diff --git a/docs/api/nonebot.md b/docs/api/nonebot.md
index e3b80445..c11cf2be 100644
--- a/docs/api/nonebot.md
+++ b/docs/api/nonebot.md
@@ -52,6 +52,9 @@ sidebarDepth: 0
 * `load_plugins` => `nonebot.plugin.load_plugins`
 
 
+* `load_all_plugins` => `nonebot.plugin.load_all_plugins`
+
+
 * `load_builtin_plugins` => `nonebot.plugin.load_builtin_plugins`
 
 
diff --git a/docs/api/plugin.md b/docs/api/plugin.md
index 1d134c52..8b16427a 100644
--- a/docs/api/plugin.md
+++ b/docs/api/plugin.md
@@ -1267,7 +1267,7 @@ def something_else():
 
 * **说明**
 
-    使用 `importlib` 加载单个插件，可以是本地插件或是通过 `pip` 安装的插件。
+    使用 `PluginManager` 加载单个插件，可以是本地插件或是通过 `pip` 安装的插件。
 
 
 
@@ -1308,6 +1308,32 @@ def something_else():
 
 
 
+## `load_all_plugins(module_path, plugin_dir)`
+
+
+* **说明**
+
+    导入指定列表中的插件以及指定目录下多个插件，以 `_` 开头的插件不会被导入！
+
+
+
+* **参数**
+
+    
+    * `module_path: Set[str]`: 指定插件集合
+
+
+    * `plugin_dir: Set[str]`: 指定插件路径集合
+
+
+
+* **返回**
+
+    
+    * `Set[Plugin]`
+
+
+
 ## `load_builtin_plugins(name='echo')`
 
 
diff --git a/nonebot/__init__.py b/nonebot/__init__.py
index db0d8277..efe6ed81 100644
--- a/nonebot/__init__.py
+++ b/nonebot/__init__.py
@@ -18,6 +18,7 @@
 - ``Matchergroup`` => ``nonebot.plugin.MatcherGroup``
 - ``load_plugin`` => ``nonebot.plugin.load_plugin``
 - ``load_plugins`` => ``nonebot.plugin.load_plugins``
+- ``load_all_plugins`` => ``nonebot.plugin.load_all_plugins``
 - ``load_builtin_plugins`` => ``nonebot.plugin.load_builtin_plugins``
 - ``get_plugin`` => ``nonebot.plugin.get_plugin``
 - ``get_loaded_plugins`` => ``nonebot.plugin.get_loaded_plugins``
@@ -221,5 +222,5 @@ def run(host: Optional[str] = None,
 
 from nonebot.plugin import on_message, on_notice, on_request, on_metaevent, CommandGroup, MatcherGroup
 from nonebot.plugin import on_startswith, on_endswith, on_keyword, on_command, on_shell_command, on_regex
-from nonebot.plugin import load_plugin, load_plugins, load_builtin_plugins
+from nonebot.plugin import load_plugin, load_plugins, load_all_plugins, load_builtin_plugins
 from nonebot.plugin import export, require, get_plugin, get_loaded_plugins
diff --git a/nonebot/plugin/__init__.py b/nonebot/plugin/__init__.py
index 540eac89..439067af 100644
--- a/nonebot/plugin/__init__.py
+++ b/nonebot/plugin/__init__.py
@@ -948,6 +948,32 @@ class MatcherGroup:
         return matcher
 
 
+def _load_plugin(manager: PluginManager, plugin_name: str) -> Optional[Plugin]:
+    if plugin_name.startswith("_"):
+        return None
+
+    _tmp_matchers.set(set())
+    _export.set(Export())
+
+    if plugin_name in plugins:
+        return None
+
+    try:
+        module = manager.load_plugin(plugin_name)
+
+        for m in _tmp_matchers.get():
+            m.module = plugin_name
+        plugin = Plugin(plugin_name, module, _tmp_matchers.get(), _export.get())
+        plugins[plugin_name] = plugin
+        logger.opt(
+            colors=True).info(f'Succeeded to import "<y>{plugin_name}</y>"')
+        return plugin
+    except Exception as e:
+        logger.opt(colors=True, exception=e).error(
+            f'<r><bg #f8bbd0>Failed to import "{plugin_name}"</bg #f8bbd0></r>')
+        return None
+
+
 def load_plugin(module_path: str) -> Optional[Plugin]:
     """
     :说明:
@@ -963,34 +989,9 @@ def load_plugin(module_path: str) -> Optional[Plugin]:
       - ``Optional[Plugin]``
     """
 
