diff --git a/backend/app/task/celery.py b/backend/app/task/celery.py
index 24076a118..e86e29912 100644
--- a/backend/app/task/celery.py
+++ b/backend/app/task/celery.py
@@ -15,7 +15,7 @@ def find_task_packages():
     packages = []
     for root, dirs, files in os.walk(os.path.join(BASE_PATH, 'app', 'task', 'tasks')):
         if 'tasks.py' in files:
-            package = root.replace(str(BASE_PATH) + os.path.sep, '').replace(os.path.sep, '.')
+            package = root.replace(str(BASE_PATH.parent) + os.path.sep, '').replace(os.path.sep, '.')
             packages.append(package)
     return packages
 
@@ -45,8 +45,8 @@ def init_celery() -> celery.Celery:
         result_extended=True,
         # result_expires=0,  # 任务结果自动清理，0 或 None 表示不清理
         beat_schedule=LOCAL_BEAT_SCHEDULE,
-        beat_scheduler='app.task.utils.schedulers:DatabaseScheduler',
-        task_cls='app.task.tasks.base:TaskBase',
+        beat_scheduler='backend.app.task.utils.schedulers:DatabaseScheduler',
+        task_cls='backend.app.task.tasks.base:TaskBase',
         task_track_started=True,
         enable_utc=False,
         timezone=settings.DATETIME_TIMEZONE,
diff --git a/backend/celery-start.sh b/backend/celery-start.sh
index 9524e1d73..965c2f4bc 100644
--- a/backend/celery-start.sh
+++ b/backend/celery-start.sh
@@ -1,10 +1,10 @@
 #!/usr/bin/env bash
 
 # work && beat
-celery -A app.task.celery worker -l info -P gevent -c 100 &
+celery -A backend.app.task.celery worker -l info -P gevent -c 100 &
 
 # beat
-celery -A app.task.celery beat -l info &
+celery -A backend.app.task.celery beat -l info &
 
 # flower
-celery -A app.task.celery flower --port=8555 --basic-auth=admin:123456
+celery -A backend.app.task.celery flower --port=8555 --basic-auth=admin:123456
diff --git a/backend/cli.py b/backend/cli.py
index a7c759cbe..3baa9ca40 100644
--- a/backend/cli.py
+++ b/backend/cli.py
@@ -1,9 +1,10 @@
 #!/usr/bin/env python3
 # -*- coding: utf-8 -*-
 import asyncio
+import subprocess
 
 from dataclasses import dataclass
-from typing import Annotated
+from typing import Annotated, Literal
 
 import cappa
 import granian
@@ -49,6 +50,34 @@ def run(host: str, port: int, reload: bool, workers: int | None) -> None:
     ).serve()
 
 
+def run_celery_worker(log_level: Literal['info', 'debug']) -> None:
+    try:
+        subprocess.run(['celery', '-A', 'backend.app.task.celery', 'worker', '-l', f'{log_level}', '-P', 'gevent'])
+    except KeyboardInterrupt:
+        pass
+
+
+def run_celery_beat(log_level: Literal['info', 'debug']) -> None:
+    try:
+        subprocess.run(['celery', '-A', 'backend.app.task.celery', 'beat', '-l', f'{log_level}'])
+    except KeyboardInterrupt:
+        pass
+
+
+def run_celery_flower(port: int, basic_auth: str) -> None:
+    try:
+        subprocess.run([
+            'celery',
+            '-A',
+            'backend.app.task.celery',
+            'flower',
+            f'--port={port}',
+            f'--basic-auth={basic_auth}',
+        ])
+    except KeyboardInterrupt:
+        pass
+
+
 async def install_plugin(
     path: str, repo_url: str, no_sql: bool, db_type: DataBaseType, pk_type: PrimaryKeyType
 ) -> None:
@@ -89,7 +118,7 @@ async def execute_sql_scripts(sql_scripts: str) -> None:
     console.print(Text('SQL 脚本已执行完成', style='bold green'))
 
 
-@cappa.command(help='运行服务')
+@cappa.command(help='运行 API 服务')
 @dataclass
 class Run:
     host: Annotated[
@@ -118,6 +147,49 @@ def __call__(self):
         run(host=self.host, port=self.port, reload=self.no_reload, workers=self.workers)
 
 
+@cappa.command(help='从当前主机启动 Celery worker 服务')
+@dataclass
+class Worker:
+    log_level: Annotated[
+        Literal['info', 'debug'],
+        cappa.Arg(long=True, short='-l', default='info', help='日志输出级别'),
+    ]
+
+    def __call__(self):
+        run_celery_worker(log_level=self.log_level)
+
+
+@cappa.command(help='从当前主机启动 Celery beat 服务')
+@dataclass
+class Beat:
+    log_level: Annotated[
+        Literal['info', 'debug'],
+        cappa.Arg(long=True, short='-l', default='info', help='日志输出级别'),
+    ]
+
+    def __call__(self):
+        run_celery_beat(log_level=self.log_level)
+
+
+@cappa.command(help='从当前主机启动 Celery flower 服务')
+@dataclass
+class Flower:
+    port: Annotated[int, cappa.Arg(long=True, default=8555, help='提供服务的主机端口号')]
+    basic_auth: Annotated[str, cappa.Arg(long=True, default='admin:123456', help='页面登录的用户名和密码')]
+
+    def __call__(self):
+        run_celery_flower(port=self.port, basic_auth=self.basic_auth)
+
+
+@cappa.command(help='运行 Celery 服务')
+@dataclass
+class Celery:
+    subcmd: cappa.Subcommands[Worker | Beat | Flower | None] = None
+
+    def __call__(self):
+        console.print('\n更多信息，尝试 "[cyan]--help[/]"')
+
+
 @cappa.command(help='新增插件')
 @dataclass
 class Add:
@@ -151,13 +223,13 @@ async def __call__(self):
 class FbaCli:
     version: Annotated[
         bool,
-        cappa.Arg(short='-V', long=True, default=False, help='打印当前版本号'),
+        cappa.Arg(short='-V', long=True, default=False, show_default=False, help='打印当前版本号'),
     ]
     sql: Annotated[
         str,
-        cappa.Arg(long=True, default='', help='在事务中执行 SQL 脚本'),
+        cappa.Arg(value_name='PATH', long=True, default='', show_default=False, help='在事务中执行 SQL 脚本'),
     ]
-    subcmd: cappa.Subcommands[Run | Add | None] = None
+    subcmd: cappa.Subcommands[Run | Celery | Add | None] = None
 
     async def __call__(self):
         if self.version: