refactor: extract helper method to reduce code duplication

Co-authored-by: Soulter <37870767+Soulter@users.noreply.github.com>

ASYNC_TASK_new.md

@@ -1,18 +0,0 @@
-我需要让 Agent 能够在未来提醒自己去做某些事情，这样 Agent 能够主动地去完成一些任务，而不是等用户主动来下达命令。
-
-你需要实现一个 CronJob 系统，允许 Agent 创建未来任务，并且在未来的某个时间点自动触发这些任务的执行.
-
-CronJob 系统分为 BasicCronJob 和 ActiveAgentCronJob 两种类型。前者只是简单的提供一个定时任务功能（给插件用），而后者则允许 Agent 主动地去完成一些任务。BasicCronJob 不必多说，就是定时执行某个函数。对于 ActiveAgentCronJob，Agent 应该可以主动管理（比如通过Tool来管理）这些 CronJobs，当添加的时候，Agent 可以给 CronJob 捎一段文字，以说明未来的自己需要做什么事情。比如说，Agent 在听到用户 “每天早上都给我整理一份今日早报” 之后，应该可以创建 Cron Job，并且自己写脚本来完成这个任务，并且注册 cron job。Agent 给未来的自己捎去的信息应该只是呈现为一段文字，这样可以保持设计简约。当触发后， CronJobManager 会调用 MainAgent 的一轮循环，MainAgent 通过上下文知道这是一个定时任务触发的循环，从而执行相应的操作。
-
-此外，我还有一个需求，后台长任务。需要给当前的 FunctionTool 类增加一个属性，is_background_task: bool = False，插件可以通过这个属性来声明这是一个异步任务。这是为了解决一些 Tool 需要长时间运行的问题，比如 Deep Search tool 需要长时间搜索网页内容、Sub Agent 需要长时间运行来完成一个复杂任务。
-
-基于上面的讨论，我觉得，应该：
-
-1. 需要给当前的 FunctionTool 类增加一个属性is_background_task: bool = False，tool runner 在执行这个 tool 的时候，如果发现是后台任务，就不等待结果返回，而是直接返回一个任务 ID （已经创建成功提示）的结果，tool runner 在后台继续执行这个任务。当任务完成之后，任务的结果回传给 MainAgent（其实就是再执行一次 main agent loop，但是上下文应该是最新的），并且 MainAgent 此时应该有 send_message_to_user 的工具，通过这个工具可以选择是否主动通知用户任务完成的结果。
-2. 增加一个 CronJobManager 类，负责管理所有的定时任务。Agent 可以通过调用这个类的方法来创建、删除、修改定时任务。通过 cron expression 来定义触发条件。
-3. CronJobManager 除了管理普通的定时任务（比如插件可能有一些自己的定时任务），还有一种特殊的任务类型，就是上面提到的主动型 Agent 任务。用户提需求，MainAgent 选择性地调用 CronJobManager 的方法来创建这些任务，并且在任务触发时，CronJobManager 的回调就是执行 MainAgent 的一轮循环（需要加 send_message_to_user tool），MainAgent 通过上下文知道这是一个定时任务触发的循环，从而执行相应的操作。
-4. WebUI 需要增加 Cron Job 管理界面，用户可以在界面上查看、创建、修改、删除定时任务。对于主动型 Agent 任务，用户可以看到任务的描述、触发条件等信息。
-5. 除此之外，现在的代码中已经有了 subagent 的管理。WebUI 可以创建 SubAgent，但是还没写完。除了结合上面我说的之外，你还需要将 SubAgent 与 Persona 结合起来——因为 Persona 是一个包含了 tool、skills、name、description 的完整体，所以 SubAgent 应该直接继承 Persona 的定义，而不是单独定义 SubAgent。SubAgent 本质上就是一个有特定角色和能力的 Persona！多么美妙的设计啊！
-6. 为了实现大一统，is_background_task = True 的时候，后台任务也挂到 CronJobManager 上去管理，只不过这个是立即触发的任务，不需要等到未来某个时间点才触发罢了。
-
-我希望设计尽可能简单，但是强大。

README.md

@@ -34,7 +34,7 @@
 <a href="https://github.com/AstrBotDevs/AstrBot/issues">问题提交</a>
 </div>
 
-AstrBot 是一个开源的一站式 Agent 聊天机器人平台，可接入主流即时通讯软件，为个人、开发者和团队打造可靠、可扩展的对话式智能基础设施。无论是个人 AI 伙伴、智能客服、自动化助手，还是企业知识库，AstrBot 都能在你的即时通讯软件平台的工作流中快速构建生产可用的 AI 应用。
+AstrBot 是一个开源的一站式 Agentic 个人和群聊助手，可在 QQ、Telegram、企业微信、飞书、钉钉、Slack、等数十款主流即时通讯软件上部署，此外还内置类似 OpenWebUI 的轻量化 ChatUI，为个人、开发者和团队打造可靠、可扩展的对话式智能基础设施。无论是个人 AI 伙伴、智能客服、自动化助手，还是企业知识库，AstrBot 都能在你的即时通讯软件平台的工作流中快速构建 AI 应用。
 
 ![521771166-00782c4c-4437-4d97-aabc-605e3738da5c (1)](https://github.com/user-attachments/assets/61e7b505-f7db-41aa-a75f-4ef8f079b8ba)
 
@@ -50,6 +50,23 @@ AstrBot 是一个开源的一站式 Agent 聊天机器人平台，可接入主
 7. 🌈 Web ChatUI 支持，ChatUI 内置代理沙盒、网页搜索等。
 8. 🌐 国际化（i18n）支持。
 
+<br>
+
+<table align="center">
+  <tr align="center">
+    <th>💙 角色扮演 & 情感陪伴</th>
+    <th>✨ 主动式 Agent</th>
+    <th>🚀 通用 Agentic 能力</th>
+    <th>🧩 900+ 社区插件</th>
+  </tr>
+  <tr>
+    <td align="center"><p align="center"><img width="984" height="1746" alt="99b587c5d35eea09d84f33e6cf6cfd4f" src="https://github.com/user-attachments/assets/89196061-3290-458d-b51f-afa178049f84" /></p></td>
+    <td align="center"><p align="center"><img width="976" height="1612" alt="c449acd838c41d0915cc08a3824025b1" src="https://github.com/user-attachments/assets/f75368b4-e022-41dc-a9e0-131c3e73e32e" /></p></td>
+    <td align="center"><p align="center"><img width="974" height="1732" alt="image" src="https://github.com/user-attachments/assets/e22a3968-87d7-4708-a7cd-e7f198c7c32e" /></p></td>
+    <td align="center"><p align="center"><img width="976" height="1734" alt="image" src="https://github.com/user-attachments/assets/0952b395-6b4a-432a-8a50-c294b7f89750" /></p></td>
+  </tr>
+</table>
+
 ## 快速开始
 
