Merge branches 'dev' and 'dev' of https://github.com/infinitycat233/MaiBot into dev

README.md

@@ -25,11 +25,12 @@
 
 **🍔MaiCore 是一个基于大语言模型的可交互智能体**
 
-- 💭 **智能对话系统**：基于 LLM 的自然语言交互，聊天时机控制。
-- 🤔 **实时思维系统**：模拟人类思考过程。
-- 🧠 **表达学习功能**：学习群友的说话风格和表达方式
-- 💝 **情感表达系统**：情绪系统和表情包系统。
-- 🔌 **强大插件系统**：提供API和事件系统，可编写强大插件。
+- 💭 **拟人构建的prompt**：使用自然语言风格构建回复器的prompt，实现近似人类言语习惯的回复。
+- 💭 **行为规划**：在合适的时间说话，使用合适的动作
+- 🧠 **表达学习**：学习群友的说话风格和表达方式，学会真实人类的说话风格
+- 🤔 **黑话学习**：自主的学习没有见过的词语，尝试理解并认知含义
+- 🔌 **插件系统**：提供API和事件系统，可编写丰富插件。
+- 💝 **情感表达**：情绪系统和表情包系统。
 
 <div style="text-align: center">
 <a href="https://www.bilibili.com/video/BV1amAneGE3P" target="_blank">
@@ -44,7 +45,7 @@
 
 ## 🔥 更新和安装
 
-**最新版本: v0.11.3** ([更新日志](changelogs/changelog.md))
+**最新版本: v0.11.6** ([更新日志](changelogs/changelog.md))
 
 可前往 [Release](https://github.com/MaiM-with-u/MaiBot/releases/) 页面下载最新版本
 可前往 [启动器发布页面](https://github.com/MaiM-with-u/mailauncher/releases/)下载最新启动器
@@ -60,15 +61,10 @@
 
 > [!WARNING]
 > - 项目处于活跃开发阶段，功能和 API 可能随时调整。
-> - 有问题可以提交 Issue 或者 Discussion。
+> - 有问题可以提交 Issue 。
 > - QQ 机器人存在被限制风险，请自行了解，谨慎使用。
 > - 由于程序处于开发中，可能消耗较多 token。
 
-## 麦麦MC项目MaiCraft（早期开发）
-[让麦麦玩MC](https://github.com/MaiM-with-u/Maicraft)
-
-交流群：1058573197
-
 ## 💬 讨论
 
 **技术交流群：**
@@ -80,7 +76,7 @@
 **聊天吹水群：**
 - [麦麦之闲聊群](https://qm.qq.com/q/JxvHZnxyec)
 
-**插件开发测试版群：**
+**插件开发/测试版讨论群：**
 - [插件开发群](https://qm.qq.com/q/1036092828)
 
 ## 📚 文档
@@ -89,7 +85,22 @@
 
 - [📚 核心 Wiki 文档](https://docs.mai-mai.org) - 项目最全面的文档中心，你可以了解麦麦有关的一切。
 
-### 设计理念(原始时代的火花)
+
+## 📚 衍生项目
+
+### MaiCraft（早期开发）
+[MaiCraft](https://github.com/MaiM-with-u/Maicraft)
+> 让麦麦具有玩MC能力的项目
+> 交流群：1058573197
+
+### MoFox_Bot
+[MoFox - 仓库地址](https://github.com/MoFox-Studio/MoFox-Core)
+> MoFox_Bot 是一个基于 MaiCore 0.10.0 snapshot.5 的增强型 fork 项目
+> 我们保留了原项目几乎所有核心功能，并在此基础上进行了深度优化与功能扩展，致力于打造一个更稳定、更智能、更具趣味性的 AI 智能体。
+
+
+
+## 设计理念(原始时代的火花)
 
 > **千石可乐说：**
 > - 这个项目最初只是为了给牛牛 bot 添加一点额外的功能，但是功能越写越多，最后决定重写。其目的是为了创造一个活跃在 QQ 群聊的"生命体"。目的并不是为了写一个功能齐全的机器人，而是一个尽可能让人感知到真实的类人存在。

bot.py

@@ -1,7 +1,6 @@
 import asyncio
 import hashlib
 import os
-import sys
 import time
 import platform
 import traceback
@@ -30,7 +29,7 @@ else:
         raise
 
 # 最早期初始化日志系统，确保所有后续模块都使用正确的日志格式
-from src.common.logger import initialize_logging, get_logger, shutdown_logging #noqa
+from src.common.logger import initialize_logging, get_logger, shutdown_logging  # noqa
 
 initialize_logging()
 
@@ -215,6 +214,7 @@ if __name__ == "__main__":
 
         # 初始化 WebSocket 日志推送
         from src.common.logger import initialize_ws_handler
+
         initialize_ws_handler(loop)
 
         try:

changelogs/changelog.md

@@ -1,6 +1,47 @@
 # Changelog
+## [0.11.5] - 2025-11-21
 
-## [0.11.3] - 2025-11-17
+## [0.11.4] - 2025-11-20
+### 🌟 主要更新内容
+- **首个官方 Web 管理界面上线**：在此版本之前，MaiBot 没有 WebUI，所有配置需手动编辑 TOML 文件
+- **认证系统**：Token 安全登录（支持系统生成 64 位随机令牌 / 自定义 Token），首次配置向导
+- **配置管理（可视化编辑，无需手动改 TOML）**：
+  - 麦麦主程序配置：基础设置、人格、表情、黑话、情绪等
+  - 模型提供商配置：OpenAI、Anthropic、DeepSeek、Qwen、Ollama 等
+  - 模型配置：对话/视觉/嵌入模型分配
+- **资源管理**：
+  - 表情包管理：查看、搜索、注册、封禁
+  - 表达方式管理：查看麦麦的表达记录
+  - 人物信息管理：查看联系人列表
+- **插件系统**：
+  - 插件市场浏览
+  - 一键安装/卸载/更新
+  - 版本兼容性检查
+  - 实时安装进度推送
+- **日志查看器**：
+  - WebSocket 实时日志流
+  - 日志级别过滤（DEBUG/INFO/WARNING/ERROR/CRITICAL）
+  - 搜索功能
+- **主题定制**：
+  - 浅色/深色/跟随系统
+  - 12 种主题色（6 单色 + 6 渐变色）
+  - 自定义颜色选择器
+- **全局搜索**：Cmd/Ctrl + K 快捷键，快速跳转任意页面
+
+### 细节
+- **技术栈**：
+  - 前端: React 19 + TypeScript + Vite + TanStack Router + shadcn/ui
+  - 后端: FastAPI + Uvicorn + WebSocket
+  - 特点: SPA 单页应用，前后端同端口，静态文件托管
+- **使用方式**：参照 template.env 文件更新 .env 文件，添加两个字段：
+  - `WEBUI_ENABLED=true`
+  - `WEBUI_MODE=production`
+- **WebUI 开源协议**：GPLv3
+- **WebUI 地址**：https://github.com/Mai-with-u/MaiBot-Dashboard
+
+告别手动编辑配置文件，享受现代化图形界面！
+
+## [0.11.3] - 2025-11-19
 ### 功能更改和修复
 - 优化记忆提取策略
 - 优化黑话提取

scripts/build_io_pairs.py

@@ -16,8 +16,6 @@ if PROJECT_ROOT not in sys.path:
     sys.path.insert(0, PROJECT_ROOT)
 
 
-
-
 SECONDS_5_MINUTES = 5 * 60
 
 

scripts/expression_scatter_analysis.py

@@ -12,7 +12,6 @@ project_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
 sys.path.insert(0, project_root)
 
 
-
 # 设置中文字体
 plt.rcParams["font.sans-serif"] = ["SimHei", "Microsoft YaHei", "DejaVu Sans"]
 plt.rcParams["axes.unicode_minus"] = False

scripts/mmipkg_tool.py

@@ -57,8 +57,8 @@ from src.common.database.database import db
 from src.common.database.database_model import Emoji
 
 # 常量定义
-MAGIC = b'MMIP'
-FOOTER_MAGIC = b'MMFF'
+MAGIC = b"MMIP"
+FOOTER_MAGIC = b"MMFF"
 VERSION = 1
 FOOTER_VERSION = 1
 
@@ -67,7 +67,7 @@ MAX_MANIFEST_SIZE = 200 * 1024 * 1024  # 200 MB
 MAX_PAYLOAD_SIZE = 10 * 1024 * 1024 * 1024  # 10 GB
 
 # 支持的图片格式
-SUPPORTED_FORMATS = {'.jpg', '.jpeg', '.png', '.gif', '.webp', '.avif', '.bmp'}
+SUPPORTED_FORMATS = {".jpg", ".jpeg", ".png", ".gif", ".webp", ".avif", ".bmp"}
 
