diff --git a/app/chain/__init__.py b/app/chain/__init__.py
index dbbb4ec86..7c8beadc4 100644
--- a/app/chain/__init__.py
+++ b/app/chain/__init__.py
@@ -21,7 +21,7 @@ from app.runtime.log import logger
 from app.schemas.exception import RateLimitExceededException
 from app.schemas.transfer import TransferInfo
 from app.schemas.mediaserver import ExistMediaInfo
-from app.schemas.transfer import DownloaderTorrent
+from app.schemas.transfer import DownloaderFile, DownloaderTorrent
 from app.schemas.message import IncomingMessage
 from app.schemas.mediaserver import WebhookEventInfo
 from app.schemas.tmdb import TmdbEpisode
@@ -1023,12 +1023,12 @@ class ChainBase(RecognitionMixin, MessageProcessingMixin, NotificationMixin,
 
     def torrent_files(
             self, tid: str, downloader: Optional[str] = None
-    ) -> Optional[Any]:
+    ) -> Optional[List[DownloaderFile]]:
         """
         获取种子文件
         :param tid:  种子Hash
         :param downloader:  下载器
-        :return: 种子文件，具体类型由下载器实现决定（链层不引入下载器协议类型）
+        :return: 与下载器 SDK 解耦的统一文件项列表
         """
         return self.run_module("torrent_files", tid=tid, downloader=downloader)
 
diff --git a/app/modules/_base/downloader.py b/app/modules/_base/downloader.py
index ec60913ab..8adec8226 100644
--- a/app/modules/_base/downloader.py
+++ b/app/modules/_base/downloader.py
@@ -5,7 +5,8 @@
 （任务添加、原始状态映射、任务列表构建）仍留在各模块。
 """
 from pathlib import Path
-from typing import Optional, Tuple, Union
+from collections.abc import Callable
+from typing import Any, List, Optional, Tuple, TypeVar, Union
 
 from torrentool.torrent import Torrent
 
@@ -16,6 +17,9 @@ from app.runtime.log import logger
 from app.schemas.types import TorrentQueryStatus, TorrentStatus
 
 
+TFile = TypeVar("TFile")
+
+
 class _DownloaderModuleBase(_ModuleBase, _DownloaderBase[TService]):
     """
     下载器模块业务样板基类。
@@ -43,6 +47,16 @@ class _DownloaderModuleBase(_ModuleBase, _DownloaderBase[TService]):
                 logger.info(f"{self.get_name()}下载器 {name} 连接断开，尝试重连 ...")
                 server.reconnect()
 
+    @staticmethod
+    def _normalize_torrent_files(
+        files: Any, item_factory: Callable[[Any], TFile]
+    ) -> Optional[List[TFile]]:
+        """把 provider 文件集合统一投影为不依赖外部 SDK 的宿主 DTO。"""
+        if files is None:
+            return None
+        source = getattr(files, "data", files)
+        return [item_factory(item) for item in source]
+
     def _get_torrent_info(self, content: Union[Path, str, bytes]) \
             -> Tuple[Optional[Torrent], Optional[bytes]]:
         """
diff --git a/app/modules/qbittorrent/__init__.py b/app/modules/qbittorrent/__init__.py
index 6abcd7744..c713ed7f7 100644
--- a/app/modules/qbittorrent/__init__.py
+++ b/app/modules/qbittorrent/__init__.py
@@ -1,15 +1,13 @@
 from pathlib import Path
 from typing import Set, Tuple, Optional, Union, List, Dict
 
-from qbittorrentapi import TorrentFilesList
-
 from app.schemas.dashboard import DownloaderInfo as _SchemaDownloaderInfo
 from app.domain.metainfo import MetaInfo
 from app.runtime.log import logger
 from app.runtime.settings import RuntimeSettingsCompat
 from app.modules._base import _DownloaderModuleBase
 from app.modules.qbittorrent.qbittorrent import Qbittorrent
-from app.schemas.transfer import DownloaderTorrent
+from app.schemas.transfer import DownloaderFile, DownloaderTorrent
 from app.schemas.types import (
     DownloadTaskState,
     DownloaderType,
@@ -515,14 +513,18 @@ class QbittorrentModule(_DownloaderModuleBase[Qbittorrent]):
             return None
         return server.stop_torrents(ids=hashs)
 
