diff --git a/app/api/endpoints/plugin.py b/app/api/endpoints/plugin.py
index f280d413..3d83a4ed 100644
--- a/app/api/endpoints/plugin.py
+++ b/app/api/endpoints/plugin.py
@@ -1,14 +1,14 @@
-from typing import Any, List, Annotated, Optional
+from typing import Annotated, Any, List, Optional
 
 from fastapi import APIRouter, Depends, Header
 
 from app import schemas
-from app.factory import app
 from app.core.config import settings
 from app.core.plugin import PluginManager
-from app.core.security import verify_token, verify_apikey
+from app.core.security import verify_apikey, verify_token
 from app.db.systemconfig_oper import SystemConfigOper
 from app.db.user_oper import get_current_active_superuser
+from app.factory import app
 from app.helper.plugin import PluginHelper
 from app.log import logger
 from app.scheduler import Scheduler
diff --git a/app/core/plugin.py b/app/core/plugin.py
index 271be6ae..ef426dec 100644
--- a/app/core/plugin.py
+++ b/app/core/plugin.py
@@ -3,9 +3,11 @@ import concurrent.futures
 import importlib.util
 import inspect
 import os
+import time
 import traceback
+from concurrent.futures import ThreadPoolExecutor, as_completed
 from pathlib import Path
-from typing import Any, Callable, Dict, List, Optional, Tuple, Union, Type
+from typing import Any, Callable, Dict, List, Optional, Tuple, Type, Union
 
 from watchdog.events import FileSystemEventHandler
 from watchdog.observers import Observer
@@ -19,7 +21,7 @@ from app.helper.module import ModuleHelper
 from app.helper.plugin import PluginHelper
 from app.helper.sites import SitesHelper
 from app.log import logger
-from app.schemas.types import SystemConfigKey, EventType
+from app.schemas.types import EventType, SystemConfigKey
 from app.utils.crypto import RSAUtils
 from app.utils.limit import rate_limit_window
 from app.utils.object import ObjectUtils
@@ -271,34 +273,62 @@ class PluginManager(metaclass=Singleton):
         # 广播事件
         eventmanager.send_event(EventType.PluginReload, data={"plugin_id": plugin_id})
 
-    def sync(self):
+    def sync(self) -> List[str]:
         """
         安装本地不存在的在线插件
         """
+        def install_plugin(plugin):
+            start_time = time.time()
+            state, msg = self.pluginhelper.install(pid=plugin.id, repo_url=plugin.repo_url)
+            elapsed_time = time.time() - start_time
+            if state:
+                logger.info(
+                    f"插件 {plugin.plugin_name} 安装成功，版本：{plugin.plugin_version}，耗时：{elapsed_time:.2f} 秒")
+                sync_plugins.append(plugin.id)
+            else:
+                logger.error(
+                    f"插件 {plugin.plugin_name} v{plugin.plugin_version} 安装失败：{msg}，耗时：{elapsed_time:.2f} 秒")
+                failed_plugins.append(plugin.id)
+
         if SystemUtils.is_frozen():
-            return
-        logger.info("开始安装第三方插件...")
-        # 已安装插件
+            return []
+
+        # 获取已安装插件列表
         install_plugins = self.systemconfig.get(SystemConfigKey.UserInstalledPlugins) or []
-        # 在线插件
+        # 获取在线插件列表
         online_plugins = self.get_online_plugins()
-        if not online_plugins:
-            logger.error("未获取到第三方插件")
-            return
-        # 支持更新的插件自动更新
-        for plugin in online_plugins:
-            # 只处理已安装的插件
-            if plugin.id in install_plugins and not self.is_plugin_exists(plugin.id):
-                # 下载安装
-                state, msg = self.pluginhelper.install(pid=plugin.id,
-                                                       repo_url=plugin.repo_url)
-                # 安装失败
-                if not state:
-                    logger.error(
-                        f"插件 {plugin.plugin_name} v{plugin.plugin_version} 安装失败：{msg}")
-                    continue
-                logger.info(f"插件 {plugin.plugin_name} 安装成功，版本：{plugin.plugin_version}")
-        logger.info("第三方插件安装完成")
+        # 确定需要安装的插件
+        plugins_to_install = [
+            plugin for plugin in online_plugins
+            if plugin.id in install_plugins and not self.is_plugin_exists(plugin.id)
+        ]
+
+        if not plugins_to_install:
+            return []
+        logger.info("开始安装第三方插件...")
+        sync_plugins = []
+        failed_plugins = []
+
+        # 使用 ThreadPoolExecutor 进行并发安装
+        total_start_time = time.time()
+        with ThreadPoolExecutor(max_workers=5) as executor:
+            futures = {
+                executor.submit(install_plugin, plugin): plugin
+                for plugin in plugins_to_install
+            }
+            for future in as_completed(futures):
+                plugin = futures[future]
+                try:
+                    future.result()
+                except Exception as exc:
+                    logger.error(f"插件 {plugin.plugin_name} 安装过程中出现异常: {exc}")
+
+        total_elapsed_time = time.time() - total_start_time
+        logger.info(
+            f"第三方插件安装完成，成功：{len(sync_plugins)} 个，"
+            f"失败：{len(failed_plugins)} 个，总耗时：{total_elapsed_time:.2f} 秒"
+        )
+        return sync_plugins
 
     def get_plugin_config(self, pid: str) -> dict:
         """
diff --git a/app/scheduler.py b/app/scheduler.py
index 4f151f60..ae4c42df 100644
--- a/app/scheduler.py
+++ b/app/scheduler.py
@@ -359,9 +359,7 @@ class Scheduler(metaclass=Singleton):
             }
         )
 