 #### Docker 部署(推荐 🥳)
@@ -247,8 +264,9 @@ pre-commit install
 
 <div align="center">
 
+_陪伴与能力从来不应该是对立面。我们希望创造的是一个既能理解情绪、给予陪伴，也能可靠完成工作的机器人。_
+
 _私は、高性能ですから!_
 
 <img src="https://files.astrbot.app/watashiwa-koseino-desukara.gif" width="100"/>
-</div
 

astrbot/builtin_stars/astrbot/main.py

@@ -77,7 +77,6 @@ class Main(star.Star):
 
                     yield event.request_llm(
                         prompt=prompt,
-                        func_tool_manager=self.context.get_llm_tool_manager(),
                         session_id=event.session_id,
                         conversation=conv,
                     )

astrbot/builtin_stars/session_controller/main.py

@@ -49,7 +49,7 @@ class Main(Star):
                     if p_settings.get("empty_mention_waiting_need_reply", True):
                         try:
                             # 尝试使用 LLM 生成更生动的回复
-                            func_tools_mgr = self.context.get_llm_tool_manager()
+                            # func_tools_mgr = self.context.get_llm_tool_manager()
 
                             # 获取用户当前的对话信息
                             curr_cid = await self.context.conversation_manager.get_curr_conversation_id(
@@ -76,7 +76,6 @@ class Main(Star):
                                     "你友好地询问用户想要聊些什么或者需要什么帮助，回复要符合人设，不要太过机械化。"
                                     "请注意，你仅需要输出要回复用户的内容，不要输出其他任何东西"
                                 ),
-                                func_tool_manager=func_tools_mgr,
                                 session_id=curr_cid,
                                 contexts=[],
                                 system_prompt="",

astrbot/builtin_stars/web_searcher/main.py

@@ -49,6 +49,24 @@ class Main(star.Star):
         self.sogo_search = Sogo()
         self.baidu_initialized = False
 
+        # Deactivate built-in web search tools if web_search is disabled
+        # This allows MCP to provide custom web_search tools
+        websearch_enable = (provider_settings or {}).get("web_search", False)
+        if not websearch_enable:
+            self._set_tools_active(False)
+
+    def _set_tools_active(self, active: bool) -> None:
+        """Set the active status of all built-in web search tools.
+
+        Args:
+            active: True to activate tools, False to deactivate them
+        """
+        func_tool_mgr = self.context.get_llm_tool_manager()
+        for tool_name in self.TOOLS:
+            tool = func_tool_mgr.get_func(tool_name)
+            if tool:
+                tool.active = active
+
     async def _tidy_text(self, text: str) -> str:
         """清理文本，去除空格、换行符等"""
         return text.strip().replace("\n", " ").replace("\r", " ").replace("  ", " ")
@@ -394,6 +412,10 @@ class Main(star.Star):
         websearch_enable = prov_settings.get("web_search", False)
         provider = prov_settings.get("websearch_provider", "default")
 
+        # Globally activate/deactivate built-in web search tools based on config
+        # This allows MCP to provide custom web_search tools when built-in is disabled
+        self._set_tools_active(websearch_enable)
+
         tool_set = req.func_tool
         if isinstance(tool_set, FunctionToolManager):
             req.func_tool = tool_set.get_full_tool_set()

astrbot/cli/__init__.py

@@ -1 +1 @@
-__version__ = "4.13.2"
+__version__ = "4.14.4"

astrbot/core/agent/runners/tool_loop_agent_runner.py

@@ -213,6 +213,8 @@ class ToolLoopAgentRunner(BaseAgentRunner[TContext]):
             if not llm_response.is_chunk and llm_response.usage:
                 # only count the token usage of the final response for computation purpose
                 self.stats.token_usage += llm_response.usage
+                if self.req.conversation:
+                    self.req.conversation.token_usage = llm_response.usage.total
             break  # got final response
 
         if not llm_resp_result:

astrbot/core/agent/tool.py

@@ -246,8 +246,18 @@ class ToolSet:
 
             result = {}
 
-            if "type" in schema and schema["type"] in supported_types:
-                result["type"] = schema["type"]
+            # Avoid side effects by not modifying the original schema
+            origin_type = schema.get("type")
+            target_type = origin_type
+
+            # Compatibility fix: Gemini API expects 'type' to be a string (enum),
+            # but standard JSON Schema (MCP) allows lists (e.g. ["string", "null"]).
+            # We fallback to the first non-null type.
+            if isinstance(origin_type, list):
+                target_type = next((t for t in origin_type if t != "null"), "string")
+
+            if target_type in supported_types:
+                result["type"] = target_type
                 if "format" in schema and schema["format"] in supported_formats.get(
                     result["type"],
                     set(),

astrbot/core/astr_main_agent.py

@@ -7,6 +7,7 @@ import datetime
 import json
 import os
 import zoneinfo
+from collections.abc import Coroutine
 from dataclasses import dataclass, field
 
 from astrbot.api import sp
@@ -114,6 +115,7 @@ class MainAgentBuildResult:
     agent_runner: AgentRunner
     provider_request: ProviderRequest
     provider: Provider
+    reset_coro: Coroutine | None = None
 
 
 def _select_provider(
@@ -837,8 +839,12 @@ async def build_main_agent(
     config: MainAgentBuildConfig,
     provider: Provider | None = None,
     req: ProviderRequest | None = None,
+    apply_reset: bool = True,
 ) -> MainAgentBuildResult | None:
-    """构建主对话代理（Main Agent），并且自动 reset。"""
+    """构建主对话代理（Main Agent），并且自动 reset。
+
+    If apply_reset is False, will not call reset on the agent runner.
+    """
     provider = provider or _select_provider(event, plugin_context)
     if provider is None:
         logger.info("未找到任何对话模型（提供商），跳过 LLM 请求处理。")
@@ -955,7 +961,7 @@ async def build_main_agent(
     if action_type == "live":
         req.system_prompt += f"\n{LIVE_MODE_SYSTEM_PROMPT}\n"
 