-    def torrent_files(self, tid: str, downloader: Optional[str] = None) -> Optional[TorrentFilesList]:
+    def torrent_files(
+        self, tid: str, downloader: Optional[str] = None
+    ) -> Optional[List[DownloaderFile]]:
         """
-        获取种子文件列表
+        获取种子文件列表，并在模块边界隔离 qBittorrent SDK 集合类型。
         """
         server: Qbittorrent = self.get_instance(downloader)
         if not server:
             return None
-        return server.get_files(tid=tid)
+        return self._normalize_torrent_files(
+            server.get_files(tid=tid), DownloaderFile.model_validate
+        )
 
     def downloader_info(self, downloader: Optional[str] = None) -> Optional[List[_SchemaDownloaderInfo]]:
         """
diff --git a/app/modules/rtorrent/__init__.py b/app/modules/rtorrent/__init__.py
index bca5fca86..9f0330ec1 100644
--- a/app/modules/rtorrent/__init__.py
+++ b/app/modules/rtorrent/__init__.py
@@ -7,7 +7,7 @@ from app.runtime.log import logger
 from app.runtime.settings import RuntimeSettingsCompat
 from app.modules._base import _DownloaderModuleBase
 from app.modules.rtorrent.rtorrent import Rtorrent
-from app.schemas.transfer import DownloaderTorrent
+from app.schemas.transfer import DownloaderFile, DownloaderTorrent
 from app.schemas.types import (
     DownloadTaskState,
     DownloaderType,
@@ -526,14 +526,16 @@ class RtorrentModule(_DownloaderModuleBase[Rtorrent]):
 
     def torrent_files(
         self, tid: str, downloader: Optional[str] = None
-    ) -> Optional[List[Dict]]:
+    ) -> Optional[List[DownloaderFile]]:
         """
-        获取种子文件列表
+        获取种子文件列表，并在模块边界把字典投影为宿主 DTO。
         """
         server: Rtorrent = self.get_instance(downloader)
         if not server:
             return None
-        return server.get_files(tid=tid)
+        return self._normalize_torrent_files(
+            server.get_files(tid=tid), DownloaderFile.model_validate
+        )
 
     def downloader_info(
         self, downloader: Optional[str] = None
diff --git a/app/modules/transmission/__init__.py b/app/modules/transmission/__init__.py
index b7e01a7e2..0ccf054ad 100644
--- a/app/modules/transmission/__init__.py
+++ b/app/modules/transmission/__init__.py
@@ -1,15 +1,13 @@
 from pathlib import Path
 from typing import Set, Tuple, Optional, Union, List, Dict
 
-from transmission_rpc import File
-
 from app.schemas.dashboard import DownloaderInfo as _SchemaDownloaderInfo
 from app.domain.metainfo import MetaInfo
 from app.runtime.log import logger
 from app.runtime.settings import RuntimeSettingsCompat
 from app.modules._base import _DownloaderModuleBase
 from app.modules.transmission.transmission import Transmission
-from app.schemas.transfer import DownloaderTorrent
+from app.schemas.transfer import DownloaderFile, DownloaderTorrent
 from app.schemas.types import (
     DownloadTaskState,
     DownloaderType,
@@ -530,15 +528,19 @@ class TransmissionModule(_DownloaderModuleBase[Transmission]):
             return None
         return server.stop_torrents(ids=hashs)
 
