diff --git a/scripts/validate_plugins/run.py b/scripts/validate_plugins/run.py
index f95b9741..6426c209 100644
--- a/scripts/validate_plugins/run.py
+++ b/scripts/validate_plugins/run.py
@@ -630,6 +630,21 @@ async def _return_self():
 
         return _return_self().__await__()
 
+    async def __aenter__(self) -> "NullStub":
+        return self
+
+    async def __aexit__(self, exc_type, exc, tb) -> bool:
+        del exc_type, exc, tb
+        return False
+
+    def get(self, key=None, default=None):
+        del key
+        return default
+
+    def pop(self, key=None, default=None):
+        del key
+        return default
+
     def __iter__(self):
         return iter(())
 
@@ -637,9 +652,47 @@ def __bool__(self) -> bool:
         return False
 
 
+class DummyConfig(dict):
+    def __init__(self, initial=None) -> None:
+        super().__init__(initial or {})
+
+    def __missing__(self, key):
+        del key
+        return NullStub()
+
+    def __getattr__(self, name: str):
+        return self[name]
+
+
 class DummyContext:
     def __init__(self) -> None:
         self._star_manager = None
+        self._astrbot_root = Path(os.environ.get("ASTRBOT_ROOT", Path.cwd())).resolve()
+        self._data_root = self._astrbot_root / "data"
+        self._plugin_data_dir = self._data_root / "plugin_data"
+        self._config = DummyConfig(
+            {
+                "wake_prefix": [],
+                "dashboard": DummyConfig(),
+                "admins_id": [],
+                "admin_ids": [],
+                "platform_settings": DummyConfig(
+                    {
+                    "aiocqhttp": {},
+                    "qqofficial": {},
+                    "telegram": {},
+                    "gewechat": {},
+                    "wechatpadpro": {},
+                    }
+                ),
+                "data_dir": str(self._data_root),
+            }
+        )
+        self.config = self._config
+
+    def _ensure_plugin_data_dir(self) -> Path:
+        self._plugin_data_dir.mkdir(parents=True, exist_ok=True)
+        return self._plugin_data_dir
 
     def get_all_stars(self):
         try:
@@ -669,6 +722,16 @@ def register_llm_tool(self, name: str, func_args, desc: str, func_obj) -> None:
     def unregister_llm_tool(self, name: str) -> None:
         del name
 
+    def get_config(self, umo: str | None = None):
+        del umo
+        return self._config
+
+    def get_context_config(self):
+        return self.get_config()
+
+    def get_data_dir(self) -> str:
+        return str(self._ensure_plugin_data_dir())
+
     def __getattr__(self, name: str) -> NullStub:
         del name
         return NullStub()
diff --git a/tests/test_validate_plugins.py b/tests/test_validate_plugins.py
index 5d4df159..cc17887e 100644
--- a/tests/test_validate_plugins.py
+++ b/tests/test_validate_plugins.py
@@ -385,6 +385,72 @@ def test_load_plugins_index_rejects_non_dict_values(self):
             os.remove(index_path)
 
 
+class DummyContextStubTests(unittest.IsolatedAsyncioTestCase):
+    def test_dummy_context_defers_plugin_data_dir_creation_until_requested(self):
+        module = load_validator_module()
+
+        with tempfile.TemporaryDirectory() as tmp_dir:
+            astrbot_root = Path(tmp_dir) / "astrbot-root"
+            plugin_data_dir = astrbot_root / "data" / "plugin_data"
+
+            with mock.patch.dict(os.environ, {"ASTRBOT_ROOT": str(astrbot_root)}, clear=True):
+                context = module.DummyContext()
+                dir_exists_before = plugin_data_dir.exists()
+                created_dir = Path(context.get_data_dir())
+                dir_exists_after = plugin_data_dir.is_dir()
+
+        self.assertFalse(dir_exists_before)
+        self.assertEqual(created_dir.resolve(), plugin_data_dir.resolve())
+        self.assertTrue(dir_exists_after)
+
+    def test_dummy_context_returns_worker_data_dir_for_plugin_storage(self):
+        module = load_validator_module()
+
+        with tempfile.TemporaryDirectory() as tmp_dir:
+            astrbot_root = Path(tmp_dir) / "astrbot-root"
+            with mock.patch.dict(os.environ, {"ASTRBOT_ROOT": str(astrbot_root)}, clear=True):
+                data_dir = Path(module.DummyContext().get_data_dir())
+                data_dir_exists = data_dir.is_dir()
+
+        self.assertEqual(data_dir.resolve(), (astrbot_root / "data" / "plugin_data").resolve())
+        self.assertTrue(data_dir_exists)
+
+    async def test_null_stub_supports_async_database_context_pattern(self):
+        module = load_validator_module()
+
+        db = module.DummyContext().get_db()
+
+        async with db.get_db() as session:
+            self.assertIsInstance(session, module.NullStub)
+            async with session.begin() as transaction:
+                self.assertIs(transaction, session)
+            result = await session.execute("SELECT 1")
+
+        self.assertIs(result, session)
+
+    async def test_null_stub_returns_defaults_for_restart_style_config_access(self):
+        module = load_validator_module()
+
+        with mock.patch.dict(os.environ, {}, clear=True):
+            dashboard_config = module.DummyContext().get_config().get("dashboard", {})
+
+            self.assertEqual(dashboard_config.get("host", "127.0.0.1"), "127.0.0.1")
+            self.assertEqual(
+                int(os.environ.get("DASHBOARD_PORT", dashboard_config.get("port", 6185))),
+                6185,
+            )
+
+    def test_dummy_context_exposes_dict_like_config_defaults(self):
+        module = load_validator_module()
+
+        with mock.patch.dict(os.environ, {}, clear=True):
+            context = module.DummyContext()
+
+        self.assertEqual(context.get_config()["wake_prefix"], [])
+        self.assertEqual(context.get_config()["dashboard"].get("port", 6185), 6185)
+        self.assertEqual(context._config.get("expire_seconds", 300), 300)
+
+
 class ValidationProgressTests(unittest.TestCase):
     def test_build_parser_defaults_max_workers_to_sixteen(self):
         module = load_validator_module()