-    await agent_runner.reset(
+    reset_coro = agent_runner.reset(
         provider=provider,
         request=req,
         run_context=AgentContextWrapper(
@@ -973,8 +979,12 @@ async def build_main_agent(
         tool_schema_mode=config.tool_schema_mode,
     )
 
+    if apply_reset:
+        await reset_coro
+
     return MainAgentBuildResult(
         agent_runner=agent_runner,
         provider_request=req,
         provider=provider,
+        reset_coro=reset_coro if not apply_reset else None,
     )

astrbot/core/config/default.py

@@ -5,7 +5,7 @@ from typing import Any, TypedDict
 
 from astrbot.core.utils.astrbot_path import get_astrbot_data_path
 
-VERSION = "4.13.2"
+VERSION = "4.14.4"
 DB_PATH = os.path.join(get_astrbot_data_path(), "data_v4.db")
 
 WEBHOOK_SUPPORTED_PLATFORMS = [

astrbot/core/cron/manager.py

@@ -310,6 +310,7 @@ class CronJobManager:
         config = MainAgentBuildConfig(
             tool_call_timeout=3600,
             llm_safety_mode=False,
+            streaming_response=False,
         )
         req = ProviderRequest()
         conv = await _get_session_conv(event=cron_event, plugin_context=self.ctx)

astrbot/core/pipeline/content_safety_check/strategies/baidu_aip.py

@@ -1,5 +1,7 @@
 """使用此功能应该先 pip install baidu-aip"""
 
+from typing import Any, cast
+
 from aip import AipContentCensor
 
 from . import ContentSafetyStrategy
@@ -23,7 +25,8 @@ class BaiduAipStrategy(ContentSafetyStrategy):
         count = len(res["data"])
         parts = [f"百度审核服务发现 {count} 处违规：\n"]
         for i in res["data"]:
-            parts.append(f"{i['msg']}；\n")
+            # 百度 AIP 返回结构是动态 dict；类型检查时 i 可能被推断为序列，转成 dict 后用 get 取字段
+            parts.append(f"{cast(dict[str, Any], i).get('msg', '')}；\n")
         parts.append("\n判断结果：" + res["conclusion"])
         info = "".join(parts)
         return False, info

astrbot/core/pipeline/process_stage/method/agent_sub_stages/internal.py

@@ -164,6 +164,7 @@ class InternalAgentSubStage(Stage):
                     event=event,
                     plugin_context=self.ctx.plugin_manager.context,
                     config=build_cfg,
+                    apply_reset=False,
                 )
 
                 if build_result is None:
@@ -172,6 +173,7 @@ class InternalAgentSubStage(Stage):
                 agent_runner = build_result.agent_runner
                 req = build_result.provider_request
                 provider = build_result.provider
+                reset_coro = build_result.reset_coro
 
                 api_base = provider.provider_config.get("api_base", "")
                 for host in decoded_blocked:
@@ -190,6 +192,10 @@ class InternalAgentSubStage(Stage):
                 if await call_event_hook(event, EventType.OnLLMRequestEvent, req):
                     return
 
+                # apply reset
+                if reset_coro:
+                    await reset_coro
+
                 action_type = event.get_extra("action_type")
 
                 event.trace.record(
@@ -357,7 +363,8 @@ class InternalAgentSubStage(Stage):
 
         token_usage = None
         if runner_stats:
-            token_usage = runner_stats.token_usage.total
+            # token_usage = runner_stats.token_usage.total
+            token_usage = llm_response.usage.total if llm_response.usage else None
 
         await self.conv_manager.update_conversation(
             event.unified_msg_origin,

astrbot/core/platform/astr_message_event.py

@@ -8,6 +8,7 @@ from time import time
 from typing import Any
 
 from astrbot import logger
+from astrbot.core.agent.tool import ToolSet
 from astrbot.core.db.po import Conversation
 from astrbot.core.message.components import (
     At,
@@ -355,6 +356,7 @@ class AstrMessageEvent(abc.ABC):
         self,
         prompt: str,
         func_tool_manager=None,
+        tool_set: ToolSet | None = None,
         session_id: str = "",
         image_urls: list[str] | None = None,
         contexts: list | None = None,
@@ -377,7 +379,7 @@ class AstrMessageEvent(abc.ABC):
 
         contexts: 当指定 contexts 时，将会使用 contexts 作为上下文。如果同时传入了 conversation，将会忽略 conversation。
 
-        func_tool_manager: 函数工具管理器，用于调用函数工具。用 self.context.get_llm_tool_manager() 获取。
+        func_tool_manager: [Deprecated] 函数工具管理器，用于调用函数工具。用 self.context.get_llm_tool_manager() 获取。已过时，请使用 tool_set 参数代替。
 
         conversation: 可选。如果指定，将在指定的对话中进行 LLM 请求。对话的人格会被用于 LLM 请求，并且结果将会被记录到对话中。
 
@@ -393,7 +395,8 @@ class AstrMessageEvent(abc.ABC):
             prompt=prompt,
             session_id=session_id,
             image_urls=image_urls,
-            func_tool=func_tool_manager,
+            # func_tool=func_tool_manager,
+            func_tool=tool_set,
             contexts=contexts,
             system_prompt=system_prompt,
             conversation=conversation,

astrbot/core/platform/message_session.py

@@ -1,4 +1,4 @@
-from dataclasses import dataclass
+from dataclasses import dataclass, field
 
 from astrbot.core.platform.message_type import MessageType
 
@@ -13,7 +13,7 @@ class MessageSession:
     """平台适配器实例的唯一标识符。自 AstrBot v4.0.0 起，该字段实际为 platform_id。"""
     message_type: MessageType
     session_id: str
-    platform_id: str | None = None
+    platform_id: str = field(init=False)
 
     def __str__(self):
         return f"{self.platform_id}:{self.message_type.value}:{self.session_id}"

astrbot/core/platform/platform_metadata.py

@@ -21,3 +21,6 @@ class PlatformMetadata:
     """平台是否支持真实流式传输"""
     support_proactive_message: bool = True
     """平台是否支持主动消息推送（非用户触发）"""
+
+    module_path: str | None = None
+    """注册该适配器的模块路径，用于插件热重载时清理"""

astrbot/core/platform/register.py

@@ -37,6 +37,9 @@ def register_platform_adapter(
             if "id" not in default_config_tmpl:
                 default_config_tmpl["id"] = adapter_name
 