-    def torrent_files(self, tid: str, downloader: Optional[str] = None) -> Optional[List[File]]:
+    def torrent_files(
+        self, tid: str, downloader: Optional[str] = None
+    ) -> Optional[List[DownloaderFile]]:
         """
-        获取种子文件列表
+        获取种子文件列表，并在模块边界隔离 Transmission SDK 对象。
         """
         # 获取下载器
         server: Transmission = self.get_instance(downloader)
         if not server:
             return None
-        return server.get_files(tid=tid)
+        return self._normalize_torrent_files(
+            server.get_files(tid=tid), DownloaderFile.model_validate
+        )
 
     def downloader_info(self, downloader: Optional[str] = None) -> Optional[List[_SchemaDownloaderInfo]]:
         """
diff --git a/app/runtime/extensions/module/contracts.py b/app/runtime/extensions/module/contracts.py
index bd030ff69..bbb24a571 100644
--- a/app/runtime/extensions/module/contracts.py
+++ b/app/runtime/extensions/module/contracts.py
@@ -225,7 +225,7 @@ _METHOD_CONTRACTS = {
     "list_torrents": ModuleMethodContract(family="downloader", input_contract="TorrentListRequest", result_contract="list[DownloaderTorrent]", result_shape=ModuleResultShape.LIST, aggregation=ModuleResultAggregation.ORDERED_LIST_MERGE, required_parameters=("status", "hashs", "downloader", "include_all_tags")),
     "filter_torrents": ModuleMethodContract(family="downloader", input_contract="TorrentFilterRequest", result_contract="list[TorrentInfo]", result_shape=ModuleResultShape.LIST, aggregation=ModuleResultAggregation.ORDERED_LIST_MERGE, required_parameters=("rule_groups", "torrent_list", "mediainfo")),
     "refresh_torrents": ModuleMethodContract(family="downloader", input_contract="TorrentRefreshRequest", result_contract="list[TorrentInfo]", result_shape=ModuleResultShape.LIST, aggregation=ModuleResultAggregation.ORDERED_LIST_MERGE, required_parameters=("site", "keyword", "cat", "page", "mtype")),
-    "torrent_files": ModuleMethodContract(family="downloader", input_contract="TorrentFilesRequest", result_contract="DownloaderFileCollection | None", required_parameters=("tid", "downloader")),
+    "torrent_files": ModuleMethodContract(family="downloader", input_contract="TorrentFilesRequest", result_contract="list[DownloaderFile]", result_shape=ModuleResultShape.LIST, aggregation=ModuleResultAggregation.FIRST_NON_EMPTY, required_parameters=("tid", "downloader")),
     "get_torrent_trackers": ModuleMethodContract(family="downloader", input_contract="TorrentTrackersRequest", result_contract="dict[str, list[str]] | None", result_shape=ModuleResultShape.MAPPING, aggregation=ModuleResultAggregation.ORDERED_MAPPING_MERGE, required_parameters=("hash_string", "downloader")),
     "download": ModuleMethodContract(family="downloader", input_contract="DownloadTaskRequest", result_contract="DownloadTaskResult | None", aggregation=ModuleResultAggregation.FIRST_NON_EMPTY, required_parameters=("content", "download_dir", "cookie", "episodes", "category", "label", "downloader")),
     "download_added": ModuleMethodContract(family="downloader", input_contract="DownloadAddedHook", result_contract="None", aggregation=ModuleResultAggregation.FAN_OUT, required_parameters=("context", "torrent_content", "download_dir"), plugin_short_circuit=False),
diff --git a/app/schemas/transfer.py b/app/schemas/transfer.py
index 8e16164f0..b33b05739 100644
--- a/app/schemas/transfer.py
+++ b/app/schemas/transfer.py
@@ -1,7 +1,7 @@
 from pathlib import Path
 from typing import List, Optional, Union
 
-from pydantic import BaseModel, Field
+from pydantic import BaseModel, ConfigDict, Field
 
 from app.schemas.media import OptionalMediaIdentityMixin
 from app.schemas.types import MediaSource, MusicTargetEntityType
@@ -43,6 +43,18 @@ class DownloaderTorrent(BaseModel):
     left_time: Optional[str] = None
 
