diff --git a/nonebot/matcher.py b/nonebot/matcher.py
index 5f06f309..382825bd 100644
--- a/nonebot/matcher.py
+++ b/nonebot/matcher.py
@@ -26,7 +26,6 @@ from typing import (
 from nonebot import params
 from nonebot.rule import Rule
 from nonebot.log import logger
-from nonebot.utils import CacheDict
 from nonebot.dependencies import Dependent
 from nonebot.permission import USER, Permission
 from nonebot.adapters import (
@@ -43,14 +42,6 @@ from nonebot.consts import (
     REJECT_TARGET,
     LAST_RECEIVE_KEY,
 )
-from nonebot.typing import (
-    Any,
-    T_State,
-    T_Handler,
-    T_ArgsParser,
-    T_TypeUpdater,
-    T_PermissionUpdater,
-)
 from nonebot.exception import (
     PausedException,
     StopPropagation,
@@ -58,6 +49,15 @@ from nonebot.exception import (
     FinishedException,
     RejectedException,
 )
+from nonebot.typing import (
+    Any,
+    T_State,
+    T_Handler,
+    T_ArgsParser,
+    T_TypeUpdater,
+    T_DependencyCache,
+    T_PermissionUpdater,
+)
 
 if TYPE_CHECKING:
     from nonebot.plugin import Plugin
@@ -296,7 +296,7 @@ class Matcher(metaclass=MatcherMeta):
         bot: Bot,
         event: Event,
         stack: Optional[AsyncExitStack] = None,
-        dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+        dependency_cache: Optional[T_DependencyCache] = None,
     ) -> bool:
         """
         :说明:
@@ -324,7 +324,7 @@ class Matcher(metaclass=MatcherMeta):
         event: Event,
         state: T_State,
         stack: Optional[AsyncExitStack] = None,
-        dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+        dependency_cache: Optional[T_DependencyCache] = None,
     ) -> bool:
         """
         :说明:
@@ -669,7 +669,7 @@ class Matcher(metaclass=MatcherMeta):
         event: Event,
         state: T_State,
         stack: Optional[AsyncExitStack] = None,
-        dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+        dependency_cache: Optional[T_DependencyCache] = None,
     ):
         b_t = current_bot.set(bot)
         e_t = current_event.set(event)
@@ -711,7 +711,7 @@ class Matcher(metaclass=MatcherMeta):
         event: Event,
         state: T_State,
         stack: Optional[AsyncExitStack] = None,
-        dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+        dependency_cache: Optional[T_DependencyCache] = None,
     ):
         try:
             await self.simple_run(bot, event, state, stack, dependency_cache)
diff --git a/nonebot/message.py b/nonebot/message.py
index 9b45c62a..a58c0222 100644
--- a/nonebot/message.py
+++ b/nonebot/message.py
@@ -22,9 +22,9 @@ from typing import (
 from nonebot import params
 from nonebot.log import logger
 from nonebot.rule import TrieRule
+from nonebot.utils import escape_tag
 from nonebot.dependencies import Dependent
 from nonebot.matcher import Matcher, matchers
-from nonebot.utils import CacheDict, escape_tag
 from nonebot.exception import (
     NoLogException,
     StopPropagation,
@@ -34,6 +34,7 @@ from nonebot.exception import (
 from nonebot.typing import (
     T_State,
     T_Handler,
+    T_DependencyCache,
     T_RunPreProcessor,
     T_RunPostProcessor,
     T_EventPreProcessor,
@@ -136,7 +137,7 @@ async def _check_matcher(
     event: "Event",
     state: T_State,
     stack: Optional[AsyncExitStack] = None,
-    dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+    dependency_cache: Optional[T_DependencyCache] = None,
 ) -> None:
     if Matcher.expire_time and datetime.now() > Matcher.expire_time:
         try:
@@ -171,7 +172,7 @@ async def _run_matcher(
     event: "Event",
     state: T_State,
     stack: Optional[AsyncExitStack] = None,
-    dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+    dependency_cache: Optional[T_DependencyCache] = None,
 ) -> None:
     logger.info(f"Event will be handled by {Matcher}")
 