+        # Get the module path of the class being decorated
+        module_path = cls.__module__
+
         pm = PlatformMetadata(
             name=adapter_name,
             description=desc,
@@ -45,6 +48,7 @@ def register_platform_adapter(
             adapter_display_name=adapter_display_name,
             logo_path=logo_path,
             support_streaming_message=support_streaming_message,
+            module_path=module_path,
         )
         platform_registry.append(pm)
         platform_cls_map[adapter_name] = cls
@@ -52,3 +56,31 @@ def register_platform_adapter(
         return cls
 
     return decorator
+
+
+def unregister_platform_adapters_by_module(module_path_prefix: str) -> list[str]:
+    """根据模块路径前缀注销平台适配器。
+
+    在插件热重载时调用，用于清理该插件注册的所有平台适配器。
+
+    Args:
+        module_path_prefix: 模块路径前缀，如 "data.plugins.my_plugin"
+
+    Returns:
+        被注销的平台适配器名称列表
+    """
+    unregistered = []
+    to_remove = []
+
+    for pm in platform_registry:
+        if pm.module_path and pm.module_path.startswith(module_path_prefix):
+            to_remove.append(pm)
+            unregistered.append(pm.name)
+
+    for pm in to_remove:
+        platform_registry.remove(pm)
+        if pm.name in platform_cls_map:
+            del platform_cls_map[pm.name]
+        logger.debug(f"平台适配器 {pm.name} 已注销 (来自模块 {pm.module_path})")
+
+    return unregistered

astrbot/core/platform/sources/discord/discord_platform_adapter.py

@@ -444,9 +444,20 @@ class DiscordPlatformAdapter(Platform):
                 logger.warning(f"[Discord] 指令 '{cmd_name}' defer 失败: {e}")
 
             # 2. 构建 AstrBotMessage
+            channel = ctx.channel
             abm = AstrBotMessage()
-            abm.type = self._get_message_type(ctx.channel, ctx.guild_id)
-            abm.group_id = self._get_channel_id(ctx.channel)
+            if channel is not None:
+                abm.type = self._get_message_type(channel, ctx.guild_id)
+                abm.group_id = self._get_channel_id(channel)
+            else:
+                # 防守式兜底：channel 取不到时，仍能根据 guild_id/channel_id 推断会话信息
+                abm.type = (
+                    MessageType.GROUP_MESSAGE
+                    if ctx.guild_id is not None
+                    else MessageType.FRIEND_MESSAGE
+                )
+                abm.group_id = str(ctx.channel_id)
+
             abm.message_str = message_str_for_filter
             abm.sender = MessageMember(
                 user_id=str(ctx.author.id),

astrbot/core/provider/sources/fishaudio_tts_api_source.py

@@ -63,7 +63,7 @@ class ProviderFishAudioTTSAPI(TTSProvider):
         self.headers = {
             "Authorization": f"Bearer {self.chosen_api_key}",
         }
-        self.set_model(provider_config.get("model", None))
+        self.set_model(provider_config.get("model", ""))
 
     async def _get_reference_id_by_character(self, character: str) -> str | None:
         """获取角色的reference_id

astrbot/core/star/filter/custom_filter.py

@@ -37,9 +37,9 @@ class CustomFilter(HandlerFilter, metaclass=CustomFilterMeta):
 class CustomFilterOr(CustomFilter):
     def __init__(self, filter1: CustomFilter, filter2: CustomFilter):
         super().__init__()
-        if not isinstance(filter1, CustomFilter | CustomFilterAnd | CustomFilterOr):
+        if not isinstance(filter1, (CustomFilter, CustomFilterAnd, CustomFilterOr)):
             raise ValueError(
-                "CustomFilter lass can only operate with other CustomFilter.",
+                "CustomFilter class can only operate with other CustomFilter.",
             )
         self.filter1 = filter1
         self.filter2 = filter2
@@ -51,7 +51,7 @@ class CustomFilterOr(CustomFilter):
 class CustomFilterAnd(CustomFilter):
     def __init__(self, filter1: CustomFilter, filter2: CustomFilter):
         super().__init__()
-        if not isinstance(filter1, CustomFilter | CustomFilterAnd | CustomFilterOr):
+        if not isinstance(filter1, (CustomFilter, CustomFilterAnd, CustomFilterOr)):
             raise ValueError(
                 "CustomFilter lass can only operate with other CustomFilter.",
             )

astrbot/core/star/register/star_handler.py

@@ -150,7 +150,7 @@ def register_custom_filter(custom_type_filter, *args, **kwargs):
         if args:
             raise_error = args[0]
 
-    if not isinstance(custom_filter, CustomFilterAnd | CustomFilterOr):
+    if not isinstance(custom_filter, (CustomFilterAnd, CustomFilterOr)):
         custom_filter = custom_filter(raise_error)
 
     def decorator(awaitable):

astrbot/core/star/star_manager.py

@@ -15,6 +15,7 @@ import yaml
 from astrbot.core import logger, pip_installer, sp
 from astrbot.core.agent.handoff import FunctionTool, HandoffTool
 from astrbot.core.config.astrbot_config import AstrBotConfig
+from astrbot.core.platform.register import unregister_platform_adapters_by_module
 from astrbot.core.provider.register import llm_tools
 from astrbot.core.utils.astrbot_path import (
     get_astrbot_config_path,
@@ -842,6 +843,18 @@ class PluginManager:
         for func_tool in to_remove:
             llm_tools.func_list.remove(func_tool)
 
+        # Unregister platform adapters registered by this plugin
+        # module_path is like "data.plugins.my_plugin.main", extract prefix like "data.plugins.my_plugin"
+        module_prefix = ".".join(plugin_module_path.split(".")[:-1])
+        if module_prefix:
+            unregistered_adapters = unregister_platform_adapters_by_module(
+                module_prefix
+            )
+            for adapter_name in unregistered_adapters:
+                logger.info(
+                    f"移除了插件 {plugin_name} 的平台适配器 {adapter_name}",
+                )
+
         if plugin is None:
             return
 

astrbot/dashboard/routes/cron.py

@@ -23,7 +23,7 @@ class CronRoute(Route):
         ]
         self.register_routes()
 