 # 创建控制台对象
 console = Console()
@@ -75,6 +75,7 @@ console = Console()
 
 class MMIPKGError(Exception):
     """MMIPKG 相关错误"""
+
     pass
 
 
@@ -97,55 +98,55 @@ def get_image_info(file_path: str) -> Tuple[int, int, str]:
     try:
         with Image.open(file_path) as img:
             width, height = img.size
-            format_lower = img.format.lower() if img.format else 'unknown'
+            format_lower = img.format.lower() if img.format else "unknown"
             mime_map = {
-                'jpeg': 'image/jpeg',
-                'jpg': 'image/jpeg',
-                'png': 'image/png',
-                'gif': 'image/gif',
-                'webp': 'image/webp',
-                'avif': 'image/avif',
-                'bmp': 'image/bmp'
+                "jpeg": "image/jpeg",
+                "jpg": "image/jpeg",
+                "png": "image/png",
+                "gif": "image/gif",
+                "webp": "image/webp",
+                "avif": "image/avif",
+                "bmp": "image/bmp",
             }
-            mime_type = mime_map.get(format_lower, f'image/{format_lower}')
+            mime_type = mime_map.get(format_lower, f"image/{format_lower}")
             return width, height, mime_type
     except Exception as e:
         print(f"警告: 无法读取图片信息 {file_path}: {e}")
-        return 0, 0, 'image/unknown'
+        return 0, 0, "image/unknown"
 
 
-def reencode_image(file_path: str, output_format: str = 'webp', quality: int = 80) -> bytes:
+def reencode_image(file_path: str, output_format: str = "webp", quality: int = 80) -> bytes:
     """重新编码图片"""
     try:
         with Image.open(file_path) as img:
             # 转换为 RGB（如果需要）
-            if img.mode in ('RGBA', 'LA', 'P'):
-                if output_format.lower() == 'jpeg':
+            if img.mode in ("RGBA", "LA", "P"):
+                if output_format.lower() == "jpeg":
                     # JPEG 不支持透明度，转为白色背景
-                    background = Image.new('RGB', img.size, (255, 255, 255))
-                    if img.mode == 'P':
-                        img = img.convert('RGBA')
-                    background.paste(img, mask=img.split()[-1] if img.mode == 'RGBA' else None)
+                    background = Image.new("RGB", img.size, (255, 255, 255))
+                    if img.mode == "P":
+                        img = img.convert("RGBA")
+                    background.paste(img, mask=img.split()[-1] if img.mode == "RGBA" else None)
                     img = background
-                elif output_format.lower() == 'webp':
+                elif output_format.lower() == "webp":
                     # WebP 支持透明度
-                    if img.mode == 'P':
-                        img = img.convert('RGBA')
-            elif img.mode not in ('RGB', 'RGBA'):
-                img = img.convert('RGB')
+                    if img.mode == "P":
+                        img = img.convert("RGBA")
+            elif img.mode not in ("RGB", "RGBA"):
+                img = img.convert("RGB")
 
             # 编码图片
             output = io.BytesIO()
-            save_kwargs = {'format': output_format.upper()}
+            save_kwargs = {"format": output_format.upper()}
 
-            if output_format.lower() in {'jpeg', 'jpg'}:
-                save_kwargs['quality'] = quality
-                save_kwargs['optimize'] = True
-            elif output_format.lower() == 'webp':
-                save_kwargs['quality'] = quality
-                save_kwargs['method'] = 6  # 更好的压缩
-            elif output_format.lower() == 'png':
-                save_kwargs['optimize'] = True
+            if output_format.lower() in {"jpeg", "jpg"}:
+                save_kwargs["quality"] = quality
+                save_kwargs["optimize"] = True
+            elif output_format.lower() == "webp":
+                save_kwargs["quality"] = quality
+                save_kwargs["method"] = 6  # 更好的压缩
+            elif output_format.lower() == "png":
+                save_kwargs["optimize"] = True
 
             img.save(output, **save_kwargs)
             return output.getvalue()
@@ -156,11 +157,13 @@ def reencode_image(file_path: str, output_format: str = 'webp', quality: int = 8
 class MMIPKGPacker:
     """MMIPKG 打包器"""
 
-    def __init__(self, 
-                 use_compression: bool = True,
-                 zstd_level: int = 3,
-                 reencode: Optional[str] = None,
-                 reencode_quality: int = 80):
+    def __init__(
+        self,
+        use_compression: bool = True,
+        zstd_level: int = 3,
+        reencode: Optional[str] = None,
+        reencode_quality: int = 80,
+    ):
         self.use_compression = use_compression and zstd is not None
         self.zstd_level = zstd_level
         self.reencode = reencode
@@ -170,8 +173,9 @@ class MMIPKGPacker:
             print("警告: zstandard 未安装，将不使用压缩")
             self.use_compression = False
 
