- [更新日志(简体中文)](#chinese)
- [Changelog(English)](#english)

<a id="chinese"></a>

## What's Changed

### 新增

- 为电脑使用能力支持文件读取(read)、写入(write)、编辑(edit)、Grep 搜索(ripgrep)与按会话隔离的 workspace。（[#7402](https://github.com/AstrBotDevs/AstrBot/pull/7402)）
- 新增 Brave Search 网页搜索工具，替代旧的默认网页搜索实现。（[#6847](https://github.com/AstrBotDevs/AstrBot/pull/6847)）
- 新增 Mattermost 平台适配器支持。（[#7369](https://github.com/AstrBotDevs/AstrBot/pull/7369)）
- 新增 NVIDIA Rerank Provider。（[#7227](https://github.com/AstrBotDevs/AstrBot/pull/7227)）
- 新增 OpenAI、Gemini 音频输入模态支持，并修复 ChatUI 录音相关问题。（[#7378](https://github.com/AstrBotDevs/AstrBot/pull/7378)）
- Discord 平台新增 Bot 消息过滤配置，允许控制是否接收其他 Bot 的消息。（[#6505](https://github.com/AstrBotDevs/AstrBot/pull/6505)）
- 新增 LLM 对重复工具调用的引导能力，减少模型陷入重复调用工具的情况。（[#7388](https://github.com/AstrBotDevs/AstrBot/pull/7388)）

### 优化

- 合并 Cron 相关工具为统一管理工具，并新增 Cron 任务编辑能力。（[#7445](https://github.com/AstrBotDevs/AstrBot/pull/7445)）
- 重构内置工具管理逻辑，改善 AstrBot 内置工具注册与调用维护性。（[#7418](https://github.com/AstrBotDevs/AstrBot/pull/7418)）
- 移除默认网页搜索实现，改由新的搜索工具链路提供能力。（[#7416](https://github.com/AstrBotDevs/AstrBot/pull/7416)）
- 移除 `lxml` 与 `beautifulsoup4` 依赖，降低安装体积与依赖复杂度。（[#7449](https://github.com/AstrBotDevs/AstrBot/pull/7449)）
- 降低 MCP Server 状态轮询频率，减少后台请求开销。（[#7399](https://github.com/AstrBotDevs/AstrBot/pull/7399)）
- 修正文档中的路径拼接示例，避免插件开发存储文档误导使用者。（[#7448](https://github.com/AstrBotDevs/AstrBot/pull/7448)）

### 修复

- 修复 Windows 桌面端插件依赖加载不安全或失败的问题。（[#7446](https://github.com/AstrBotDevs/AstrBot/pull/7446)）
- 修复 Telegram 长消息最终分段过长的问题。（[#7432](https://github.com/AstrBotDevs/AstrBot/pull/7432)）
- 修复 Telegram `sendMessageDraft` 发送空文本导致 400 错误刷屏的问题。（[#7398](https://github.com/AstrBotDevs/AstrBot/pull/7398)）
- 修复 Telegram 收集命令时插件 handler 不在 `star_map` 中导致 `KeyError` 的问题。（[#7405](https://github.com/AstrBotDevs/AstrBot/pull/7405)）
- 修复 QQ 官方 WebSocket 关闭流程清理不完整的问题。（[#7395](https://github.com/AstrBotDevs/AstrBot/pull/7395)）
- 修复 Gemini FunctionResponse 中不支持的 `id` 字段导致请求失败的问题。（[#7386](https://github.com/AstrBotDevs/AstrBot/pull/7386)）
- 修复 Gemini 空模型输出误触发错误处理的问题。（[#7377](https://github.com/AstrBotDevs/AstrBot/pull/7377)）
- 修复仅存在原生工具时仍传递 `FunctionCallingConfig` 的问题。（[#7407](https://github.com/AstrBotDevs/AstrBot/pull/7407)）
- 修复 ChatUI 项目常量缺失，并补充相关测试用例。（[#7414](https://github.com/AstrBotDevs/AstrBot/pull/7414)）
- 修复 WebUI 暗色模式渲染与多处交互问题。（[#7173](https://github.com/AstrBotDevs/AstrBot/pull/7173)）
- 修复页面切换时浮动按钮跳动的问题。（[#7214](https://github.com/AstrBotDevs/AstrBot/pull/7214)）
- 修复 `faiss` 在启动阶段过早导入导致部分环境启动失败的问题。（[#7400](https://github.com/AstrBotDevs/AstrBot/pull/7400)）
- 修复微信个人号适配器缺少上下文 token 时的警告信息。（[commit](https://github.com/AstrBotDevs/AstrBot/commit/dfca5cdb)）
- 修复工具结果断言与动态阈值不一致的问题。（[commit](https://github.com/AstrBotDevs/AstrBot/commit/8c6c00ae)）