-    def _serialize_job(self, job):
+    def _serialize_job(self, job) -> dict:
         data = job.model_dump() if hasattr(job, "model_dump") else job.__dict__
         for k in ["created_at", "updated_at", "last_run_at", "next_run_time"]:
             if isinstance(data.get(k), datetime):

astrbot/dashboard/routes/knowledge_base.py

@@ -4,6 +4,7 @@ import asyncio
 import os
 import traceback
 import uuid
+from typing import Any
 
 import aiofiles
 from quart import request
@@ -75,7 +76,7 @@ class KnowledgeBaseRoute(Route):
         }
 
     def _set_task_result(
-        self, task_id: str, status: str, result: any = None, error: str | None = None
+        self, task_id: str, status: str, result: Any = None, error: str | None = None
     ) -> None:
         self.upload_tasks[task_id] = {
             "status": status,

astrbot/dashboard/routes/plugin.py

@@ -315,6 +315,17 @@ class PluginRoute(Route):
                 "display_name": plugin.display_name,
                 "logo": f"/api/file/{logo_url}" if logo_url else None,
             }
+            # 检查是否为全空的幽灵插件
+            if not any(
+                [
+                    plugin.name,
+                    plugin.author,
+                    plugin.desc,
+                    plugin.version,
+                    plugin.display_name,
+                ]
+            ):
+                continue
             _plugin_resp.append(_t)
         return (
             Response()

astrbot/dashboard/server.py

@@ -2,14 +2,13 @@ import asyncio
 import logging
 import os
 import socket
-from typing import cast
+from typing import Protocol, cast
 
 import jwt
 import psutil
 from flask.json.provider import DefaultJSONProvider
 from hypercorn.asyncio import serve
 from hypercorn.config import Config as HyperConfig
-from psutil._common import addr as psutil_addr
 from quart import Quart, g, jsonify, request
 from quart.logging import default_handler
 
@@ -29,6 +28,11 @@ from .routes.session_management import SessionManagementRoute
 from .routes.subagent import SubAgentRoute
 from .routes.t2i import T2iRoute
 
+
+class _AddrWithPort(Protocol):
+    port: int
+
+
 APP: Quart
 
 
@@ -168,7 +172,7 @@ class AstrBotDashboard:
         """获取占用端口的进程详细信息"""
         try:
             for conn in psutil.net_connections(kind="inet"):
-                if cast(psutil_addr, conn.laddr).port == port:
+                if cast(_AddrWithPort, conn.laddr).port == port:
                     try:
                         process = psutil.Process(conn.pid)
                         # 获取详细信息

changelogs/v4.14.0.md

@@ -0,0 +1,72 @@
+## What's Changed - BIG AND BEAUTIFUL VERSION
+
+> 如果在之前版本使用了 Skill，这次更新之后**需要重新配置** Skill Runtime 相关选项。
+
+### 新增
+- 🔥 新增未来任务系统（Future Tasks）。给 AstrBot 布置的未来任务，让 AstrBot 能够在某一时刻自动唤醒，帮你完成任务。详见 [主动任务](https://docs.astrbot.app/use/proactive-agent.html) 。（实验性） ([#4697](https://github.com/AstrBotDevs/AstrBot/issues/4831))
+- 🔥 新增子代理（SubAgent）编排器。（实验性）([#4697](https://github.com/AstrBotDevs/AstrBot/issues/4831))
+- 🔥 AstrBot 目前可以直接通过调用 tool 将图片 / 文件推送给用户，大大提高交互效果。
+- 新增 Computer Use 运行时配置，以融合 Skill 和 Sandbox 配置 ([#4831](https://github.com/AstrBotDevs/AstrBot/issues/4831))
+- 新增主题自定义功能，可设置主色与辅色
+- 支持在配置页下人格对话框的编辑人格 ([#4826](https://github.com/AstrBotDevs/AstrBot/issues/4826))
+- 支持开关 “追踪” 功能；支持在系统配置中设置是否将日志写入 log 文件 ([#4822](https://github.com/AstrBotDevs/AstrBot/issues/4822))
+
+### 修复
+- ‼️ 修复 ChatUI 图片、思考等显示异常问题。
+- ‼️ 修复 Skill 上传到 Sandbox 后未自动解压导致 Agent 无法读取的问题。
+- ‼️ 修复配置特定插件集时 MCP 工具被过滤的问题 ([#4825](https://github.com/AstrBotDevs/AstrBot/issues/4825))
+- ‼️ 移除 ChatUI 自带的让 LLM 最后提出问题的 prompt ([#4824](https://github.com/AstrBotDevs/AstrBot/issues/4824))
+- ‼️ 修复 WebUI 在上传 Skill 失败后仍显示成功消息的 bug ([#4768](https://github.com/AstrBotDevs/AstrBot/issues/4768))
+- 修复 MCP 服务器无法重命名的问题 ([#4766](https://github.com/AstrBotDevs/AstrBot/issues/4766))
+- 修复插件的 tool 无法在 WebUI 管理行为中看到来源的问题 ([#4776](https://github.com/AstrBotDevs/AstrBot/issues/4776))
+- ‼️ 修复 skill-like 的 tool 模式下，调用 tool 失败的问题 ([#4775](https://github.com/AstrBotDevs/AstrBot/issues/4775))
+
+### 优化
+
+- WebUI 整体 UI 效果优化
+- 部分 Dialog 标题样式统一
+
+## What's Changed (EN)
+
+### New Features
+- Introduce CronJob system with one-time tasks and enhanced dashboard management
+- Add theme customization with primary & secondary color options
+- Add computer-use runtime config for skills sandbox execution ([#4831](https://github.com/AstrBotDevs/AstrBot/issues/4831))
+- Add edit button to persona selector dialog ([#4826](https://github.com/AstrBotDevs/AstrBot/issues/4826))
+- Add trace logging toggle and configuration UI ([#4822](https://github.com/AstrBotDevs/AstrBot/issues/4822))
+- Add proactive-messaging capability with cron-tool trigger
+- Implement SubAgent orchestrator with configurable tool-management policies
+- Support resolving sandbox file paths and auto-download when necessary
+- Add embedded image & audio styles in MessagePartsRenderer
+- Introduce i18n foundation
+- Persist agent-interaction history
+- Add user notifications for file-download success/removal
+
+### Bug Fixes
+- Improve ghost-plugin detection accuracy
+- Add error handling to prevent ghost-plugin crashes
+- Prevent skills bundle from overwriting existing files
+- Fix skills bundle unzip failure inside sandbox
+- Fix MCP tools being filtered when specific plugin set configured ([#4825](https://github.com/AstrBotDevs/AstrBot/issues/4825))
+- Merge ChatUI persona pop-up into default persona ([#4824](https://github.com/AstrBotDevs/AstrBot/issues/4824))
+- Fix reasoning block style
+- Add missing comma in truncate_and_compress hint
+- Fix frontend still showing success message ([#4768](https://github.com/AstrBotDevs/AstrBot/issues/4768))
+- Fix unable to rename MCP server ([#4766](https://github.com/AstrBotDevs/AstrBot/issues/4766))
+- Remove leftover sandbox runtime handling in skill upload ([#4798](https://github.com/AstrBotDevs/AstrBot/issues/4798))
+- Fix handler module path construction ([#4776](https://github.com/AstrBotDevs/AstrBot/issues/4776))
+- Fix skill-like tool invocation error ([#4775](https://github.com/AstrBotDevs/AstrBot/issues/4775))
+
+### Improvements
+- Runtime hints & refined UI in skills management
+- Performance and UX improvements on cron-job page
+- General WebUI performance boost
+- Group tools by plugin in dropdown
+- Consistent dialog titles with padding and text styles
+- Code formatting unified (ruff format)
+- Bump version to 4.13.2
+
+### Others
+- Remove obsolete reminder code
+- Extract main-agent module for better architecture
+- Merge AstrBot_skill branch changes

