diff --git a/app/api/endpoints/search.py b/app/api/endpoints/search.py
index bd65fba7c..23171280b 100644
--- a/app/api/endpoints/search.py
+++ b/app/api/endpoints/search.py
@@ -10,7 +10,7 @@ from fastapi.responses import StreamingResponse
 from app.adapters.web.security.access import verify_resource_token, verify_token
 from app.api.response import ResponseAPIRouter
 from app.application.security.url import SecurityUtils
-from app.chain.search import SearchChain
+from app.chain.search import SearchChain  # pylint: disable=no-name-in-module
 from app.domain.media import normalize_music_type
 from app.runtime.localization import LocaleHelper
 from app.runtime.log import logger
@@ -19,7 +19,6 @@ from app.schemas.response import Response as _SchemaResponse
 from app.schemas.search import SearchLastContextData as _SchemaSearchLastContextData
 from app.schemas.search import SearchRecommendStatusData as _SchemaSearchRecommendStatusData
 from app.schemas.search import SubtitleInfo as _SchemaSubtitleInfo
-from app.schemas.system import TorrentInfo as _SchemaTorrentInfo
 from app.schemas.token import TokenPayload as _SchemaTokenPayload
 from app.schemas.types import MediaSource, MediaType
 from app.schemas.workflow import Context as _SchemaContext
diff --git a/docs/architecture-optimization-checklist.md b/docs/architecture-optimization-checklist.md
index 3d9304319..dccc6c116 100644
--- a/docs/architecture-optimization-checklist.md
+++ b/docs/architecture-optimization-checklist.md
@@ -78,7 +78,7 @@ MoviePilot V3 已经形成较清晰的模块化单体：`foundation`、`domain`
 | Event Contract | 53 | 均已有 payload model，但当前全部是 diagnostic enforcement |
 | Python 源码量 | 约 298,700 行 | 60 个文件超过 1,000 行，10 个超过 2,000 行 |
 | 长方法 | 299 个超过 80 行 | 70 个超过 150 行，23 个超过 250 行；大量是私有方法 |
-| 全量 mypy 历史债务 | 10,496 / 594 文件 | strict frontier 当前覆盖 41 个文件，Plugin owner 拆分及受益调用方低水位已固化 |
+| 全量 mypy 历史债务 | 10,495 / 594 文件 | strict frontier 当前覆盖 41 个文件，Plugin owner 拆分及受益调用方低水位已固化 |
 | Ruff 历史诊断 | 654 | 低水位门禁通过，但规则集只覆盖 `E4/E7/E9/F/I` |
 | 覆盖率低水位 | Application 80.92%，Domain 79.87% | Chain、Runtime、Agent、Adapter、Startup 未进入包级覆盖率门禁 |
 
diff --git a/scripts/architecture/baseline.py b/scripts/architecture/baseline.py
index 834024120..2aece15b6 100644
--- a/scripts/architecture/baseline.py
+++ b/scripts/architecture/baseline.py
@@ -1067,17 +1067,44 @@ def git_head(repository: Path) -> str:
     return result.stdout.strip() if result.returncode == 0 else "unknown"
 
 
-def collect_plugin_imports(path: Path) -> set[str]:
-    """收集单个插件文件静态声明及字面量动态加载的 app 模块。"""
+def _plugin_attribute_parts(node: ast.AST) -> tuple[str, ...]:
+    """把插件属性表达式拆成点分片段，动态下标等无法证明的表达式返回空。"""
+    if isinstance(node, ast.Name):
+        return (node.id,)
+    if isinstance(node, ast.Attribute):
+        prefix = _plugin_attribute_parts(node.value)
+        return (*prefix, node.attr) if prefix else ()
+    return ()
+
+
+def collect_plugin_import_contracts(
+    path: Path,
+) -> tuple[set[str], set[str], Counter[str]]:
+    """收集插件模块、from-import 符号及可证明的导入对象属性调用。"""
+    tree = parse_source(path)
     imports: set[str] = set()
-    for node in ast.walk(parse_source(path)):
+    from_imports: set[str] = set()
+    imported_bindings: dict[str, set[str]] = defaultdict(set)
+    for node in ast.walk(tree):
         if isinstance(node, ast.Import):
-            imports.update(
-                alias.name for alias in node.names if alias.name.startswith("app.")
-            )
+            for alias in node.names:
+                if not alias.name.startswith("app."):
+                    continue
+                imports.add(alias.name)
+                if alias.asname:
+                    imported_bindings[alias.asname].add(alias.name)
+                else:
+                    root_name = alias.name.split(".", maxsplit=1)[0]
+                    imported_bindings[root_name].add(root_name)
         elif isinstance(node, ast.ImportFrom) and node.module:
             if node.module.startswith("app."):
                 imports.add(node.module)
+                for alias in node.names:
+                    if alias.name == "*":
+                        continue
+                    target = f"{node.module}.{alias.name}"
+                    from_imports.add(target)
+                    imported_bindings[alias.asname or alias.name].add(target)
         elif isinstance(node, ast.Call) and node.args:
             function_name = (
                 node.func.id
@@ -1092,6 +1119,24 @@ def collect_plugin_imports(path: Path) -> set[str]:
                 and module_arg.value.startswith("app.")