 
+class DownloaderFile(BaseModel):
+    """下载器文件项的宿主投影，隔离各 provider SDK 的对象差异。"""
+
+    model_config = ConfigDict(from_attributes=True)
+
+    id: Optional[Union[int, str]] = None
+    name: str
+    size: Optional[int] = None
+    priority: Optional[int] = None
+    progress: Optional[float] = None
+
+
 class DownloadTaskMedia(OptionalMediaIdentityMixin, BaseModel):
     """下载任务关联的影视或音乐媒体摘要。"""
 
diff --git a/tests/fixtures/architecture/runtime-contract-baseline.json b/tests/fixtures/architecture/runtime-contract-baseline.json
index c6b78cb82..66af0168a 100644
--- a/tests/fixtures/architecture/runtime-contract-baseline.json
+++ b/tests/fixtures/architecture/runtime-contract-baseline.json
@@ -6138,7 +6138,7 @@
       "version": 1
     },
     "torrent_files": {
-      "aggregation": "legacy",
+      "aggregation": "first_non_empty",
       "error_policy": "isolate_provider",
       "execution": "sync_or_async",
       "family": "downloader",
@@ -6149,8 +6149,8 @@
         "downloader",
         "tid"
       ],
-      "result_contract": "DownloaderFileCollection | None",
-      "result_shape": "any",
+      "result_contract": "list[DownloaderFile]",
+      "result_shape": "list",
       "supports_async": true,
       "supports_sync": true,
       "timeout_policy": "caller_budget",
diff --git a/tests/test_downloader_file_contract.py b/tests/test_downloader_file_contract.py
new file mode 100644
index 000000000..f07dfcdab
--- /dev/null
+++ b/tests/test_downloader_file_contract.py
@@ -0,0 +1,35 @@
+"""下载器文件项宿主投影的跨 provider 契约测试。"""
+
+from types import SimpleNamespace
+
+from app.modules._base.downloader import _DownloaderModuleBase
+from app.schemas.transfer import DownloaderFile
+
+
+def test_normalize_torrent_files_accepts_mapping_object_and_sdk_wrapper() -> None:
+    """共同适配器应归一字典、属性对象和带 data 的 SDK 集合。"""
+    files = SimpleNamespace(
+        data=[
+            {"id": 1, "name": "Movie.mkv", "size": 1024},
+            SimpleNamespace(id="2", name="Subtitle.srt", progress=100),
+        ]
+    )
+
+    result = _DownloaderModuleBase._normalize_torrent_files(
+        files, DownloaderFile.model_validate
+    )
+
+    assert result == [
+        DownloaderFile(id=1, name="Movie.mkv", size=1024),
+        DownloaderFile(id="2", name="Subtitle.srt", progress=100),
+    ]
+
+
+def test_normalize_torrent_files_preserves_none_and_empty_collections() -> None:
+    """未命中 provider 与已命中空集合必须继续保持不同结果。"""
+    assert _DownloaderModuleBase._normalize_torrent_files(
+        None, DownloaderFile.model_validate
+    ) is None
+    assert _DownloaderModuleBase._normalize_torrent_files(
+        [], DownloaderFile.model_validate
+    ) == []
diff --git a/tests/test_module_manager_capability_adapter.py b/tests/test_module_manager_capability_adapter.py
index 3b772aea5..e2c1eb679 100644
--- a/tests/test_module_manager_capability_adapter.py
+++ b/tests/test_module_manager_capability_adapter.py
@@ -851,7 +851,7 @@ from app.testing.bootstrap import prepare_backend
 prepare_backend()
 
 import sys
-from typing import Any, Optional, get_type_hints
+from typing import List, Optional, get_type_hints
 
 provider_prefixes = ("qbittorrentapi", "transmission_rpc", "pywebpush")
 