changelogs/v4.14.1.md

@@ -0,0 +1,7 @@
+## What's Changed - BIG AND BEAUTIFUL VERSION
+
+hotfix of v4.14.0
+
+fixes:
+
+- 由 `event.request_llm()` 过时导致的群聊上下文感知-主动回复功能可能不可用的问题

changelogs/v4.14.2.md

@@ -0,0 +1,23 @@
+## What's Changed
+
+### 新增
+- 控制台页面新增调试提示和本地化文件 ([#4852](https://github.com/AstrBotDevs/AstrBot/pull/4852))
+
+### 修复
+- 修复插件热重载时平台适配器未清理导致注册冲突的问题 ([#4859](https://github.com/AstrBotDevs/AstrBot/pull/4859))
+
+### 其他
+- 更新 ruff 版本至 0.15.0
+- 新增 robots.txt ([#4847](https://github.com/AstrBotDevs/AstrBot/pull/4847))
+
+## What's Changed (EN)
+
+### New Features
+- Add debug hint to console page and localization files ([#4852](https://github.com/AstrBotDevs/AstrBot/pull/4852))
+
+### Bug Fixes
+- Fix platform adapter not being cleaned up during plugin hot reload, causing registration conflicts ([#4859](https://github.com/AstrBotDevs/AstrBot/pull/4859))
+
+### Others
+- Update ruff version to 0.15.0
+- Add robots.txt ([#4847](https://github.com/AstrBotDevs/AstrBot/pull/4847))

changelogs/v4.14.3.md

@@ -0,0 +1,4 @@
+## What's Changed
+
+### 修复
+- 修复 `on_llm_request` 钩子可能无法应用效果的问题

changelogs/v4.14.4.md

@@ -0,0 +1,4 @@
+## What's Changed
+
+### 修复
+- 修复 token 统计错误的问题，修复在多轮 tool call 情况下或者其他极端情况下可能造成 tool 无限调用的问题。

dashboard/index.html

@@ -6,6 +6,7 @@
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <meta name="keywords" content="AstrBot Soulter" />
     <meta name="description" content="AstrBot Dashboard" />
+    <meta name="robots" content="noindex, nofollow" />
     <link
       rel="stylesheet"
       href="https://fonts.googleapis.com/css2?family=Outfit&family=Poppins:wght@400;500;600;700&family=Roboto:wght@400;500;700&display=swap"

dashboard/package.json

@@ -30,7 +30,7 @@
     "markdown-it": "^14.1.0",
     "markstream-vue": "^0.0.6",
     "mermaid": "^11.12.2",
-    "monaco-editor": "^0.55.1",
+    "monaco-editor": "^0.52.2",
     "pinia": "2.1.6",
     "pinyin-pro": "^3.26.0",
     "remixicon": "3.5.0",

dashboard/public/robots.txt

@@ -0,0 +1,2 @@
+User-agent: *
+Disallow: /

dashboard/src/i18n/locales/en-US/features/console.json

@@ -11,5 +11,8 @@
     "mirrorLabel": "Force PyPI repository URL (optional)",
     "mirrorHint": "Force PyPI repository URL > Config item `PyPI Repository Address`",
     "installButton": "Install"
+  },
+  "debugHint": {
+    "text": "Debug logs can be enabled in \"Configuration File → System → Console Log Level\""
   }
-} 
+}

dashboard/src/i18n/locales/en-US/features/cron.json

@@ -22,6 +22,7 @@
       "name": "Name",
       "type": "Type",
       "cron": "Cron",
+      "session": "Session ID",
       "nextRun": "Next Run",
       "lastRun": "Last Run",
       "note": "Note",

dashboard/src/i18n/locales/zh-CN/features/console.json

@@ -11,5 +11,8 @@
     "mirrorLabel": "强制 PyPI 软件仓库链接（可选）",
     "mirrorHint": "强制 PyPI 软件仓库链接 > 配置项 `PyPI 软件仓库地址`",
     "installButton": "安装"
+  },
+  "debugHint": {
+    "text": "Debug 日志需要在「配置文件 → 系统 → 控制台日志级别」中开启"
   }
-}
+}

dashboard/src/i18n/locales/zh-CN/features/cron.json

@@ -22,6 +22,7 @@
       "name": "名称",
       "type": "类型",
       "cron": "Cron",
+      "session": "会话 ID",
       "nextRun": "下一次执行",
       "lastRun": "最近执行",
       "note": "说明",

dashboard/src/i18n/locales/zh-CN/features/subagent.json

@@ -35,8 +35,8 @@
     "nameHint": "建议使用英文小写+下划线，且全局唯一",
     "providerLabel": "Chat Provider（可选）",
     "providerHint": "留空表示跟随全局默认 provider。",
-    "personaLabel": "选择 Persona",
-    "personaHint": "SubAgent 将直接继承所选 Persona 的系统设定与工具。",
+    "personaLabel": "选择人格设定",
+    "personaHint": "SubAgent 将直接继承所选 Persona 的系统设定与工具。在人格设定页管理和新建人格。",
     "descriptionLabel": "对主 LLM 的描述（用于决定是否 handoff）",
     "descriptionHint": "这段会作为 transfer_to_* 工具的描述给主 LLM 看，建议简短明确。"
   },