<a id="english"></a>

## What's Changed (EN)

### New Features

- Added local Computer Use filesystem tools, including file read, write, edit, Grep search, and per-session workspace support. ([#7402](https://github.com/AstrBotDevs/AstrBot/pull/7402))
- Added the Brave Search web search tool, replacing the old default web search implementation. ([#6847](https://github.com/AstrBotDevs/AstrBot/pull/6847))
- Added Mattermost platform support. ([#7369](https://github.com/AstrBotDevs/AstrBot/pull/7369))
- Added the NVIDIA Rerank Provider. ([#7227](https://github.com/AstrBotDevs/AstrBot/pull/7227))
- Added audio input support across providers and fixed ChatUI recording issues. ([#7378](https://github.com/AstrBotDevs/AstrBot/pull/7378))
- Added configurable Discord bot-message filtering, including support for receiving messages from other bots. ([#6505](https://github.com/AstrBotDevs/AstrBot/pull/6505))
- Added LLM guidance for repeated tool calls to reduce repetitive tool-call loops. ([#7388](https://github.com/AstrBotDevs/AstrBot/pull/7388))

### Improvements

- Merged Cron tools into a unified management tool and added Cron task editing. ([#7445](https://github.com/AstrBotDevs/AstrBot/pull/7445))
- Refactored built-in tool management to improve registration and maintenance. ([#7418](https://github.com/AstrBotDevs/AstrBot/pull/7418))
- Removed the old default web search implementation in favor of the new search tool flow. ([#7416](https://github.com/AstrBotDevs/AstrBot/pull/7416))
- Removed `lxml` and `beautifulsoup4` dependencies to reduce dependency weight and installation complexity. ([#7449](https://github.com/AstrBotDevs/AstrBot/pull/7449))
- Reduced MCP Server status polling frequency to lower background request overhead. ([#7399](https://github.com/AstrBotDevs/AstrBot/pull/7399))
- Fixed a path concatenation example in the plugin storage docs. ([#7448](https://github.com/AstrBotDevs/AstrBot/pull/7448))
- Updated the README logo. ([commit](https://github.com/AstrBotDevs/AstrBot/commit/e34d9504))

### Bug Fixes

- Fixed safer desktop plugin dependency loading on Windows. ([#7446](https://github.com/AstrBotDevs/AstrBot/pull/7446))
- Fixed overly long final Telegram message segments. ([#7432](https://github.com/AstrBotDevs/AstrBot/pull/7432))
- Fixed Telegram `sendMessageDraft` 400 spam caused by empty text. ([#7398](https://github.com/AstrBotDevs/AstrBot/pull/7398))
- Fixed a `KeyError` in Telegram command collection when a plugin handler is missing from `star_map`. ([#7405](https://github.com/AstrBotDevs/AstrBot/pull/7405))
- Cleaned up QQ Official WebSocket shutdown handling. ([#7395](https://github.com/AstrBotDevs/AstrBot/pull/7395))
- Removed the unsupported `id` field from Gemini FunctionResponse payloads. ([#7386](https://github.com/AstrBotDevs/AstrBot/pull/7386))
- Fixed empty model output handling that could misfire when using Gemini. ([#7377](https://github.com/AstrBotDevs/AstrBot/pull/7377))
- Skipped `FunctionCallingConfig` when only native tools are present. ([#7407](https://github.com/AstrBotDevs/AstrBot/pull/7407))
- Added missing ChatUI project constants and related tests. ([#7414](https://github.com/AstrBotDevs/AstrBot/pull/7414))
- Fixed WebUI dark-mode rendering and multiple interaction bugs. ([#7173](https://github.com/AstrBotDevs/AstrBot/pull/7173))
- Prevented floating buttons from jumping during page transitions. ([#7214](https://github.com/AstrBotDevs/AstrBot/pull/7214))
- Deferred `faiss` imports during startup to avoid startup failures in some environments. ([#7400](https://github.com/AstrBotDevs/AstrBot/pull/7400))
- Improved the missing-context-token warning message in the Weixin OC adapter. ([commit](https://github.com/AstrBotDevs/AstrBot/commit/dfca5cdb))
- Updated tool-result assertions to match dynamic threshold values. ([commit](https://github.com/AstrBotDevs/AstrBot/commit/8c6c00ae))