             ):
                 imports.add(module_arg.value)
+
+    attribute_calls: Counter[str] = Counter()
+    for node in ast.walk(tree):
+        if not isinstance(node, ast.Call) or not isinstance(node.func, ast.Attribute):
+            continue
+        parts = _plugin_attribute_parts(node.func)
+        if len(parts) < 2:
+            continue
+        for imported_target in imported_bindings.get(parts[0], set()):
+            target = ".".join((imported_target, *parts[1:]))
+            if target.startswith("app."):
+                attribute_calls[target] += 1
+    return imports, from_imports, attribute_calls
+
+
+def collect_plugin_imports(path: Path) -> set[str]:
+    """收集单个插件文件静态声明及字面量动态加载的 app 模块。"""
+    imports, _, _ = collect_plugin_import_contracts(path)
     return imports
 
 
@@ -1204,6 +1249,9 @@ def collect_official_plugin_baseline(plugin_repo: Path) -> dict[str, Any]:
         }
     )
     import_files: dict[str, set[str]] = defaultdict(set)
+    from_import_files: dict[str, set[str]] = defaultdict(set)
+    attribute_call_files: dict[str, set[str]] = defaultdict(set)
+    attribute_call_counts: Counter[str] = Counter()
     hook_files: dict[str, set[str]] = defaultdict(set)
     api_contracts: dict[str, list[dict[str, Any]]] = {}
     digest = hashlib.sha256()
@@ -1213,8 +1261,16 @@ def collect_official_plugin_baseline(plugin_repo: Path) -> dict[str, Any]:
         digest.update(relative.encode("utf-8"))
         digest.update(b"\0")
         digest.update(content)
-        for imported_module in collect_plugin_imports(path):
+        imported_modules, imported_symbols, attribute_calls = (
+            collect_plugin_import_contracts(path)
+        )
+        for imported_module in imported_modules:
             import_files[imported_module].add(relative)
+        for imported_symbol in imported_symbols:
+            from_import_files[imported_symbol].add(relative)
+        for attribute_call, count in attribute_calls.items():
+            attribute_call_files[attribute_call].add(relative)
+            attribute_call_counts[attribute_call] += count
         routes = collect_plugin_api_contracts(path)
         if routes:
             api_contracts[relative] = routes
@@ -1228,7 +1284,7 @@ def collect_official_plugin_baseline(plugin_repo: Path) -> dict[str, Any]:
             if hook in defined_names:
                 hook_files[hook].add(relative)
     return {
-        "schema_version": 3,
+        "schema_version": 4,
         "scope": {
             "repository": "MoviePilot-Plugins",
             "roots": [*[root.name for root in versioned_roots], "plugins"],
@@ -1246,6 +1302,21 @@ def collect_official_plugin_baseline(plugin_repo: Path) -> dict[str, Any]:
             }
             for module, files in sorted(import_files.items())
         },
+        "from_imports": {
+            symbol: {
+                "file_count": len(files),
+                "files": sorted(files),
+            }
+            for symbol, files in sorted(from_import_files.items())
+        },
+        "attribute_calls": {
+            target: {
+                "call_count": attribute_call_counts[target],
+                "file_count": len(files),
+                "files": sorted(files),
+            }
+            for target, files in sorted(attribute_call_files.items())
+        },
         "hooks": {
             hook: {
                 "file_count": len(hook_files.get(hook, set())),
@@ -1358,25 +1429,33 @@ def _migrate_runtime_baseline(value: dict[str, Any]) -> dict[str, Any]:
 
 
 def _migrate_plugin_baseline(value: dict[str, Any]) -> dict[str, Any]:
-    """把来源信息混排的 v2 插件基线转换为 scope/provenance 结构。"""
-    if value.get("schema_version") != 2:
-        return value
-    source = value["source"]
-    return {
-        "schema_version": 3,
-        "scope": {
-            "repository": source["repository"],
-            "roots": source["roots"],
-        },
-        "provenance": {
-            "head": source["head"],
-            "python_file_count": source["python_file_count"],
-            "source_sha256": source["source_sha256"],
-        },
-        "imports": value["imports"],
-        "hooks": value["hooks"],
-        "api_routes": value["api_routes"],
-    }
+    """链式迁移旧插件基线，并为空缺的符号/调用合同建立显式空快照。"""
+    migrated = value
+    if migrated.get("schema_version") == 2:
+        source = migrated["source"]
+        migrated = {
+            "schema_version": 3,
+            "scope": {
+                "repository": source["repository"],
+                "roots": source["roots"],
+            },
+            "provenance": {
+                "head": source["head"],
+                "python_file_count": source["python_file_count"],
+                "source_sha256": source["source_sha256"],
+            },
+            "imports": migrated["imports"],
+            "hooks": migrated["hooks"],
+            "api_routes": migrated["api_routes"],
+        }
+    if migrated.get("schema_version") == 3:
+        migrated = {
+            **migrated,