-    def _load_plugin(module_path: str) -> Optional[Plugin]:
-        try:
-            _tmp_matchers.set(set())
-            _export.set(Export())
-            if module_path in plugins:
-                return plugins[module_path]
-            elif module_path in sys.modules:
-                logger.warning(
-                    f"Module {module_path} has been loaded by other plugins! Ignored"
-                )
-                return None
-            module = importlib.import_module(module_path)
-            for m in _tmp_matchers.get():
-                m.module = module_path
-            plugin = Plugin(module_path, module, _tmp_matchers.get(),
-                            _export.get())
-            plugins[module_path] = plugin
-            logger.opt(
-                colors=True).info(f'Succeeded to import "<y>{module_path}</y>"')
-            return plugin
-        except Exception as e:
-            logger.opt(colors=True, exception=e).error(
-                f'<r><bg #f8bbd0>Failed to import "{module_path}"</bg #f8bbd0></r>'
-            )
-            return None
-
     context: Context = copy_context()
-    return context.run(_load_plugin, module_path)
+    manager = PluginManager(PLUGIN_NAMESPACE, plugins=[module_path])
+    return context.run(_load_plugin, manager, module_path)
 
 
 def load_plugins(*plugin_dir: str) -> Set[Plugin]:
@@ -1003,6 +1004,32 @@ def load_plugins(*plugin_dir: str) -> Set[Plugin]:
 
       - ``*plugin_dir: str``: 插件路径
 
+    :返回:
+
+      - ``Set[Plugin]``
+    """
+    loaded_plugins = set()
+    manager = PluginManager(PLUGIN_NAMESPACE, search_path=plugin_dir)
+    for plugin_name in manager.list_plugins():
+        context: Context = copy_context()
+        result = context.run(_load_plugin, manager, plugin_name)
+        if result:
+            loaded_plugins.add(result)
+    return loaded_plugins
+
+
+def load_all_plugins(module_path: Set[str],
+                     plugin_dir: Set[str]) -> Set[Plugin]:
+    """
+    :说明:
+
+      导入指定列表中的插件以及指定目录下多个插件，以 ``_`` 开头的插件不会被导入！
+
+    :参数:
+
+      - ``module_path: Set[str]``: 指定插件集合
+      - ``plugin_dir: Set[str]``: 指定插件路径集合
+
     :返回:
 
       - ``Set[Plugin]``
@@ -1036,7 +1063,7 @@ def load_plugins(*plugin_dir: str) -> Set[Plugin]:
             return None
 
     loaded_plugins = set()
-    manager = PluginManager(PLUGIN_NAMESPACE, search_path=plugin_dir)
+    manager = PluginManager(PLUGIN_NAMESPACE, module_path, plugin_dir)
     for plugin_name in manager.list_plugins():
         context: Context = copy_context()
         result = context.run(_load_plugin, plugin_name)
diff --git a/nonebot/plugin/__init__.pyi b/nonebot/plugin/__init__.pyi
index 409043d5..9549d45e 100644
--- a/nonebot/plugin/__init__.pyi
+++ b/nonebot/plugin/__init__.pyi
@@ -176,6 +176,11 @@ def load_plugins(*plugin_dir: str) -> Set[Plugin]:
     ...
 
 
+def load_all_plugins(module_path: Set[str],
+                     plugin_dir: Set[str]) -> Set[Plugin]:
+    ...
+
+
 def load_builtin_plugins(name: str = ...):
     ...
 
diff --git a/tests/bot.py b/tests/bot.py
index b263bf49..e4ec39e4 100644
--- a/tests/bot.py
+++ b/tests/bot.py
@@ -25,11 +25,10 @@ driver.register_adapter("mirai", MiraiBot)
 
 # load builtin plugin
 nonebot.load_builtin_plugins()
-nonebot.load_plugin("nonebot_plugin_apscheduler")
-nonebot.load_plugin("nonebot_plugin_test")
 
-# load local plugins
-nonebot.load_plugins("test_plugins")
+# load all plugins
+nonebot.load_all_plugins({"nonebot_plugin_apscheduler", "nonebot_plugin_test"},
+                         {"test_plugins"})
 
 # modify some config / config depends on loaded configs
 config = driver.config