dashboard/src/views/ConsolePage.vue

@@ -10,7 +10,18 @@ const { tm } = useModuleI18n('features/console');
   <div style="height: 100%;">
     <div
       style="background-color: var(--v-theme-surface); padding: 8px; padding-left: 16px; border-radius: 8px; margin-bottom: 16px; display: flex; flex-direction: row; align-items: center; justify-content: space-between;">
-      <h4>{{ tm('title') }}</h4>
+      <div>
+        <h4>{{ tm('title') }}</h4>
+        <v-alert
+          type="info"
+          variant="tonal"
+          density="compact"
+          class="mt-2"
+          style="max-width: 600px;"
+        >
+          {{ tm('debugHint.text') }}
+        </v-alert>
+      </div>
       <div class="d-flex align-center">
         <v-switch
           v-model="autoScrollEnabled"
@@ -111,4 +122,4 @@ export default {
 .fade-in {
   animation: fadeIn 0.2s ease-in-out;
 }
-</style>
+</style>

dashboard/src/views/CronJobPage.vue

@@ -48,6 +48,9 @@
               <div class="text-caption text-medium-emphasis">{{ item.timezone || tm('table.timezoneLocal') }}</div>
             </div>
           </template>
+          <template #item.session="{ item }">
+            <div>{{ item.session || tm('table.notAvailable') }}</div>
+          </template>
           <template #item.next_run_time="{ item }">{{ formatTime(item.next_run_time) }}</template>
           <template #item.last_run_at="{ item }">{{ formatTime(item.last_run_at) }}</template>
           <template #item.note="{ item }">{{ item.note || tm('table.notAvailable') }}</template>
@@ -129,6 +132,7 @@ const headers = computed(() => [
   { title: tm('table.headers.name'), key: 'name', minWidth: '200px' },
   { title: tm('table.headers.type'), key: 'type', width: 110 },
   { title: tm('table.headers.cron'), key: 'cron_expression', minWidth: '160px' },
+  { title: tm('table.headers.session'), key: 'session', minWidth: '200px' },
   { title: tm('table.headers.nextRun'), key: 'next_run_time', minWidth: '160px' },
   { title: tm('table.headers.lastRun'), key: 'last_run_at', minWidth: '160px' },
   { title: tm('table.headers.note'), key: 'note', minWidth: '220px' },
@@ -163,7 +167,11 @@ async function loadJobs() {
   try {
     const res = await axios.get('/api/cron/jobs')
     if (res.data.status === 'ok') {
-      jobs.value = Array.isArray(res.data.data) ? res.data.data : []
+      const data = Array.isArray(res.data.data) ? res.data.data : []
+      jobs.value = data.map((job: any) => ({
+        ...job,
+        session: job?.payload?.session || job?.session || ''
+      }))
     } else {
       toast(res.data.message || tm('messages.loadFailed'), 'error')
     }

pyproject.toml

@@ -1,6 +1,6 @@
 [project]
 name = "AstrBot"
-version = "4.13.2"
+version = "4.14.4"
 description = "Easy-to-use multi-platform LLM chatbot and development framework"
 readme = "README.md"
 requires-python = ">=3.10"
@@ -69,14 +69,14 @@ dev = [
   "pytest>=8.4.1",
   "pytest-asyncio>=1.1.0",
   "pytest-cov>=6.2.1",
-  "ruff>=0.12.8",
+  "ruff>=0.15.0",
 ]
 
 [project.scripts]
 astrbot = "astrbot.cli.__main__:cli"
 
 [tool.ruff]
-exclude = ["astrbot/core/utils/t2i/local_strategy.py", "astrbot/api/all.py"]
+exclude = ["astrbot/core/utils/t2i/local_strategy.py", "astrbot/api/all.py", "tests"]
 line-length = 88
 target-version = "py310"
 
@@ -97,6 +97,7 @@ ignore = [
   "F405",
   "E501",
   "ASYNC230", # TODO: handle ASYNC230 in AstrBot
+  "ASYNC240", # TODO: handle ASYNC240 in AstrBot
 ]
 
 [tool.pyright]

scripts/astrbot.service

@@ -0,0 +1,15 @@
+[Unit]
+Description=AstrBot Service
+After=network-online.target
+Wants=network-online.target
+
+[Service]
+Type=simple
+WorkingDirectory=%h/.local/share/astrbot
+ExecStart=/usr/bin/sh -c '/usr/bin/astrbot run || { /usr/bin/astrbot init && /usr/bin/astrbot run; }'
+Restart=on-failure
+RestartSec=5
+Environment=PYTHONUNBUFFERED=1
+
+[Install]
+WantedBy=default.target