+            "schema_version": 4,
+            "from_imports": {},
+            "attribute_calls": {},
+        }
+    return migrated
 
 
 def semantic_baseline(path: Path, value: dict[str, Any]) -> dict[str, Any]:
diff --git a/tests/fixtures/architecture/llm-provider-facade.json b/tests/fixtures/architecture/llm-provider-facade.json
new file mode 100644
index 000000000..c81626e87
--- /dev/null
+++ b/tests/fixtures/architecture/llm-provider-facade.json
@@ -0,0 +1,102 @@
+{
+  "class": "LLMProviderManager",
+  "methods": {
+    "clear_auth": {
+      "async": true,
+      "parameters": "self, provider_id: str",
+      "returns": "None"
+    },
+    "create_bedrock_client": {
+      "async": false,
+      "parameters": "self, service_name: str, region: str, credentials: dict[str, Any], base_url: Optional[str]=None, use_proxy: Optional[bool]=None, read_timeout: Optional[int]=None",
+      "returns": "Any"
+    },
+    "get_auth_status": {
+      "async": false,
+      "parameters": "self, provider_id: str",
+      "returns": "dict[str, Any]"
+    },
+    "get_models_dev_data": {
+      "async": true,
+      "parameters": "self, force_refresh: bool=False, use_proxy: Optional[bool]=None",
+      "returns": "dict[str, Any]"
+    },
+    "get_provider": {
+      "async": false,
+      "parameters": "self, provider_id: str",
+      "returns": "ProviderSpec"
+    },
+    "get_saved_auth": {
+      "async": false,
+      "parameters": "self, provider_id: str",
+      "returns": "dict[str, Any] | None"
+    },
+    "get_session_status": {
+      "async": false,
+      "parameters": "self, session_id: str",
+      "returns": "dict[str, Any]"
+    },
+    "handle_chatgpt_callback": {
+      "async": true,
+      "parameters": "self, provider_id: str, code: Optional[str], state: Optional[str], error: Optional[str], error_description: Optional[str]",
+      "returns": "tuple[bool, str]"
+    },
+    "list_models": {
+      "async": true,
+      "parameters": "self, provider_id: str, api_key: Optional[str]=None, base_url: Optional[str]=None, base_url_preset_id: Optional[str]=None, user_agent: Optional[str]=None, use_proxy: Optional[bool]=None, force_refresh: bool=False",
+      "returns": "list[dict[str, Any]]"
+    },
+    "list_providers": {
+      "async": false,
+      "parameters": "self",
+      "returns": "list[dict[str, Any]]"
+    },
+    "list_providers_async": {
+      "async": true,
+      "parameters": "self, force_refresh: bool=False, use_proxy: Optional[bool]=None",
+      "returns": "list[dict[str, Any]]"
+    },
+    "poll_auth_session": {
+      "async": true,
+      "parameters": "self, session_id: str",
+      "returns": "dict[str, Any]"
+    },
+    "provider_manage": {
+      "async": true,
+      "parameters": "self, provider: str, action: str, **params: Any",
+      "returns": "Dict[str, Any]"
+    },
+    "resolve_cached_model_metadata": {
+      "async": false,
+      "parameters": "self, provider_id: str, model_id: Optional[str], base_url: Optional[str]=None, base_url_preset_id: Optional[str]=None",
+      "returns": "dict[str, Any] | None"
+    },
+    "resolve_model_list_base_url": {
+      "async": false,
+      "parameters": "self, provider_id: str, base_url: Optional[str], base_url_preset_id: Optional[str]=None",
+      "returns": "Optional[str]"
+    },
+    "resolve_model_metadata": {
+      "async": true,
+      "parameters": "self, provider_id: str, model_id: Optional[str], base_url: Optional[str]=None, base_url_preset_id: Optional[str]=None, use_proxy: Optional[bool]=None",
+      "returns": "dict[str, Any] | None"
+    },
+    "resolve_runtime": {
+      "async": true,
+      "parameters": "self, provider_id: str, model: Optional[str], api_key: Optional[str]=None, base_url: Optional[str]=None, base_url_preset_id: Optional[str]=None, user_agent: Optional[str]=None, use_proxy: Optional[bool]=None",
+      "returns": "dict[str, Any]"
+    },
+    "save_auth": {
+      "async": true,
+      "parameters": "self, provider_id: str, auth_data: dict[str, Any]",
+      "returns": "None"
+    },
+    "start_auth": {
+      "async": true,
+      "parameters": "self, provider_id: str, method_id: str, callback_url: Optional[str]=None",
+      "returns": "dict[str, Any]"
+    }
+  },
+  "module": "app.agent.llm.provider",
+  "schema_version": 1
+}
diff --git a/tests/fixtures/architecture/mypy-baseline.json b/tests/fixtures/architecture/mypy-baseline.json
index 08b0883f7..f14337a4a 100644
--- a/tests/fixtures/architecture/mypy-baseline.json
+++ b/tests/fixtures/architecture/mypy-baseline.json
@@ -941,7 +941,7 @@
   },
   "app/api/endpoints/search.py": {
     "arg-type": 2,
-    "attr-defined": 4,
+    "attr-defined": 3,
     "misc": 11,
     "no-untyped-call": 3,
     "no-untyped-def": 4,
diff --git a/tests/fixtures/architecture/official-plugin-baseline.json b/tests/fixtures/architecture/official-plugin-baseline.json
index 646564bb1..ae25b56b0 100644
--- a/tests/fixtures/architecture/official-plugin-baseline.json
+++ b/tests/fixtures/architecture/official-plugin-baseline.json