-    def pack_from_db(self, output_path: str, pack_name: Optional[str] = None,
-                     custom_manifest: Optional[Dict] = None) -> bool:
+    def pack_from_db(
+        self, output_path: str, pack_name: Optional[str] = None, custom_manifest: Optional[Dict] = None
+    ) -> bool:
         """从数据库导出已注册的表情包
 
         Args:
@@ -205,12 +209,14 @@ class MMIPKGPacker:
                 BarColumn(),
                 TextColumn("[progress.percentage]{task.percentage:>3.0f}%"),
                 TimeElapsedColumn(),
-                console=console
+                console=console,
             ) as progress:
                 task = progress.add_task("[cyan]扫描表情包...", total=emoji_count)
 
                 for idx, emoji in enumerate(emojis, 1):
-                    progress.update(task, description=f"[cyan]处理 {idx}/{emoji_count}: {os.path.basename(emoji.full_path)}")
+                    progress.update(
+                        task, description=f"[cyan]处理 {idx}/{emoji_count}: {os.path.basename(emoji.full_path)}"
+                    )
 
                     # 检查文件是否存在
                     if not os.path.exists(emoji.full_path):
@@ -224,10 +230,10 @@ class MMIPKGPacker:
                             img_bytes = reencode_image(emoji.full_path, self.reencode, self.reencode_quality)
                         except Exception as e:
                             console.print(f"  [yellow]警告: 重新编码失败，使用原始文件: {e}[/yellow]")
-                            with open(emoji.full_path, 'rb') as f:
+                            with open(emoji.full_path, "rb") as f:
                                 img_bytes = f.read()
                     else:
-                        with open(emoji.full_path, 'rb') as f:
+                        with open(emoji.full_path, "rb") as f:
                             img_bytes = f.read()
 
                     # 计算 SHA256
@@ -259,7 +265,7 @@ class MMIPKGPacker:
                             "emoji_hash": emoji.emoji_hash or "",
                             "is_registered": True,
                             "is_banned": emoji.is_banned or False,
-                        }
+                        },
                     }
 
                     items.append(item)
@@ -281,7 +287,7 @@ class MMIPKGPacker:
                 "p": pack_id,  # pack_id
                 "n": pack_name,  # pack_name
                 "t": datetime.now().isoformat(),  # created_at
-                "a": items  # items array
+                "a": items,  # items array
             }
 
             # 添加自定义字段
@@ -308,26 +314,28 @@ class MMIPKGPacker:
         except Exception as e:
             print(f"打包失败: {e}")
             import traceback
+
             traceback.print_exc()
             return False
         finally:
             if not db.is_closed():
                 db.close()
 
-    def _write_package(self, output_path: str, manifest_bytes: bytes, 
-                       image_data_list: List[bytes], payload_size: int) -> bool:
+    def _write_package(
+        self, output_path: str, manifest_bytes: bytes, image_data_list: List[bytes], payload_size: int
+    ) -> bool:
         """写入打包文件"""
         try:
-            with open(output_path, 'wb') as f:
+            with open(output_path, "wb") as f:
                 # 写入 Header (32 bytes)
                 flags = 0x01 if self.use_compression else 0x00
                 header = MAGIC  # 4 bytes
-                header += struct.pack('B', VERSION)  # 1 byte
-                header += struct.pack('B', flags)  # 1 byte
-                header += b'\x00\x00'  # 2 bytes reserved
-                header += struct.pack('>Q', payload_size)  # 8 bytes
-                header += struct.pack('>Q', len(manifest_bytes))  # 8 bytes
-                header += b'\x00' * 8  # 8 bytes reserved
+                header += struct.pack("B", VERSION)  # 1 byte
+                header += struct.pack("B", flags)  # 1 byte
+                header += b"\x00\x00"  # 2 bytes reserved
+                header += struct.pack(">Q", payload_size)  # 8 bytes
+                header += struct.pack(">Q", len(manifest_bytes))  # 8 bytes
+                header += b"\x00" * 8  # 8 bytes reserved
 
                 assert len(header) == 32, f"Header size mismatch: {len(header)}"
                 f.write(header)
@@ -342,7 +350,7 @@ class MMIPKGPacker:
 