scripts/generate_changelog.py

@@ -0,0 +1,253 @@
+#!/usr/bin/env python3
+"""
+Auto-generate changelog from git commits using LLM.
+Usage: python scripts/generate_changelog.py [--version VERSION]
+"""
+
+import argparse
+import os
+import re
+import subprocess
+import sys
+from pathlib import Path
+
+
+def get_latest_tag():
+    """Get the latest git tag."""
+    result = subprocess.run(
+        ["git", "describe", "--tags", "--abbrev=0"],
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    return result.stdout.strip()
+
+
+def get_commits_since_tag(tag):
+    """Get all commit messages since the specified tag."""
+    result = subprocess.run(
+        ["git", "log", f"{tag}..HEAD", "--pretty=format:%H|%s|%b"],
+        capture_output=True,
+        text=True,
+        check=True,
+    )
+    commits = []
+    for line in result.stdout.strip().split("\n"):
+        if not line:
+            continue
+        parts = line.split("|", 2)
+        if len(parts) >= 2:
+            commit_hash = parts[0]
+            subject = parts[1]
+            body = parts[2] if len(parts) > 2 else ""
+            commits.append({"hash": commit_hash[:7], "subject": subject, "body": body})
+    return commits
+
+
+def extract_issue_number(text):
+    """Extract issue number from commit message."""
+    # Match #1234 or (#1234)
+    match = re.search(r"#(\d+)", text)
+    return match.group(1) if match else None
+
+
+def call_llm_for_changelog(commits, version):
+    """Call LLM to generate changelog from commits."""
+    try:
+        # Try to use OpenAI API or other LLM providers
+        import openai
+
+        # Build prompt
+        commits_text = "\n".join([f"- {c['subject']}" for c in commits])
+
+        prompt = f"""Based on the following git commit messages, generate a changelog document in BOTH Chinese and English.
+
+Commit messages:
+{commits_text}
+
+Please organize the changes into these categories:
+- 新增 (New Features)
+- 修复 (Bug Fixes)
+- 优化 (Improvements)
+- 其他 (Others)
+
+Format requirements:
+1. Start with Chinese version under "## What's Changed"
+2. Follow with English version under "## What's Changed (EN)"
+3. Use markdown format with proper bullet points
+4. Keep descriptions concise and user-friendly
+5. If a commit mentions an issue number (#1234), include it in the format ([#1234](https://github.com/AstrBotDevs/AstrBot/issues/1234))
+
+Example format:
+## What's Changed
+
+### 新增
+- 支持某某功能 ([#1234](https://github.com/AstrBotDevs/AstrBot/issues/1234))
+
+### 修复
+- 修复某某问题
+
+## What's Changed (EN)
+
+### New Features
+- Add support for something ([#1234](https://github.com/AstrBotDevs/AstrBot/issues/1234))
+
+### Bug Fixes
+- Fix something
+"""
+
+        client = openai.OpenAI(
+            api_key=os.getenv("OPENAI_API_KEY"),
+            base_url=os.getenv("OPENAI_BASE_URL", "https://api.openai.com/v1"),
+        )
+
+        response = client.chat.completions.create(
+            model=os.getenv("OPENAI_MODEL", "gpt-4"),
+            messages=[
+                {
+                    "role": "system",
+                    "content": "You are a helpful assistant that generates well-structured changelogs.",
+                },
+                {"role": "user", "content": prompt},
+            ],
+            temperature=0.3,
+        )
+
+        return response.choices[0].message.content
+
+    except ImportError:
+        print(
+            "Warning: openai package not installed. Install it with: pip install openai"
+        )
+        return generate_simple_changelog(commits)
+    except Exception as e:
+        print(f"Warning: Failed to call LLM API: {e}")
+        print("Falling back to simple changelog generation...")
+        return generate_simple_changelog(commits)
+
+
+def generate_simple_changelog(commits):
+    """Generate a simple changelog without LLM."""
+    sections = {
+        "feat": ("新增", "New Features", []),
+        "fix": ("修复", "Bug Fixes", []),
+        "perf": ("优化", "Improvements", []),
+        "docs": ("文档", "Documentation", []),
+        "refactor": ("重构", "Refactoring", []),
+        "test": ("测试", "Tests", []),
+        "chore": ("其他", "Chore", []),
+        "other": ("其他", "Others", []),
+    }
+
+    # Categorize commits by conventional commit type
+    for commit in commits:
+        subject = commit["subject"]
+        issue_num = extract_issue_number(subject)
+        issue_link = (
+            f" ([#{issue_num}](https://github.com/AstrBotDevs/AstrBot/issues/{issue_num}))"
+            if issue_num
+            else ""
+        )
+
+        # Detect conventional commit type
+        matched = False
+        for prefix in ["feat", "fix", "perf", "docs", "refactor", "test", "chore"]:
+            if subject.lower().startswith(f"{prefix}:") or subject.lower().startswith(
+                f"{prefix}("
+            ):
+                # Remove prefix for display
+                clean_subject = re.sub(
+                    r"^[a-z]+(\([^)]+\))?:\s*", "", subject, flags=re.IGNORECASE
+                )
+                sections[prefix][2].append(f"- {clean_subject}{issue_link}")
+                matched = True
+                break
+
+        if not matched:
+            sections["other"][2].append(f"- {subject}{issue_link}")
+
+    # Build Chinese version
+    changelog_zh = "## What's Changed\n\n"
+    for section_key in ["feat", "fix", "perf", "docs", "refactor", "test", "other"]:
+        zh_title, _, items = sections[section_key]
+        if items:
+            changelog_zh += f"### {zh_title}\n\n"
+            changelog_zh += "\n".join(items) + "\n\n"
+
+    # Build English version
+    changelog_en = "## What's Changed (EN)\n\n"
+    for section_key in ["feat", "fix", "perf", "docs", "refactor", "test", "other"]:
+        _, en_title, items = sections[section_key]
+        if items:
+            changelog_en += f"### {en_title}\n\n"
+            changelog_en += "\n".join(items) + "\n\n"
+
+    return changelog_zh + changelog_en
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Generate changelog from git commits")
+    parser.add_argument(
+        "--version", help="Version number for the changelog (e.g., v4.13.3)"
+    )
+    parser.add_argument(
+        "--use-llm",
+        action="store_true",
+        help="Use LLM to generate changelog (requires OpenAI API key)",
+    )
+    args = parser.parse_args()
+
+    # Get latest tag
+    try:
+        latest_tag = get_latest_tag()
+        print(f"Latest tag: {latest_tag}")
+    except subprocess.CalledProcessError:
+        print("Error: No tags found in repository")
+        sys.exit(1)
+
+    # Get commits since tag
+    commits = get_commits_since_tag(latest_tag)
+    if not commits:
+        print(f"No commits found since {latest_tag}")
+        sys.exit(0)
+
+    print(f"Found {len(commits)} commits since {latest_tag}")
+
+    # Determine version
+    if args.version:
+        version = args.version
+    else:
+        # Auto-increment patch version
+        match = re.match(r"v(\d+)\.(\d+)\.(\d+)", latest_tag)
+        if match:
+            major, minor, patch = map(int, match.groups())
+            version = f"v{major}.{minor}.{patch + 1}"
+        else:
+            print(f"Warning: Could not parse version from tag {latest_tag}")
+            version = "vX.X.X"
+
+    print(f"Generating changelog for {version}...")
+
+    # Generate changelog
+    if args.use_llm:
+        changelog_content = call_llm_for_changelog(commits, version)
+    else:
+        changelog_content = generate_simple_changelog(commits)
+
+    # Save to file
+    changelog_dir = Path(__file__).parent.parent / "changelogs"
+    changelog_dir.mkdir(exist_ok=True)
+    changelog_file = changelog_dir / f"{version}.md"
+
+    with open(changelog_file, "w", encoding="utf-8") as f:
+        f.write(changelog_content)
+
+    print(f"\n✓ Changelog generated: {changelog_file}")
+    print("\nPreview:")
+    print("=" * 80)
+    print(changelog_content)
+    print("=" * 80)
+
+
+if __name__ == "__main__":
+    main()