.application.image import WallpaperHelper
 from app.schemas.types import SystemConfigKey
 
diff --git a/app/api/endpoints/site.py b/app/api/endpoints/site.py
index 543fdd45c..ebd257279 100644
--- a/app/api/endpoints/site.py
+++ b/app/api/endpoints/site.py
@@ -37,7 +37,7 @@ from app.api.dependencies.site import (
     get_site_query_service,
     get_site_sync_query_service,
 )
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.runtime.log import logger
 from app.application.scheduling import Scheduler
 from app.schemas.types import SystemConfigKey, MediaType
diff --git a/app/api/endpoints/system.py b/app/api/endpoints/system.py
index 662b4bd38..0b8491ae0 100644
--- a/app/api/endpoints/system.py
+++ b/app/api/endpoints/system.py
@@ -13,7 +13,7 @@ import aiofiles
 import anyio
 import pillow_avif  # noqa: F401  # pylint: disable=unused-import  # AVIF 注册副作用
 from anyio import Path as AsyncPath
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from fastapi import Body, Depends, HTTPException, Header, Request, Response
 from fastapi.responses import StreamingResponse
 
diff --git a/app/application/security/auth.py b/app/application/security/auth.py
index ce867de43..a002fa8c3 100644
--- a/app/application/security/auth.py
+++ b/app/application/security/auth.py
@@ -8,7 +8,7 @@ from app.schemas.token import Token as _SchemaToken
 from app.schemas.token import TokenPayload as _SchemaTokenPayload
 from app.application.security.token import create_access_token
 from app.runtime.config import settings
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.schemas.types import SystemConfigKey
 from app.foundation.singleton import Singleton
 
diff --git a/app/chain/search.py b/app/chain/search.py
index 00660eb44..5de00e2d0 100644
--- a/app/chain/search.py
+++ b/app/chain/search.py
@@ -23,7 +23,7 @@ from app.domain.metainfo import MetaInfo
 from app.domain.context import MusicInfo
 from app.application.configuration import get_configured_system_config
 from app.runtime.progress import AsyncProgressHelper, ProgressHelper
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.application.search.state import (
     SearchStateService,
     normalize_search_params,
diff --git a/app/chain/site.py b/app/chain/site.py
index b92f7c4e4..2fae524fc 100644
--- a/app/chain/site.py
+++ b/app/chain/site.py
@@ -4,7 +4,7 @@ from datetime import datetime
 from typing import Any, Callable, Optional, Tuple, Union, Dict
 from urllib.parse import urljoin
 
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from lxml import etree
 
 from app.chain import ChainBase
diff --git a/app/chain/torrents.py b/app/chain/torrents.py
index de5022a25..f099c6f13 100644
--- a/app/chain/torrents.py
+++ b/app/chain/torrents.py
@@ -3,7 +3,7 @@ import re
 import traceback
 from typing import Callable, Dict, List, Union, Optional
 
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 
 from app.chain import ChainBase
 from app.chain.media import MediaChain
diff --git a/app/modules/indexer/__init__.py b/app/modules/indexer/__init__.py
index f04763817..1841a4edc 100644
--- a/app/modules/indexer/__init__.py
+++ b/app/modules/indexer/__init__.py
@@ -5,7 +5,7 @@ from app.domain.context import Context, SubtitleInfo, TorrentInfo
 from app.application.site.health import get_configured_site_health_service
 from app.application.site.query import get_configured_site_query_service
 from app.foundation.reflection import ModuleHelper
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.runtime.log import logger
 from app.modules import _ModuleBase
 from app.modules.indexer.parser import SiteParserBase
diff --git a/app/modules/subtitle/__init__.py b/app/modules/subtitle/__init__.py
index c4d51fb22..59f1bb953 100644
--- a/app/modules/subtitle/__init__.py
+++ b/app/modules/subtitle/__init__.py
@@ -7,7 +7,7 @@ from lxml import etree
 from app.runtime.config import settings
 from app.domain.context import Context
 from app.application.site.query import get_configured_site_query_service
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.runtime.log import logger
 from app.modules import _ModuleBase
 from app.schemas.types import ModuleType, OtherModulesType
diff --git a/app/scheduler.py b/app/scheduler.py
index 556c7dd27..5882034ed 100644
--- a/app/scheduler.py
+++ b/app/scheduler.py
@@ -40,7 +40,7 @@ from app.application.messaging.message import MessageHelper
 from app.runtime.progress import AsyncProgressHelper, ProgressHelper
 from app.adapters.external.server import MoviePilotServerHelper
 from app.runtime.extensions.service_config import ServiceConfigHelper
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.runtime.log import logger
 from app.schemas.message import Message
 from app.schemas.message import MessageType
diff --git a/app/sdk/network.py b/app/sdk/network.py
index dc2ff8697..38e4bb5c8 100644
--- a/app/sdk/network.py
+++ b/app/sdk/network.py
@@ -7,7 +7,7 @@ from app.adapters.network.http import AsyncRequestUtils, RequestUtils
 from app.adapters.external.location import WebUtils
 from app.application.rss import RssHelper
 from app.application.security.url import SecurityUtils
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 
 