@@ -2891,6 +2891,3635 @@
       }
     ]
   },
+  "attribute_calls": {
+    "app.adapters.external.server.MoviePilotServerHelper.sub_done_async": {
+      "call_count": 1,
+      "file_count": 1,
+      "files": [
+        "plugins.v3/bangumicoll/__init__.py"
+      ]
+    },
+    "app.agent.llm.LLMHelper.extract_text_content": {
+      "call_count": 2,
+      "file_count": 2,
+      "files": [
+        "plugins.v2/airecognizerenhancer/__init__.py",
+        "plugins.v2/qbuploadlimiter/__init__.py"
+      ]
+    },
+    "app.agent.llm.LLMHelper.get_llm": {
+      "call_count": 6,
+      "file_count": 6,
+      "files": [
+        "plugins.v2/airecognizerenhancer/__init__.py",
+        "plugins.v2/courseorganizer/providers.py",
+        "plugins.v2/qbuploadlimiter/__init__.py",
+        "plugins.v3/chatgpt/openai.py",
+        "plugins.v3/courseorganizer/providers.py",
+        "plugins.v3/lunatvsource/ai.py"
+      ]
+    },
+    "app.agent.llm.helper.LLMHelper.get_llm": {
+      "call_count": 1,
+      "file_count": 1,
+      "files": [
+        "plugins.v2/lexiannot/__init__.py"
+      ]
+    },
+    "app.agent.llm.helper.LLMHelper.test_current_settings": {
+      "call_count": 1,
+      "file_count": 1,
+      "files": [
+        "plugins.v2/lexiannot/__init__.py"
+      ]
+    },
+    "app.agent.tools.manager.moviepilot_tool_manager._load_tools": {
+      "call_count": 2,
+      "file_count": 2,
+      "files": [
+        "plugins.v2/agentresourceofficer/__init__.py",
+        "plugins.v3/agentresourceofficer/__init__.py"
+      ]
+    },
+    "app.core.config.settings.LLM_PROVIDER.lower": {
+      "call_count": 1,
+      "file_count": 1,
+      "files": [
+        "plugins.v2/lexiannot/__init__.py"
+      ]
+    },
+    "app.core.config.settings.MP_DOMAIN": {
+      "call_count": 7,
+      "file_count": 5,
+      "files": [
+        "plugins.v2/oidcauth/__init__.py",
+        "plugins.v2/qbuploadlimiter/__init__.py",
+        "plugins.v2/tobypasstrackers/__init__.py",
+        "plugins.v2/updatewechatip/__init__.py",
+        "plugins.v2/wechatclawbot/__init__.py"
+      ]
+    },
+    "app.core.config.settings.RENAME_FORMAT": {
+      "call_count": 1,
+      "file_count": 1,
+      "files": [
+        "plugins.v2/blurayremux/__init__.py"
+      ]
+    },
+    "app.core.config.settings.REPO_GITHUB_HEADERS": {
+      "call_count": 2,
+      "file_count": 1,
+      "files": [
+        "plugins.v2/lexiannot/__init__.py"
+      ]
+    },
+    "app.core.config.settings.SECURITY_IMAGE_DOMAINS.append": {
+      "call_count": 3,
+      "file_count": 2,
+      "files": [
+        "plugins.v2/imdbsource/__init__.py",
+        "plugins.v2/iqiyidiscover/__init__.py"
+      ]
+    },
+    "app.core.event.eventmanager.disable_event_handler": {
+      "call_count": 5,
+      "file_count": 2,
+      "files": [
+        "plugins.v2/airecognizerenhancer/__init__.py",
+        "plugins.v3/chatgpt/__init__.py"
+      ]
+    },
+    "app.core.event.eventmanager.enable_event_handler": {
+      "call_count": 3,
+      "file_count": 2,
+      "files": [
+        "plugins.v2/airecognizerenhancer/__init__.py",
+        "plugins.v3/chatgpt/__init__.py"
+      ]
+    },
+    "app.core.event.eventmanager.register": {
+      "call_count": 79,
+      "file_count": 56,
+      "files": [
+        "plugins.v2/agenttokens/__init__.py",
+        "plugins.v2/airecognizerenhancer/__init__.py",
+        "plugins.v2/autosignin/__init__.py",
+        "plugins.v2/brushflow/__init__.py",
+        "plugins.v2/chatgpt/__init__.py",
+        "plugins.v2/chinesesubfinder/__init__.py",
+        "plugins.v2/clashruleprovider/__init__.py",
+        "plugins.v2/cleaninvalidseed/__init__.py",
+        "plugins.v2/contractcheck/__init__.py",
+        "plugins.v2/crossseed/__init__.py",
+        "plugins.v2/dailysummary/__init__.py",
+        "plugins.v2/doubansync/__init__.py",
+        "plugins.v2/downloadsitetag/__init__.py",
+        "plugins.v2/dynamicwechat/__init__.py",
+        "plugins.v2/episodetag/__init__.py",
+        "plugins.v2/ffmpegthumb/__init__.py",
+        "plugins.v2/hrblocker/__init__.py",
+        "plugins.v2/imdbsource/__init__.py",
+        "plugins.v2/iqiyidiscover/__init__.py",
+        "plugins.v2/iyuuautoseed/__init__.py",
+        "plugins.v2/lexiannot/__init__.py",
+        "plugins.v2/mediaservermsg/__init__.py",
+        "plugins.v2/mediaserverrefresh/__init__.py",
+        "plugins.v2/meowmsg/__init__.py",
+        "plugins.v2/multiclass/__init__.py",
+        "plugins.v2/personmeta/__init__.py",
+        "plugins.v2/playletcategory/__init__.py",
+        "plugins.v2/promotiontag/__init__.py",
+        "plugins.v2/qbcommand/__init__.py",
+        "plugins.v2/sitestatistic/__init__.py",
+        "plugins.v2/speedlimiter/__init__.py",
+        "plugins.v2/tobypasstrackers/__init__.py",
+        "plugins.v2/tvdbdiscover/__init__.py",
+        "plugins.v2/tvfirstwatch/__init__.py",
+        "plugins.v2/updatewechatip/__init__.py",