@@ -275,7 +276,7 @@ async def handle_event(bot: "Bot", event: "Event") -> None:
         logger.opt(colors=True).success(log_msg)
 
     state: Dict[Any, Any] = {}
-    dependency_cache: CacheDict[T_Handler, Any] = CacheDict()
+    dependency_cache: T_DependencyCache = {}
 
     async with AsyncExitStack() as stack:
         coros = list(
diff --git a/nonebot/params.py b/nonebot/params.py
index 50358736..822fd2a8 100644
--- a/nonebot/params.py
+++ b/nonebot/params.py
@@ -1,12 +1,13 @@
+import asyncio
 import inspect
 from typing import Any, Dict, List, Tuple, Callable, Optional, cast
 from contextlib import AsyncExitStack, contextmanager, asynccontextmanager
 
 from pydantic.fields import Required, Undefined
 
-from nonebot.typing import T_State, T_Handler
 from nonebot.adapters import Bot, Event, Message
 from nonebot.dependencies import Param, Dependent
+from nonebot.typing import T_State, T_Handler, T_DependencyCache
 from nonebot.consts import (
     CMD_KEY,
     PREFIX_KEY,
@@ -19,7 +20,6 @@ from nonebot.consts import (
     REGEX_MATCHED,
 )
 from nonebot.utils import (
-    CacheDict,
     get_name,
     run_sync,
     is_gen_callable,
@@ -49,7 +49,7 @@ class DependsInner:
 def Depends(
     dependency: Optional[T_Handler] = None,
     *,
-    use_cache: bool = False,
+    use_cache: bool = True,
 ) -> Any:
     """
     :说明:
@@ -114,11 +114,11 @@ class DependParam(Param):
     async def _solve(
         self,
         stack: Optional[AsyncExitStack] = None,
-        dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+        dependency_cache: Optional[T_DependencyCache] = None,
         **kwargs: Any,
     ) -> Any:
         use_cache: bool = self.extra["use_cache"]
-        dependency_cache = CacheDict() if dependency_cache is None else dependency_cache
+        dependency_cache = {} if dependency_cache is None else dependency_cache
 
         sub_dependent: Dependent = self.extra["dependent"]
         sub_dependent.call = cast(Callable[..., Any], sub_dependent.call)
@@ -132,26 +132,28 @@ class DependParam(Param):
         )
 
         # run dependency function
-        async with dependency_cache:
-            if use_cache and call in dependency_cache:
-                solved = dependency_cache[call]
-            elif is_gen_callable(call) or is_async_gen_callable(call):
-                assert isinstance(
-                    stack, AsyncExitStack
-                ), "Generator dependency should be called in context"
-                if is_gen_callable(call):
-                    cm = run_sync_ctx_manager(contextmanager(call)(**sub_values))
-                else:
-                    cm = asynccontextmanager(call)(**sub_values)
-                solved = await stack.enter_async_context(cm)
-            elif is_coroutine_callable(call):
-                return await call(**sub_values)
+        task: asyncio.Task[Any]
+        if use_cache and call in dependency_cache:
+            solved = await dependency_cache[call]
+        elif is_gen_callable(call) or is_async_gen_callable(call):
+            assert isinstance(
+                stack, AsyncExitStack
+            ), "Generator dependency should be called in context"
+            if is_gen_callable(call):
+                cm = run_sync_ctx_manager(contextmanager(call)(**sub_values))
             else:
-                return await run_sync(call)(**sub_values)
-
-            # save current dependency to cache
-            if call not in dependency_cache:
-                dependency_cache[call] = solved
+                cm = asynccontextmanager(call)(**sub_values)
+            task = asyncio.create_task(stack.enter_async_context(cm))
+            dependency_cache[call] = task
+            solved = await task
+        elif is_coroutine_callable(call):
+            task = asyncio.create_task(call(**sub_values))
+            dependency_cache[call] = task
+            solved = await task
+        else:
+            task = asyncio.create_task(run_sync(call)(**sub_values))
+            dependency_cache[call] = task
+            solved = await task
 
         return solved
 
@@ -243,7 +245,7 @@ def _command(state=State()) -> Message:
 
 
 def Command() -> Tuple[str, ...]:
-    return Depends(_command)
+    return Depends(_command, use_cache=False)
 
