diff --git a/astrbot/core/__init__.py b/astrbot/core/__init__.py
index 51690ede27..d54eca5e47 100644
--- a/astrbot/core/__init__.py
+++ b/astrbot/core/__init__.py
@@ -1,4 +1,5 @@
 import os
+from typing import TYPE_CHECKING
 
 from astrbot.core.config import AstrBotConfig
 from astrbot.core.config.default import DB_PATH
@@ -25,23 +26,89 @@
 from .log import LogBroker, LogManager  # noqa
 from .utils.astrbot_path import get_astrbot_data_path
 
-# 初始化数据存储文件夹
-os.makedirs(get_astrbot_data_path(), exist_ok=True)
-
 DEMO_MODE = os.getenv("DEMO_MODE", "False").strip().lower() in ("true", "1", "t")
 
-astrbot_config = AstrBotConfig()
-t2i_base_url = astrbot_config.get("t2i_endpoint", "https://t2i.soulter.top/text2img")
-html_renderer = HtmlRenderer(t2i_base_url)
-logger = LogManager.GetLogger(log_name="astrbot")
-LogManager.configure_logger(logger, astrbot_config)
-LogManager.configure_trace_logger(astrbot_config)
-db_helper = SQLiteDatabase(DB_PATH)
-# 简单的偏好设置存储, 这里后续应该存储到数据库中, 一些部分可以存储到配置中
-sp = SharedPreferences(db_helper=db_helper)
-# 文件令牌服务
-file_token_service = FileTokenService()
-pip_installer = PipInstaller(
-    astrbot_config.get("pip_install_arg", ""),
-    astrbot_config.get("pypi_index_url", None),
-)
+_initialized = False
+
+if TYPE_CHECKING:
+    import logging
+
+    astrbot_config: AstrBotConfig
+    t2i_base_url: str
+    html_renderer: HtmlRenderer
+    logger: logging.Logger
+    db_helper: SQLiteDatabase
+    sp: SharedPreferences
+    file_token_service: FileTokenService
+    pip_installer: PipInstaller
+
+# PEP 562 module-level __getattr__ and __dir__ for lazy loading of global instances
+_lazy_attrs = {
+    "astrbot_config",
+    "t2i_base_url",
+    "html_renderer",
+    "logger",
+    "db_helper",
+    "sp",
+    "file_token_service",
+    "pip_installer",
+}
+
+
+def _bootstrap():
+    """
+    internal initialization function, triggered only on first access to global instances.
+    Do not call this function directly from outside.
+    """
+    global _initialized
+
+    if _initialized:
+        return
+
+    global \
+        astrbot_config, \
+        t2i_base_url, \
+        html_renderer, \
+        logger, \
+        db_helper, \
+        sp, \
+        file_token_service, \
+        pip_installer
+
+    # 初始化数据存储文件夹
+    os.makedirs(get_astrbot_data_path(), exist_ok=True)
+
+    astrbot_config = AstrBotConfig()
+    t2i_base_url = astrbot_config.get(
+        "t2i_endpoint", "https://t2i.soulter.top/text2img"
+    )
+    html_renderer = HtmlRenderer(t2i_base_url)
+    logger = LogManager.GetLogger(log_name="astrbot")
+    LogManager.configure_logger(logger, astrbot_config)
+    LogManager.configure_trace_logger(astrbot_config)
+    db_helper = SQLiteDatabase(DB_PATH)
+    # 简单的偏好设置存储, 这里后续应该存储到数据库中, 一些部分可以存储到配置中
+    sp = SharedPreferences(db_helper=db_helper)
+    # 文件令牌服务
+    file_token_service = FileTokenService()
+    pip_installer = PipInstaller(
+        astrbot_config.get("pip_install_arg", ""),
+        astrbot_config.get("pypi_index_url", None),
+    )
+
+    _initialized = True
+
+
+def __getattr__(name: str):
+    """lazy load global instances on first access"""
+    if name in _lazy_attrs:
+        _bootstrap()
+        return globals()[name]
+    raise AttributeError(f"module 'astrbot.core' has no attribute {name!r}")
+
+
+def __dir__():
+    """make sure dir() and IDE completion can discover lazy-loaded attributes"""
+    # auto-collect all public symbols in the module __dict__ that do not start with an underscore
+    public_api = {k for k in globals() if not k.startswith("_")}
+    return sorted(public_api | _lazy_attrs)