+        "plugins.v2/wechatclawbot/__init__.py",
+        "plugins.v2/wxpusher/__init__.py",
+        "plugins.v3/chatgpt/__init__.py",
+        "plugins/apprisemsg/__init__.py",
+        "plugins/autosubv2/__init__.py",
+        "plugins/barkmsg/__init__.py",
+        "plugins/cloudflarespeedtest/__init__.py",
+        "plugins/customhosts/__init__.py",
+        "plugins/dingdingmsg/__init__.py",
+        "plugins/feishumsg/__init__.py",
+        "plugins/gotifymsg/__init__.py",
+        "plugins/iyuumsg/__init__.py",
+        "plugins/linkmonitor/__init__.py",
+        "plugins/ntfymsg/__init__.py",
+        "plugins/pushdeermsg/__init__.py",
+        "plugins/pushplusmsg/__init__.py",
+        "plugins/siterefresh/__init__.py",
+        "plugins/webhook/__init__.py",
+        "plugins/workwechatmsg/__init__.py",
+        "plugins/wxpushermsg/__init__.py",
+        "plugins/zvideohelper/__init__.py"
+      ]
+    },
+    "app.core.event.eventmanager.send_event": {
+      "call_count": 12,
+      "file_count": 6,
+      "files": [
+        "plugins.v2/autoclean/__init__.py",
+        "plugins.v2/blurayremux/__init__.py",
+        "plugins.v2/fullscreenposterwall/__init__.py",
+        "plugins.v2/scrapefileclean/__init__.py",
+        "plugins.v3/chatgpt/__init__.py",
+        "plugins/removelink/__init__.py"
+      ]
+    },
+    "app.db.models.TransferHistory.get_by_src": {
+      "call_count": 2,
+      "file_count": 2,
+      "files": [
+        "plugins.v2/historytov2/__init__.py",
+        "plugins.v3/historytov2/__init__.py"
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+      "files": [
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+        "plugins.v3/imdbsource/imdbapi.py",
+        "plugins.v3/imdbsource/imdbhelper.py",
+        "plugins.v3/imdbsource/officialapi.py",
+        "plugins.v3/personmeta/__init__.py"
+      ]
+    },
+    "app.utils.common.retry": {
+      "file_count": 4,
+      "files": [
+        "plugins.v2/imdbsource/imdbapi.py",
+        "plugins.v2/imdbsource/officialapi.py",
+        "plugins.v2/personmeta/__init__.py",
+        "plugins/remoteidentifiers/__init__.py"
+      ]
+    },
+    "app.utils.crypto.CryptoJsUtils": {
+      "file_count": 2,
+      "files": [
+        "plugins.v2/agentresourceofficer/__init__.py",
+        "plugins.v2/synccookiecloud/__init__.py"
+      ]
+    },
+    "app.utils.dom.DomUtils": {
+      "file_count": 1,
+      "files": [
+        "plugins.v2/doubanrank/__init__.py"
+      ]
+    },
+    "app.utils.http.AsyncRequestUtils": {
+      "file_count": 5,
+      "files": [
+        "plugins.v2/clashruleprovider/services.py",
+        "plugins.v2/imdbsource/__init__.py",
+        "plugins.v2/imdbsource/imdbapi.py",
+        "plugins.v2/imdbsource/imdbhelper.py",
+        "plugins.v2/imdbsource/officialapi.py"
+      ]
+    },
+    "app.utils.http.RequestUtils": {
+      "file_count": 60,
+      "files": [
+        "plugins.v2/animeupscale/__init__.py",
+        "plugins.v2/autoauction/__init__.py",
+        "plugins.v2/autosignin/__init__.py",
+        "plugins.v2/autosignin/sites/52pt.py",
+        "plugins.v2/autosignin/sites/__init__.py",
+        "plugins.v2/autosignin/sites/chdbits.py",
+        "plugins.v2/autosignin/sites/hares.py",
+        "plugins.v2/autosignin/sites/hdarea.py",
+        "plugins.v2/autosignin/sites/hdchina.py",
+        "plugins.v2/autosignin/sites/hdsky.py",
+        "plugins.v2/autosignin/sites/mteam.py",
+        "plugins.v2/autosignin/sites/nexushd.py",
+        "plugins.v2/autosignin/sites/opencd.py",
+        "plugins.v2/autosignin/sites/rousipro.py",
+        "plugins.v2/autosignin/sites/tjupt.py",
+        "plugins.v2/autosignin/sites/ttg.py",
+        "plugins.v2/autosignin/sites/u2.py",
+        "plugins.v2/autosignin/sites/yema.py",
+        "plugins.v2/autosignin/sites/zhuque.py",
+        "plugins.v2/brushflow/__init__.py",
+        "plugins.v2/chinesesubfinder/__init__.py",
+        "plugins.v2/contractcheck/__init__.py",
+        "plugins.v2/contractcheck/siteuserinfo/__init__.py",
+        "plugins.v2/doubanrank/__init__.py",
+        "plugins.v2/fullscreenposterwall/__init__.py",
+        "plugins.v2/historytov2/__init__.py",
+        "plugins.v2/imdbsource/__init__.py",
+        "plugins.v2/imdbsource/imdbapi.py",
+        "plugins.v2/imdbsource/officialapi.py",
+        "plugins.v2/invitessignin/__init__.py",
+        "plugins.v2/iqiyidiscover/__init__.py",
+        "plugins.v2/iyuuautoseed/__init__.py",
+        "plugins.v2/iyuuautoseed/iyuu_helper.py",
+        "plugins.v2/lexiannot/__init__.py",
+        "plugins.v2/maoyanrank/__init__.py",
+        "plugins.v2/meowmsg/__init__.py",
+        "plugins.v2/moviepilotupdatenotify/__init__.py",
+        "plugins.v2/personmeta/__init__.py",
+        "plugins.v2/tmdbwallpaper/__init__.py",
+        "plugins.v2/tobypasstrackers/__init__.py",
+        "plugins.v2/tvdbdiscover/__init__.py",
+        "plugins.v2/wechatclawbot/__init__.py",
+        "plugins.v2/wechatclawbot/ilink/client.py",