 
 def _raw_command(state=State()) -> Message:
@@ -251,7 +253,7 @@ def _raw_command(state=State()) -> Message:
 
 
 def RawCommand() -> str:
-    return Depends(_raw_command)
+    return Depends(_raw_command, use_cache=False)
 
 
 def _command_arg(state=State()) -> Message:
@@ -259,7 +261,7 @@ def _command_arg(state=State()) -> Message:
 
 
 def CommandArg() -> Message:
-    return Depends(_command_arg)
+    return Depends(_command_arg, use_cache=False)
 
 
 def _shell_command_args(state=State()) -> Any:
@@ -267,7 +269,7 @@ def _shell_command_args(state=State()) -> Any:
 
 
 def ShellCommandArgs():
-    return Depends(_shell_command_args)
+    return Depends(_shell_command_args, use_cache=False)
 
 
 def _shell_command_argv(state=State()) -> List[str]:
@@ -275,7 +277,7 @@ def _shell_command_argv(state=State()) -> List[str]:
 
 
 def ShellCommandArgv() -> Any:
-    return Depends(_shell_command_argv)
+    return Depends(_shell_command_argv, use_cache=False)
 
 
 def _regex_matched(state=State()) -> str:
@@ -283,7 +285,7 @@ def _regex_matched(state=State()) -> str:
 
 
 def RegexMatched() -> str:
-    return Depends(_regex_matched)
+    return Depends(_regex_matched, use_cache=False)
 
 
 def _regex_group(state=State()):
@@ -291,7 +293,7 @@ def _regex_group(state=State()):
 
 
 def RegexGroup() -> Tuple[Any, ...]:
-    return Depends(_regex_group)
+    return Depends(_regex_group, use_cache=False)
 
 
 def _regex_dict(state=State()):
@@ -299,7 +301,7 @@ def _regex_dict(state=State()):
 
 
 def RegexDict() -> Dict[str, Any]:
-    return Depends(_regex_dict)
+    return Depends(_regex_dict, use_cache=False)
 
 
 class MatcherParam(Param):
@@ -320,14 +322,14 @@ def Received(id: str, default: Any = None) -> Any:
     def _received(matcher: "Matcher"):
         return matcher.get_receive(id, default)
 
-    return Depends(_received)
+    return Depends(_received, use_cache=False)
 
 
 def LastReceived(default: Any = None) -> Any:
     def _last_received(matcher: "Matcher") -> Any:
         return matcher.get_receive(None, default)
 
-    return Depends(_last_received)
+    return Depends(_last_received, use_cache=False)
 
 
 class ExceptionParam(Param):
diff --git a/nonebot/permission.py b/nonebot/permission.py
index 9ca25f64..a2ce1778 100644
--- a/nonebot/permission.py
+++ b/nonebot/permission.py
@@ -24,11 +24,10 @@ from typing import (
 )
 
 from nonebot import params
-from nonebot.utils import CacheDict
 from nonebot.adapters import Bot, Event
 from nonebot.dependencies import Dependent
 from nonebot.exception import SkippedException
-from nonebot.typing import T_Handler, T_PermissionChecker
+from nonebot.typing import T_Handler, T_DependencyCache, T_PermissionChecker
 
 
 async def _run_coro_with_catch(coro: Coroutine[Any, Any, Any]):
@@ -93,7 +92,7 @@ class Permission:
         bot: Bot,
         event: Event,
         stack: Optional[AsyncExitStack] = None,
-        dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+        dependency_cache: Optional[T_DependencyCache] = None,
     ) -> bool:
         """
         :说明:
diff --git a/nonebot/rule.py b/nonebot/rule.py
index 627f18c6..48c60963 100644
--- a/nonebot/rule.py
+++ b/nonebot/rule.py
@@ -22,12 +22,11 @@ from typing import Any, Set, List, Tuple, Union, NoReturn, Optional, Sequence
 from pygtrie import CharTrie
 