@@ -869,8 +869,9 @@ assert loaded_provider_modules() == []
 
 from app.chain import ChainBase
 from app.api.endpoints.message import WebPushError, is_webpush_subscription_gone
+from app.schemas.transfer import DownloaderFile
 
-assert get_type_hints(ChainBase.torrent_files)["return"] == Optional[Any]
+assert get_type_hints(ChainBase.torrent_files)["return"] == Optional[List[DownloaderFile]]
 assert get_type_hints(is_webpush_subscription_gone)["error"] is WebPushError
 assert loaded_provider_modules() == []
 """
diff --git a/tests/test_module_method_contracts.py b/tests/test_module_method_contracts.py
index 24ba7a181..d8133afe6 100644
--- a/tests/test_module_method_contracts.py
+++ b/tests/test_module_method_contracts.py
@@ -317,14 +317,14 @@ def test_side_effect_hooks_use_non_short_circuiting_fan_out_contracts() -> None:
         assert contract.plugin_short_circuit is False
 
 
-def test_heterogeneous_torrent_files_result_remains_legacy_compatible() -> None:
-    """下载器文件集合尚未归一前不得声明虚假的列表聚合语义。"""
+def test_torrent_files_uses_normalized_first_provider_result() -> None:
+    """下载器文件项归一后应按目标 provider 返回宿主 DTO 列表。"""
     contract = get_module_method_contract("torrent_files")
 
     assert contract.required_parameters == ("tid", "downloader")
-    assert contract.result_contract == "DownloaderFileCollection | None"
-    assert contract.aggregation is ModuleResultAggregation.LEGACY
-    assert contract.result_shape is ModuleResultShape.ANY
+    assert contract.result_contract == "list[DownloaderFile]"
+    assert contract.aggregation is ModuleResultAggregation.FIRST_NON_EMPTY
+    assert contract.result_shape is ModuleResultShape.LIST
 
 
 def test_torrent_tracker_contract_merges_downloader_mappings() -> None:
diff --git a/tests/test_qbittorrent_compat.py b/tests/test_qbittorrent_compat.py
index 076ac6eed..e2eff82c0 100644
--- a/tests/test_qbittorrent_compat.py
+++ b/tests/test_qbittorrent_compat.py
@@ -113,6 +113,14 @@ def _load_qbittorrent_modules():
         def scheduler_job(self):
             pass
 
+        @staticmethod
+        def _normalize_torrent_files(files, item_factory):
+            """镜像宿主边界的文件集合投影。"""
+            if files is None:
+                return None
+            source = getattr(files, "data", files)
+            return [item_factory(item) for item in source]
+
         def _get_torrent_info(self, content):
             torrent_info, torrent_content = None, None
             if isinstance(content, Path):
@@ -148,6 +156,20 @@ def _load_qbittorrent_modules():
         def __init__(self, **kwargs):
             self.__dict__.update(kwargs)
 
+    class _DownloaderFile:
+        """隔离加载测试使用的最小下载器文件 DTO。"""
+
+        def __init__(self, **kwargs):
+            """保存文件字段。"""
+            self.__dict__.update(kwargs)
+
+        @classmethod
+        def model_validate(cls, item):
+            """兼容字典和属性对象输入。"""
+            if isinstance(item, dict):
+                return cls(**item)
+            return cls(**vars(item))
+
     class TorrentStatus(Enum):
         TRANSFER = "transfer"
         DOWNLOADING = "downloading"
@@ -179,6 +201,7 @@ def _load_qbittorrent_modules():
     schema_transfer_module.TransferTorrent = object
     schema_transfer_module.DownloadingTorrent = object
     schema_transfer_module.DownloaderTorrent = _DownloaderTorrent
+    schema_transfer_module.DownloaderFile = _DownloaderFile
     schema_types_module.TorrentStatus = TorrentStatus
     schema_types_module.TorrentQueryStatus = TorrentQueryStatus
     schema_types_module.DownloadTaskState = DownloadTaskState