diff --git a/nonebot/__init__.py b/nonebot/__init__.py
index f5578073..db18d177 100644
--- a/nonebot/__init__.py
+++ b/nonebot/__init__.py
@@ -109,8 +109,8 @@ def get_bots() -> Dict[str, Bot]:
     return driver.bots
 
 
-from nonebot.log import logger
 from nonebot.config import Env, Config
+from nonebot.log import logger, default_filter
 from nonebot.adapters.cqhttp import Bot as CQBot
 
 try:
@@ -147,11 +147,13 @@ def init(*, _env_file: Optional[str] = None, **kwargs):
     """
     global _driver
     env = Env()
-    logger.debug(f"Current Env: {env.environment}")
+    logger.opt(
+        colors=True).debug(f"Current <y><b>Env: {env.environment}</b></y>")
     config = Config(**kwargs, _env_file=_env_file or f".env.{env.environment}")
 
-    logger.setLevel(logging.DEBUG if config.debug else logging.INFO)
-    logger.debug(f"Loaded config: {config.dict()}")
+    default_filter.level = "DEBUG" if config.debug else "INFO"
+    logger.opt(
+        colors=True).debug(f"Loaded <y><b>Config</b></y>: {config.dict()}")
 
     DriverClass: Type[Driver] = getattr(importlib.import_module(config.driver),
                                         "Driver")
@@ -196,4 +198,4 @@ def run(host: Optional[str] = None,
     get_driver().run(host, port, *args, **kwargs)
 
 
-from nonebot.plugin import load_plugins, get_loaded_plugins
+from nonebot.plugin import load_plugin, load_plugins, get_loaded_plugins
diff --git a/nonebot/drivers/__init__.py b/nonebot/drivers/__init__.py
index 2a76f7cd..af8587d1 100644
--- a/nonebot/drivers/__init__.py
+++ b/nonebot/drivers/__init__.py
@@ -20,7 +20,8 @@ class BaseDriver(abc.ABC):
     @classmethod
     def register_adapter(cls, name: str, adapter: Type[Bot]):
         cls._adapters[name] = adapter
-        logger.debug(f'Succeeded to load adapter "{name}"')
+        logger.opt(
+            colors=True).debug(f'Succeeded to load adapter "<y>{name}</y>"')
 
     @property
     @abc.abstractmethod
diff --git a/nonebot/drivers/fastapi.py b/nonebot/drivers/fastapi.py
index 7dcb0527..3292f5df 100644
--- a/nonebot/drivers/fastapi.py
+++ b/nonebot/drivers/fastapi.py
@@ -84,17 +84,18 @@ class Driver(BaseDriver):
         LOGGING_CONFIG = {
             "version": 1,
             "disable_existing_loggers": False,
-            "formatters": {
-                "default": {
-                    "()": "logging.Formatter",
-                    "fmt": "[%(asctime)s %(name)s] %(levelname)s: %(message)s",
-                },
-            },
+            # "formatters": {
+            #     "default": {
+            #         "()": "logging.Formatter",
+            #         "fmt": "[%(asctime)s %(name)s] %(levelname)s: %(message)s",
+            #     },
+            # },
             "handlers": {
                 "default": {
-                    "formatter": "default",
-                    "class": "logging.StreamHandler",
-                    "stream": "ext://sys.stdout",
+                    "class": "nonebot.log.LoguruHandler",
+                    # "formatter": "default",
+                    # "class": "logging.StreamHandler",
+                    # "stream": "ext://sys.stdout",
                 },
             },
             "loggers": {
diff --git a/nonebot/log.py b/nonebot/log.py
index 8218ca57..3881dbf4 100644
--- a/nonebot/log.py
+++ b/nonebot/log.py
@@ -13,7 +13,7 @@ NoneBot 使用 `loguru`_ 来记录日志信息。
 """
 
 import sys
-# import logging
+import logging
 
 from loguru import logger as logger_
 
@@ -35,10 +35,6 @@ logger = logger_
 .. code-block:: python
 
     from nonebot.log import logger
-
-    # 也可以这样
-    import logging
-    logger = logging.getLogger("nonebot")
 """
 
 # default_handler = logging.StreamHandler(sys.stdout)
@@ -46,8 +42,45 @@ logger = logger_
 #     logging.Formatter("[%(asctime)s %(name)s] %(levelname)s: %(message)s"))
 # logger.addHandler(default_handler)
 
+
+class Filter:
+
+    def __init__(self) -> None:
+        self.level = "DEBUG"
+
+    def __call__(self, record):
+        record["name"] = record["name"].split(".")[0]
+        levelno = logger.level(self.level).no
+        return record["level"].no >= levelno
+
+
+class LoguruHandler(logging.Handler):
+
+    def emit(self, record):
+        try:
+            level = logger.level(record.levelname).name
+        except ValueError:
+            level = record.levelno
+
+        frame, depth = logging.currentframe(), 2
+        while frame.f_code.co_filename == logging.__file__:
+            frame = frame.f_back
+            depth += 1
+
+        logger.opt(depth=depth,
+                   exception=record.exc_info).log(level, record.getMessage())
+
+
 logger.remove()
-default_format = ("<lvl>{level: <8}</lvl>|"
-                  "<green>{time:MM-DD HH:mm:ss}</green>|"
-                  "<lvl>{message}</lvl>")
-logger.add(sys.stdout, colorize=True, format=default_format)
+default_filter = Filter()
+default_format = (
+    "<g>{time:MM-DD HH:mm:ss}</g>|"
+    "<lvl>{level: ^8}</lvl>|"
+    "<c><u>{name}</u></c>| "
+    # "<c>{function}:{line}</c>| "
+    "{message}")
+logger.add(sys.stdout,
+           colorize=True,
+           diagnose=False,
+           filter=default_filter,
+           format=default_format)
diff --git a/nonebot/plugin.py b/nonebot/plugin.py
index 0ea04046..51e38b11 100644
--- a/nonebot/plugin.py
+++ b/nonebot/plugin.py
@@ -170,11 +170,11 @@ def load_plugin(module_path: str) -> Optional[Plugin]:
         module = importlib.import_module(module_path)
         plugin = Plugin(module_path, module, _tmp_matchers.copy())
         plugins[module_path] = plugin
-        logger.info(f"Succeeded to import \"{module_path}\"")
+        logger.opt(colors=True).info(f'Succeeded to import "{module_path}"')
         return plugin
     except Exception as e:
-        logger.error(f"Failed to import \"{module_path}\", error: {e}")
-        logger.exception(e)
+        logger.opt(colors=True, exception=e).error(
+            f'<r><bg #f8bbd0>Failed to import "{module_path}"</bg #f8bbd0></r>')
         return None
 
 
@@ -196,10 +196,10 @@ def load_plugins(*plugin_dir: str) -> Set[Plugin]:
             plugin = Plugin(name, module, _tmp_matchers.copy())
             plugins[name] = plugin
             loaded_plugins.add(plugin)
-            logger.info(f"Succeeded to import \"{name}\"")
+            logger.opt(colors=True).info(f'Succeeded to import "<y>{name}</y>"')
         except Exception as e:
-            logger.error(f"Failed to import \"{name}\", error: {e}")
-            logger.exception(e)
+            logger.opt(colors=True, exception=e).error(
+                f'<r><bg #f8bbd0>Failed to import "{name}"</bg #f8bbd0></r>')
     return loaded_plugins