+        "plugins.v2/wxpusher/__init__.py",
+        "plugins/apprisemsg/__init__.py",
+        "plugins/barkmsg/__init__.py",
+        "plugins/cloudflarespeedtest/__init__.py",
+        "plugins/dailyword/__init__.py",
+        "plugins/dingdingmsg/__init__.py",
+        "plugins/feishumsg/__init__.py",
+        "plugins/gotifymsg/__init__.py",
+        "plugins/iyuuauth/iyuu_helper.py",
+        "plugins/iyuumsg/__init__.py",
+        "plugins/mpserverstatus/__init__.py",
+        "plugins/pushplusmsg/__init__.py",
+        "plugins/remoteidentifiers/__init__.py",
+        "plugins/webhook/__init__.py",
+        "plugins/workwechatmsg/__init__.py",
+        "plugins/wxpushermsg/__init__.py",
+        "plugins/zvideohelper/DoubanHelper.py"
+      ]
+    },
+    "app.utils.ip.IpUtils": {
+      "file_count": 3,
+      "files": [
+        "plugins.v2/speedlimiter/__init__.py",
+        "plugins/cloudflarespeedtest/__init__.py",
+        "plugins/customhosts/__init__.py"
+      ]
+    },
+    "app.utils.singleton.Singleton": {
+      "file_count": 1,
+      "files": [
+        "plugins.v2/lexiannot/schemas.py"
+      ]
+    },
+    "app.utils.site.SiteUtils": {
+      "file_count": 2,
+      "files": [
+        "plugins.v2/autosignin/__init__.py",
+        "plugins.v2/contractcheck/siteuserinfo/__init__.py"
+      ]
+    },
+    "app.utils.string.StringUtils": {
+      "file_count": 45,
+      "files": [
+        "plugins.v2/autosignin/__init__.py",
+        "plugins.v2/autosignin/sites/52pt.py",
+        "plugins.v2/autosignin/sites/__init__.py",
+        "plugins.v2/autosignin/sites/btschool.py",
+        "plugins.v2/autosignin/sites/chdbits.py",
+        "plugins.v2/autosignin/sites/haidan.py",
+        "plugins.v2/autosignin/sites/hares.py",
+        "plugins.v2/autosignin/sites/hdarea.py",
+        "plugins.v2/autosignin/sites/hdchina.py",
+        "plugins.v2/autosignin/sites/hdcity.py",
+        "plugins.v2/autosignin/sites/hdsky.py",
+        "plugins.v2/autosignin/sites/hdupt.py",
+        "plugins.v2/autosignin/sites/mteam.py",
+        "plugins.v2/autosignin/sites/nexushd.py",
+        "plugins.v2/autosignin/sites/opencd.py",
+        "plugins.v2/autosignin/sites/pterclub.py",
+        "plugins.v2/autosignin/sites/pttime.py",
+        "plugins.v2/autosignin/sites/rousipro.py",
+        "plugins.v2/autosignin/sites/tjupt.py",
+        "plugins.v2/autosignin/sites/ttg.py",
+        "plugins.v2/autosignin/sites/u2.py",
+        "plugins.v2/autosignin/sites/zhuque.py",
+        "plugins.v2/brushflow/__init__.py",
+        "plugins.v2/clashruleprovider/__init__.py",
+        "plugins.v2/clashruleprovider/helper/converters/hysteria.py",
+        "plugins.v2/clashruleprovider/helper/converters/hysteria2.py",
+        "plugins.v2/clashruleprovider/helper/converters/trojan.py",
+        "plugins.v2/cleaninvalidseed/__init__.py",
+        "plugins.v2/contractcheck/__init__.py",
+        "plugins.v2/contractcheck/siteuserinfo/nexus_php.py",
+        "plugins.v2/contractcheck/siteuserinfo/nexus_ttg.py",
+        "plugins.v2/crossseed/__init__.py",
+        "plugins.v2/downloadsitetag/__init__.py",
+        "plugins.v2/imdbsource/imdbhelper.py",
+        "plugins.v2/iyuuautoseed/__init__.py",
+        "plugins.v2/lexiannot/__init__.py",
+        "plugins.v2/personmeta/__init__.py",
+        "plugins.v2/promotiontag/__init__.py",
+        "plugins.v2/qbcommand/__init__.py",
+        "plugins.v2/sitestatistic/__init__.py",
+        "plugins.v2/torrentremover/__init__.py",
+        "plugins.v2/torrenttransfer/__init__.py",
+        "plugins.v2/wechatclawbot/__init__.py",
+        "plugins/downloadingmsg/__init__.py",
+        "plugins/siterefresh/__init__.py"
+      ]
+    },
+    "app.utils.system.SystemUtils": {
+      "file_count": 9,
+      "files": [
+        "plugins.v2/chinesesubfinder/__init__.py",
+        "plugins.v2/ffmpegthumb/__init__.py",
+        "plugins.v2/ffmpegthumb/ffmpeg_helper.py",
+        "plugins.v2/libraryscraper/__init__.py",
+        "plugins.v2/playletcategory/__init__.py",
+        "plugins/autosubv2/__init__.py",
+        "plugins/cloudflarespeedtest/__init__.py",
+        "plugins/customhosts/__init__.py",
+        "plugins/linkmonitor/__init__.py"
+      ]
+    },
+    "app.utils.timer.TimerUtils": {
+      "file_count": 3,
+      "files": [
+        "plugins.v2/autosignin/__init__.py",
+        "plugins.v2/contractcheck/__init__.py",
+        "plugins.v2/crossseed/__init__.py"
+      ]
+    },
+    "app.utils.web.WebUtils": {
+      "file_count": 1,
+      "files": [
+        "plugins.v2/mediaservermsg/__init__.py"
+      ]
+    }
+  },
   "hooks": {
     "get_actions": {
       "file_count": 0,
@@ -5709,7 +9338,7 @@
     "python_file_count": 285,
     "source_sha256": "3a47cb221cbcc48c92aaa05838a98d23a13b66d9c3742cac73b1233d88d23fde"
   },
-  "schema_version": 3,
+  "schema_version": 4,
   "scope": {
     "default_plugins": [
       "AppriseMsg",
diff --git a/tests/test_architecture_baseline_cli.py b/tests/test_architecture_baseline_cli.py