-        # 注册插件公共服务
-        for pid in PluginManager().get_running_plugin_ids():
-            self.update_plugin_job(pid)
+        self.init_plugin_jobs()
 
         # 打印服务
         logger.debug(self._scheduler.print_jobs())
@@ -410,6 +408,13 @@ class Scheduler(metaclass=Singleton):
             except KeyError:
                 pass
 
+    def init_plugin_jobs(self):
+        """
+        注册插件公共服务
+        """
+        for pid in PluginManager().get_running_plugin_ids():
+            self.update_plugin_job(pid)
+
     def update_plugin_job(self, pid: str):
         """
         更新插件定时服务
diff --git a/app/startup/lifecycle.py b/app/startup/lifecycle.py
index 7bb0e7d3..71e0011c 100644
--- a/app/startup/lifecycle.py
+++ b/app/startup/lifecycle.py
@@ -1,9 +1,11 @@
+import asyncio
 from contextlib import asynccontextmanager
 
 from fastapi import FastAPI
 
-from app.startup.module_initializer import start_modules, shutdown_modules
-from app.startup.routers import init_routers
+from app.startup.modules_initializer import shutdown_modules, start_modules
+from app.startup.plugins_initializer import init_plugins_async
+from app.startup.routers_initializer import init_routers
 
 
 @asynccontextmanager
@@ -14,6 +16,16 @@ async def lifespan(app: FastAPI):
     print("Starting up...")
     start_modules(app)
     init_routers(app)
-    yield
-    print("Shutting down...")
-    shutdown_modules(app)
+    plugin_init_task = asyncio.create_task(init_plugins_async())
+    try:
+        yield
+    finally:
+        print("Shutting down...")
+        try:
+            plugin_init_task.cancel()
+            await plugin_init_task
+        except asyncio.CancelledError:
+            print("Plugin installation task cancelled.")
+        except Exception as e:
+            print(f"Error during plugin installation shutdown: {e}")
+        shutdown_modules(app)
diff --git a/app/startup/module_initializer.py b/app/startup/modules_initializer.py
similarity index 98%
rename from app/startup/module_initializer.py
rename to app/startup/modules_initializer.py
index 1bd86a89..1e06892f 100644
--- a/app/startup/module_initializer.py
+++ b/app/startup/modules_initializer.py
@@ -147,8 +147,6 @@ def start_modules(_: FastAPI):
     ModuleManager()
     # 启动事件消费
     EventManager().start()
-    # 安装在线插件
-    PluginManager().sync()
     # 加载插件
     PluginManager().start()
     # 启动监控任务
diff --git a/app/startup/plugins_initializer.py b/app/startup/plugins_initializer.py
new file mode 100644
index 00000000..c359d324
--- /dev/null
+++ b/app/startup/plugins_initializer.py
@@ -0,0 +1,37 @@
+import asyncio
+
+from app.core.plugin import PluginManager
+from app.log import logger
+from app.scheduler import Scheduler
+
+
+async def init_plugins_async():
+    """
+    初始化安装插件，并动态注册后台任务及API
+    """
+    try:
+        loop = asyncio.get_event_loop()
+        plugin_manager = PluginManager()
+        scheduler = Scheduler()
+        sync_plugins = await loop.run_in_executor(None, plugin_manager.sync)
+        if not sync_plugins:
+            return
+        # 为避免初始化插件异常，这里所有插件都进行初始化
+        logger.info(f"已同步安装 {len(sync_plugins)} 个在线插件，正在初始化所有插件")
+        # 安装完成后重新初始化插件
+        plugin_manager.init_config()
+        # 插件启动后注册后台任务
+        scheduler.init_plugin_jobs()
+        # 插件启动后注册插件API
+        register_plugin_api()
+        logger.info("所有插件初始化完成")
+    except Exception as e:
+        logger.error(f"插件初始化过程中出现异常: {e}")
+
+
+def register_plugin_api():
+    """
+    插件启动后注册插件API
+    """
+    from app.api.endpoints import plugin
+    plugin.register_plugin_api()
diff --git a/app/startup/routers.py b/app/startup/routers_initializer.py
similarity index 100%
rename from app/startup/routers.py
rename to app/startup/routers_initializer.py