                     with compressor.stream_writer(f, closefd=False) as writer:
                         # 写入 manifest
-                        manifest_len_bytes = struct.pack('>I', len(manifest_bytes))
+                        manifest_len_bytes = struct.pack(">I", len(manifest_bytes))
                         writer.write(manifest_len_bytes)
                         writer.write(manifest_bytes)
                         payload_sha.update(manifest_len_bytes)
@@ -355,13 +363,13 @@ class MMIPKGPacker:
                             BarColumn(),
                             TextColumn("[progress.percentage]{task.percentage:>3.0f}%"),
                             TimeRemainingColumn(),
-                            console=console
+                            console=console,
                         ) as progress:
                             task = progress.add_task("[green]压缩写入图片...", total=len(image_data_list))
 
                             for idx, img_bytes in enumerate(image_data_list, 1):
                                 progress.update(task, description=f"[green]压缩写入 {idx}/{len(image_data_list)}")
-                                img_len_bytes = struct.pack('>I', len(img_bytes))
+                                img_len_bytes = struct.pack(">I", len(img_bytes))
                                 writer.write(img_len_bytes)
                                 writer.write(img_bytes)
                                 payload_sha.update(img_len_bytes)
@@ -370,7 +378,7 @@ class MMIPKGPacker:
                 else:
                     # 不压缩，直接写入
                     # 写入 manifest
-                    manifest_len_bytes = struct.pack('>I', len(manifest_bytes))
+                    manifest_len_bytes = struct.pack(">I", len(manifest_bytes))
                     f.write(manifest_len_bytes)
                     f.write(manifest_bytes)
                     payload_sha.update(manifest_len_bytes)
@@ -383,13 +391,13 @@ class MMIPKGPacker:
                         BarColumn(),
                         TextColumn("[progress.percentage]{task.percentage:>3.0f}%"),
                         TimeRemainingColumn(),
-                        console=console
+                        console=console,
                     ) as progress:
                         task = progress.add_task("[green]写入图片...", total=len(image_data_list))
 
                         for idx, img_bytes in enumerate(image_data_list, 1):
                             progress.update(task, description=f"[green]写入 {idx}/{len(image_data_list)}")
-                            img_len_bytes = struct.pack('>I', len(img_bytes))
+                            img_len_bytes = struct.pack(">I", len(img_bytes))
                             f.write(img_len_bytes)
                             f.write(img_bytes)
                             payload_sha.update(img_len_bytes)
@@ -400,8 +408,8 @@ class MMIPKGPacker:
                 file_sha256 = payload_sha.digest()
                 footer = FOOTER_MAGIC  # 4 bytes
                 footer += file_sha256  # 32 bytes
-                footer += struct.pack('B', FOOTER_VERSION)  # 1 byte
-                footer += b'\x00' * 3  # 3 bytes reserved
+                footer += struct.pack("B", FOOTER_VERSION)  # 1 byte
+                footer += b"\x00" * 3  # 3 bytes reserved
 
                 assert len(footer) == 40, f"Footer size mismatch: {len(footer)}"
                 f.write(footer)
@@ -419,6 +427,7 @@ class MMIPKGPacker:
         except Exception as e:
             print(f"写入文件失败: {e}")
             import traceback
+
             traceback.print_exc()
             return False
 
@@ -429,10 +438,9 @@ class MMIPKGUnpacker:
     def __init__(self, verify_sha: bool = True):
         self.verify_sha = verify_sha
 
-    def import_to_db(self, package_path: str, 
-                     output_dir: Optional[str] = None,
-                     replace_existing: bool = False,
-                     batch_size: int = 500) -> bool:
+    def import_to_db(
+        self, package_path: str, output_dir: Optional[str] = None, replace_existing: bool = False, batch_size: int = 500
+    ) -> bool:
         """导入到数据库"""
         try:
             if not os.path.exists(package_path):
@@ -451,7 +459,7 @@ class MMIPKGUnpacker:
 
             print(f"正在读取包: {package_path}")
 
-            with open(package_path, 'rb') as f:
+            with open(package_path, "rb") as f:
                 # 读取 Header
                 header = f.read(32)
                 if len(header) != 32:
@@ -461,15 +469,15 @@ class MMIPKGUnpacker:
                 if magic != MAGIC:
                     raise MMIPKGError(f"无效的 MAGIC: {magic}")
 
-                version = struct.unpack('B', header[4:5])[0]
+                version = struct.unpack("B", header[4:5])[0]
                 if version != VERSION:
                     print(f"警告: 包版本 {version} 与当前版本 {VERSION} 不匹配")
 