 from nonebot.log import logger
-from nonebot.utils import CacheDict
 from nonebot import params, get_driver
 from nonebot.dependencies import Dependent
 from nonebot.exception import ParserExit, SkippedException
-from nonebot.typing import T_State, T_Handler, T_RuleChecker
 from nonebot.adapters import Bot, Event, Message, MessageSegment
+from nonebot.typing import T_State, T_Handler, T_RuleChecker, T_DependencyCache
 from nonebot.consts import (
     CMD_KEY,
     PREFIX_KEY,
@@ -105,7 +104,7 @@ class Rule:
         event: Event,
         state: T_State,
         stack: Optional[AsyncExitStack] = None,
-        dependency_cache: Optional[CacheDict[T_Handler, Any]] = None,
+        dependency_cache: Optional[T_DependencyCache] = None,
     ) -> bool:
         """
         :说明:
diff --git a/nonebot/typing.py b/nonebot/typing.py
index bf9d1042..e5a275f8 100644
--- a/nonebot/typing.py
+++ b/nonebot/typing.py
@@ -17,7 +17,7 @@
 .. _typing:
     https://docs.python.org/3/library/typing.html
 """
-
+from asyncio import Task
 from typing import (
     TYPE_CHECKING,
     Any,
@@ -32,7 +32,6 @@ from typing import (
 )
 
 if TYPE_CHECKING:
-    from nonebot.utils import CacheDict
     from nonebot.adapters import Bot, Event
     from nonebot.permission import Permission
 
@@ -250,3 +249,9 @@ T_PermissionUpdater = Callable[..., Union["Permission", Awaitable["Permission"]]
 
   PermissionUpdater 在 Matcher.pause, Matcher.reject 时被运行，用于更新会话对象权限。默认会更新为当前事件的触发对象。
 """
+T_DependencyCache = Dict[Callable[..., Any], Task[Any]]
+"""
+:类型: ``Dict[Callable[..., Any], Task[Any]]``
+:说明:
+  依赖缓存, 用于存储依赖函数的返回值
+"""
diff --git a/nonebot/utils.py b/nonebot/utils.py
index 57756f58..bd4a92a0 100644
--- a/nonebot/utils.py
+++ b/nonebot/utils.py
@@ -135,33 +135,6 @@ def get_name(obj: Any) -> str:
     return obj.__class__.__name__
 
 
-class CacheDict(Dict[K, V], Generic[K, V]):
-    def __init__(self, *args, **kwargs):
-        super(CacheDict, self).__init__(*args, **kwargs)
-        self._lock = asyncio.Lock()
-
-    @property
-    def locked(self):
-        return self._lock.locked()
-
-    def __repr__(self):
-        extra = "locked" if self.locked else "unlocked"
-        return f"<{self.__class__.__name__} [{extra}]>"
-
-    async def __aenter__(self) -> None:
-        await self.acquire()
-        return None
-
-    async def __aexit__(self, exc_type, exc, tb):
-        self.release()
-
-    async def acquire(self):
-        return await self._lock.acquire()
-
-    def release(self):
-        self._lock.release()
-
-
 class DataclassEncoder(json.JSONEncoder):
     """
     :说明:
diff --git a/poetry.lock b/poetry.lock
index bfcc66d2..fcb6dc22 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -543,7 +543,7 @@ pytest-order = "^1.0.0"
 type = "git"
 url = "https://github.com/nonebot/nonebug.git"
 reference = "master"
-resolved_reference = "4584d5a4bc95cd1bafcec08599ab7d72815e268e"
+resolved_reference = "9c4f21373701ac25bc152cbad5f5527edc5e4c19"
 
 [[package]]
 name = "packaging"
diff --git a/tests/.coveragerc b/tests/.coveragerc
index 97998b7f..4bf3ebe2 100644
--- a/tests/.coveragerc
+++ b/tests/.coveragerc
@@ -1,6 +1,8 @@
 [report]
 exclude_lines =
+  def __repr__
   pragma: no cover
   if TYPE_CHECKING:
   @(abc\.)?abstractmethod
   raise NotImplementedError
+  if __name__ == .__main__.:
diff --git a/tests/.isort.cfg b/tests/.isort.cfg
new file mode 100644
index 00000000..68396bdd
--- /dev/null
+++ b/tests/.isort.cfg
@@ -0,0 +1,8 @@
+[settings]
+profile=black
+line_length=80
+length_sort=true
+skip_gitignore=true
+force_sort_within_sections=true
+known_local_folder=plugins
+extra_standard_library=typing_extensions
diff --git a/tests/plugins/depends.py b/tests/plugins/depends.py
index e9690785..51226d20 100644
--- a/tests/plugins/depends.py
+++ b/tests/plugins/depends.py
@@ -2,22 +2,23 @@ from nonebot import on_message
 from nonebot.adapters import Event
 from nonebot.params import Depends
 