index 2c37bc77e..a59b974d1 100644
--- a/tests/test_architecture_baseline_cli.py
+++ b/tests/test_architecture_baseline_cli.py
@@ -397,9 +397,17 @@ def test_official_plugin_baseline_includes_effective_v3_default_fallback(
         "plugins.v3/current/__init__.py": (
             "import importlib\n"
             "from app.sdk.events import Event\n"
+            "from app.agent.llm import LLMHelper as PublicLLMHelper\n"
+            "from app.agent.llm.helper import LLMHelper as DirectLLMHelper\n"
+            "from app.helper.llm import LLMHelper as CompatLLMHelper\n"
+            "from app.agent.tools.manager import moviepilot_tool_manager\n"
             "_optional_import('app.chain.media', 'MediaChain')\n"
             "importlib.import_module('app.chain.search')\n"
             "__import__('app.chain.download')\n"
+            "PublicLLMHelper.get_llm(streaming=False)\n"
+            "DirectLLMHelper.extract_text_content('ok')\n"
+            "CompatLLMHelper.test_current_settings()\n"
+            "moviepilot_tool_manager._load_tools()\n"
         ),
         "plugins.v2/legacy/__init__.py": "from app.core.event import Event\n",
         "plugins/shared/__init__.py": "from app.log import logger\n",
@@ -437,6 +445,7 @@ def test_official_plugin_baseline_includes_effective_v3_default_fallback(
         "default_plugins": ["Shared"],
     }
     assert baseline["provenance"]["python_file_count"] == 3
+    assert baseline["schema_version"] == 4
     assert baseline["imports"]["app.log"]["files"] == [
         "plugins/shared/__init__.py"
     ]
@@ -449,6 +458,24 @@ def test_official_plugin_baseline_includes_effective_v3_default_fallback(
     assert baseline["imports"]["app.chain.download"]["files"] == [
         "plugins.v3/current/__init__.py"
     ]
+    assert set(baseline["from_imports"]) >= {
+        "app.agent.llm.LLMHelper",
+        "app.agent.llm.helper.LLMHelper",
+        "app.helper.llm.LLMHelper",
+        "app.agent.tools.manager.moviepilot_tool_manager",
+    }
+    assert baseline["attribute_calls"][
+        "app.agent.llm.LLMHelper.get_llm"
+    ]["call_count"] == 1
+    assert baseline["attribute_calls"][
+        "app.agent.llm.helper.LLMHelper.extract_text_content"
+    ]["call_count"] == 1
+    assert baseline["attribute_calls"][
+        "app.helper.llm.LLMHelper.test_current_settings"
+    ]["call_count"] == 1
+    assert baseline["attribute_calls"][
+        "app.agent.tools.manager.moviepilot_tool_manager._load_tools"
+    ]["call_count"] == 1
     assert not any(module.startswith("app.unused") for module in baseline["imports"])
 
 
@@ -488,6 +515,10 @@ def test_plugin_v2_fixture_migrates_before_semantic_comparison(tmp_path: Path):
         baseline_path,
         old_value,
     ) == architecture_baseline.semantic_baseline(baseline_path, new_value)
+    migrated = architecture_baseline.semantic_baseline(baseline_path, old_value)
+    assert migrated["schema_version"] == 4
+    assert migrated["from_imports"] == {}
+    assert migrated["attribute_calls"] == {}
 
 
 def test_transaction_ratchet_allows_removal_but_rejects_new_method() -> None:
diff --git a/tests/test_architecture_contract_baseline.py b/tests/test_architecture_contract_baseline.py
index 14fba8b6f..0cb63ecc5 100644
--- a/tests/test_architecture_contract_baseline.py
+++ b/tests/test_architecture_contract_baseline.py
@@ -16,20 +16,36 @@ def test_official_plugin_baseline_records_external_source():
     baseline_path = BASELINE_ROOT / "official-plugin-baseline.json"
     baseline = json.loads(baseline_path.read_text(encoding="utf-8"))
 
-    assert baseline["schema_version"] == 3
+    assert baseline["schema_version"] == 4
     assert baseline["scope"]["repository"] == "MoviePilot-Plugins"
     assert baseline["scope"]["roots"] == ["plugins.v2", "plugins.v3", "plugins"]
     assert baseline["scope"]["default_plugins"]
     assert len(baseline["provenance"]["head"]) == 40
     assert all(
         not path.startswith("app/plugins/")
-        for contract in (*baseline["imports"].values(), *baseline["hooks"].values())
+        for contract in (
+            *baseline["imports"].values(),
+            *baseline["from_imports"].values(),
+            *baseline["attribute_calls"].values(),
+            *baseline["hooks"].values(),
+        )
         for path in contract["files"]
     )
     assert all(
         not path.startswith("app/plugins/")
         for path in baseline["api_routes"]
     )
+    assert {
+        "app.agent.llm.LLMHelper",
+        "app.agent.llm.helper.LLMHelper",
+        "app.helper.llm.LLMHelper",
+    } <= set(baseline["from_imports"])
+    assert {
+        "app.agent.llm.LLMHelper.get_llm",
+        "app.agent.llm.helper.LLMHelper.test_current_settings",
+        "app.helper.llm.LLMHelper.get_llm",
+        "app.agent.tools.manager.moviepilot_tool_manager._load_tools",
+    } <= set(baseline["attribute_calls"])
 
 
 def test_dependency_baseline_records_nonempty_host_graph() -> None:
diff --git a/tests/test_llm_facade_governance.py b/tests/test_llm_facade_governance.py