 __all__ = [
diff --git a/app/startup/modules_initializer.py b/app/startup/modules_initializer.py
index 89ed68bfa..c8ea18f97 100644
--- a/app/startup/modules_initializer.py
+++ b/app/startup/modules_initializer.py
@@ -8,7 +8,7 @@ from app.chain.tmdb import TmdbChain
 
 # SitesHelper涉及资源包拉取，提前引入并容错提示
 try:
-    from app.application.site.sites import SitesHelper  # noqa
+    from app.application.site.sites import SitesHelper  # noqa  # pylint: disable=import-error,no-name-in-module
 except ImportError as e:
     SitesHelper = None
     error_message = f"错误: {str(e)}\n站点认证及索引相关资源导入失败，请尝试重建容器或手动拉取资源"
diff --git a/app/startup/plugins_initializer.py b/app/startup/plugins_initializer.py
index 73273774c..984602df2 100644
--- a/app/startup/plugins_initializer.py
+++ b/app/startup/plugins_initializer.py
@@ -29,7 +29,7 @@ from app.runtime.extensions.plugin.system import (
     configure_plugin_system,
 )
 from app.runtime.managed_resources import acquire_managed_resource
-from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 from app.adapters.external.server import MoviePilotServerHelper
 from app.adapters.external.market import (
     PluginHelper,
diff --git a/scripts/local_setup.py b/scripts/local_setup.py
index 7d88a2e3d..8035e10f8 100644
--- a/scripts/local_setup.py
+++ b/scripts/local_setup.py
@@ -2099,7 +2099,7 @@ def _load_auth_site_definitions_inner() -> dict[str, Any]:
     if str(ROOT) not in sys.path:
         sys.path.insert(0, str(ROOT))
 
-    from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+    from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 
     auth_sites = SitesHelper().get_authsites() or {}
     definitions: dict[str, Any] = {}
@@ -2440,7 +2440,7 @@ def _apply_local_system_config_inner(config_payload: dict[str, Any]) -> None:
     ):
         system_config.set(SystemConfigKey.UserSiteAuthParams, site_auth_item)
         try:
-            from app.application.site.sites import SitesHelper  # pylint: disable=no-name-in-module
+            from app.application.site.sites import SitesHelper  # pylint: disable=import-error,no-name-in-module
 
             status, msg = SitesHelper().check_user(
                 site_auth_item.get("site"), site_auth_item.get("params")
diff --git a/tests/test_transfer_overwrite_declined.py b/tests/test_transfer_overwrite_declined.py
index 340e02115..8bb91b620 100644
--- a/tests/test_transfer_overwrite_declined.py
+++ b/tests/test_transfer_overwrite_declined.py
@@ -10,7 +10,7 @@ from types import SimpleNamespace
 from unittest.mock import MagicMock, patch
 
 from app.chain.transfer import TransferChain
-from app.schemas import TransferInfo
+from app.schemas.transfer import TransferInfo
 from app.schemas.types import EventType
 from tests.test_transfer_job_manager import FakeMedia, make_task, make_transfer_chain