-test = on_message()
-test2 = on_message()
+test_depends = on_message()
 
-runned = False
+runned = []
 
 
 def dependency(event: Event):
     # test cache
-    global runned
-    assert not runned
-    runned = True
+    runned.append(event)
     return event
 
 
-@test.handle()
-@test2.handle()
-async def handle(x: Event = Depends(dependency, use_cache=True)):
+@test_depends.handle()
+async def depends(x: Event = Depends(dependency)):
     # test dependency
     return x
+
+
+@test_depends.handle()
+async def depends_cache(y: Event = Depends(dependency, use_cache=True)):
+    return y
diff --git a/tests/pyproject.toml b/tests/pyproject.toml
deleted file mode 100644
index 8f7f477a..00000000
--- a/tests/pyproject.toml
+++ /dev/null
@@ -1,2 +0,0 @@
-[tool.isort]
-known_local_folder = ["plugins"]
diff --git a/tests/test_init.py b/tests/test_init.py
index 8038be9d..ef76676c 100644
--- a/tests/test_init.py
+++ b/tests/test_init.py
@@ -1,6 +1,5 @@
 import os
 import sys
-from re import A
 from typing import TYPE_CHECKING, Set
 
 import pytest
diff --git a/tests/test_param.py b/tests/test_param.py
new file mode 100644
index 00000000..35a67daa
--- /dev/null
+++ b/tests/test_param.py
@@ -0,0 +1,29 @@
+import pytest
+from nonebug import App
+
+from utils import load_plugin, make_fake_event
+
+
+@pytest.mark.asyncio
+async def test_depends(app: App, load_plugin):
+    from nonebot.params import EventParam, DependParam
+
+    from plugins.depends import runned, depends, test_depends
+
+    async with app.test_dependent(
+        depends, allow_types=[EventParam, DependParam]
+    ) as ctx:
+        event = make_fake_event()()
+        ctx.pass_params(event=event)
+        ctx.should_return(event)
+
+    assert len(runned) == 1 and runned[0] == event
+
+    runned.clear()
+
+    async with app.test_matcher(test_depends) as ctx:
+        bot = ctx.create_bot()
+        event_next = make_fake_event()()
+        ctx.receive_event(bot, event_next)
+
+    assert len(runned) == 1 and runned[0] == event_next
diff --git a/tests/utils.py b/tests/utils.py
index 0223b365..2e90ca7e 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -1,10 +1,56 @@
 from pathlib import Path
-from typing import TYPE_CHECKING, Set
+from typing import TYPE_CHECKING, Set, Type, Optional
 
 import pytest
+from pydantic import create_model
 
 if TYPE_CHECKING:
     from nonebot.plugin import Plugin
+    from nonebot.adapters import Event, Message
+
+
+def make_fake_event(
+    _type: str = "message",
+    _name: str = "test",
+    _description: str = "test",
+    _user_id: str = "test",
+    _session_id: str = "test",
+    _message: Optional["Message"] = None,
+    _to_me: bool = True,
+    **fields,
+) -> Type["Event"]:
+    from nonebot.adapters import Event
+
+    _Fake = create_model("_Fake", __base__=Event, **fields)
+
+    class FakeEvent(_Fake):
+        def get_type(self) -> str:
+            return _type
+
+        def get_event_name(self) -> str:
+            return _name
+
+        def get_event_description(self) -> str:
+            return _description
+
+        def get_user_id(self) -> str:
+            return _user_id
+
+        def get_session_id(self) -> str:
+            return _session_id
+
+        def get_message(self) -> "Message":
+            if _message is not None:
+                return _message
+            raise NotImplementedError
+
+        def is_tome(self) -> bool:
+            return _to_me
+
+        class Config:
+            extra = "forbid"
+
+    return FakeEvent
 
 
 @pytest.fixture