new file mode 100644
index 000000000..638e73eae
--- /dev/null
+++ b/tests/test_llm_facade_governance.py
@@ -0,0 +1,150 @@
+"""LLM 公开 Facade、Gateway 与旧插件导入路径的治理门禁。"""
+
+from __future__ import annotations
+
+import ast
+import json
+import subprocess
+import sys
+from pathlib import Path
+
+PROJECT_ROOT = Path(__file__).parents[1]
+FACADE_FIXTURE = (
+    PROJECT_ROOT / "tests" / "fixtures" / "architecture" / "llm-provider-facade.json"
+)
+
+
+def _run_isolated(script: str) -> dict[str, object]:
+    """在全新解释器中运行导入探针，避免当前测试进程模块缓存干扰。"""
+    completed = subprocess.run(
+        [sys.executable, "-c", script],
+        check=True,
+        capture_output=True,
+        text=True,
+    )
+    return json.loads(completed.stdout)
+
+
+def _manager_facade_snapshot() -> dict[str, object]:
+    """从源码提取 Manager 稳定公开方法，不导入重量 provider 实现。"""
+    path = PROJECT_ROOT / "app" / "agent" / "llm" / "provider.py"
+    tree = ast.parse(path.read_text(encoding="utf-8"), filename=str(path))
+    manager = next(
+        node
+        for node in tree.body
+        if isinstance(node, ast.ClassDef) and node.name == "LLMProviderManager"
+    )
+    methods = {
+        node.name: {
+            "async": isinstance(node, ast.AsyncFunctionDef),
+            "parameters": ast.unparse(node.args),
+            "returns": ast.unparse(node.returns) if node.returns else None,
+        }
+        for node in manager.body
+        if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef))
+        and not node.name.startswith("_")
+    }
+    return {
+        "schema_version": 1,
+        "module": "app.agent.llm.provider",
+        "class": "LLMProviderManager",
+        "methods": dict(sorted(methods.items())),
+    }
+
+
+def test_llm_provider_manager_public_facade_matches_signature_snapshot() -> None:
+    """Manager 拆分不得静默删除、改名或改变既有公开调用签名。"""
+    expected = json.loads(FACADE_FIXTURE.read_text(encoding="utf-8"))
+
+    assert _manager_facade_snapshot() == expected
+
+
+def test_llm_helper_three_paths_share_identity_and_keep_provider_lazy() -> None:
+    """包根、canonical 子模块与旧 helper 路径必须解析为同一惰性 Helper。"""
+    result = _run_isolated(
+        """
+import json
+import sys
+
+import app.agent.llm as facade
+cold = {
+    "helper": "app.agent.llm.helper" in sys.modules,
+    "provider": "app.agent.llm.provider" in sys.modules,
+}
+from app.agent.llm import LLMHelper as PackageHelper
+from app.agent.llm.helper import LLMHelper as CanonicalHelper
+from app.helper.llm import LLMHelper as CompatHelper
+print(json.dumps({
+    "cold": cold,
+    "package_identity": PackageHelper is CanonicalHelper,
+    "compat_identity": CompatHelper is CanonicalHelper,
+    "helper_loaded": "app.agent.llm.helper" in sys.modules,
+    "provider_loaded": "app.agent.llm.provider" in sys.modules,
+}))
+"""
+    )
+
+    assert result == {
+        "cold": {"helper": False, "provider": False},
+        "package_identity": True,
+        "compat_identity": True,
+        "helper_loaded": True,
+        "provider_loaded": False,
+    }
+
+
+def test_llm_gateway_protocol_and_registration_delegate_to_one_runtime() -> None:
+    """Gateway 只保存组合根 runtime，并完整声明 Helper/API 所需 Facade 协议。"""
+    from app.agent.llm import gateway
+
+    protocol_methods = {
+        name
+        for name, value in vars(gateway.LLMProviderRuntimePort).items()
+        if callable(value) and not name.startswith("_")
+    }
+    assert protocol_methods == {
+        "create_bedrock_client",
+        "handle_chatgpt_callback",
+        "list_models",
+        "provider_manage",
+        "resolve_cached_model_metadata",
+        "resolve_model_list_base_url",
+        "resolve_runtime",
+    }
+
+    runtime = object()
+    previous = gateway.register_llm_provider_runtime(lambda: runtime)
+    try:
+        assert gateway.resolve_llm_provider_runtime() is runtime
+    finally:
+        gateway.register_llm_provider_runtime(previous)
+
+
+def test_llm_package_root_does_not_duplicate_internal_owner_exports() -> None:
+    """兼容包根只保留既有 ABI，不得重新导出拆分后的内部 owner。"""
+    path = PROJECT_ROOT / "app" / "agent" / "llm" / "__init__.py"
+    tree = ast.parse(path.read_text(encoding="utf-8"), filename=str(path))
+    assignments = {
+        target.id: ast.literal_eval(node.value)
+        for node in tree.body
+        if isinstance(node, ast.Assign)
+        for target in node.targets
+        if isinstance(target, ast.Name) and target.id in {"_EXPORT_MODULES", "__all__"}
+    }
+    exported = set(assignments["__all__"]) | set(assignments["_EXPORT_MODULES"])
+    forbidden = {
+        "LLMProviderRuntimePort",
+        "PendingAuthSession",
+        "ProviderAuthMethod",
+        "ProviderSpec",
+        "ProviderUrlPreset",
+        "register_llm_provider_runtime",
+        "resolve_llm_provider_runtime",
+    }
+
+    assert exported.isdisjoint(forbidden)
+    assert not any(
+        isinstance(node, ast.ImportFrom)
+        and (node.module or "").startswith("app.agent.llm.")
+        for node in tree.body
+    )