-                flags = struct.unpack('B', header[5:6])[0]
+                flags = struct.unpack("B", header[5:6])[0]
                 is_compressed = bool(flags & 0x01)
 
-                payload_uncompressed_len = struct.unpack('>Q', header[8:16])[0]
-                manifest_uncompressed_len = struct.unpack('>Q', header[16:24])[0]
+                payload_uncompressed_len = struct.unpack(">Q", header[8:16])[0]
+                manifest_uncompressed_len = struct.unpack(">Q", header[16:24])[0]
 
                 # 安全检查
                 if manifest_uncompressed_len > MAX_MANIFEST_SIZE:
@@ -519,7 +527,9 @@ class MMIPKGUnpacker:
                         # 方法2：如果流式失败，尝试直接解压（兼容旧格式）
                         print(f"  流式解压失败，尝试直接解压: {e}")
                         try:
-                            payload_data = decompressor.decompress(compressed_data, max_output_size=payload_uncompressed_len)
+                            payload_data = decompressor.decompress(
+                                compressed_data, max_output_size=payload_uncompressed_len
+                            )
                         except Exception as e2:
                             raise MMIPKGError(f"解压失败: {e2}") from e2
                 else:
@@ -537,7 +547,7 @@ class MMIPKGUnpacker:
 
                 # 读取 manifest
                 manifest_len_bytes = payload_stream.read(4)
-                manifest_len = struct.unpack('>I', manifest_len_bytes)[0]
+                manifest_len = struct.unpack(">I", manifest_len_bytes)[0]
                 manifest_bytes = payload_stream.read(manifest_len)
                 manifest = msgpack.unpackb(manifest_bytes, raw=False)
 
@@ -553,20 +563,21 @@ class MMIPKGUnpacker:
                 print(f"  表情包数量: {len(items)}")
 
                 # 导入表情包
-                return self._import_items(payload_stream, items, output_dir, 
-                                         replace_existing, batch_size)
+                return self._import_items(payload_stream, items, output_dir, replace_existing, batch_size)
 
         except Exception as e:
             print(f"导入失败: {e}")
             import traceback
+
             traceback.print_exc()
             return False
         finally:
             if not db.is_closed():
                 db.close()
 
-    def _import_items(self, payload_stream: BinaryIO, items: List[Dict],
-                      output_dir: str, replace_existing: bool, batch_size: int) -> bool:
+    def _import_items(
+        self, payload_stream: BinaryIO, items: List[Dict], output_dir: str, replace_existing: bool, batch_size: int
+    ) -> bool:
         """导入 items 到数据库"""
         try:
             imported_count = 0
@@ -581,7 +592,7 @@ class MMIPKGUnpacker:
                     BarColumn(),
                     TextColumn("[progress.percentage]{task.percentage:>3.0f}%"),
                     TimeRemainingColumn(),
-                    console=console
+                    console=console,
                 ) as progress:
                     task = progress.add_task("[cyan]导入表情包...", total=len(items))
 
@@ -597,7 +608,7 @@ class MMIPKGUnpacker:
                                 progress.advance(task)
                                 continue
 
-                            img_len = struct.unpack('>I', img_len_bytes)[0]
+                            img_len = struct.unpack(">I", img_len_bytes)[0]
                             img_bytes = payload_stream.read(img_len)
 
                             if len(img_bytes) != img_len:
@@ -641,7 +652,7 @@ class MMIPKGUnpacker:
                                     file_path = os.path.join(output_dir, filename)
                                     counter += 1
 
-                            with open(file_path, 'wb') as img_file:
+                            with open(file_path, "wb") as img_file:
                                 img_file.write(img_bytes)
 
                             # 准备数据库记录
@@ -700,6 +711,7 @@ class MMIPKGUnpacker:
         except Exception as e:
             console.print(f"[red]导入 items 失败: {e}[/red]")
             import traceback
+
             traceback.print_exc()
             return False
 
@@ -719,8 +731,9 @@ def print_menu():
     console.print("  [2] [bold]导入表情包[/bold] (从 .mmipkg 文件导入到数据库)")
     console.print("  [0] [bold]退出[/bold]")
     console.print()
-def get_input(prompt: str, default: Optional[str] = None, 
-              choices: Optional[List[str]] = None) -> str:
+
+
+def get_input(prompt: str, default: Optional[str] = None, choices: Optional[List[str]] = None) -> str:
     """获取用户输入"""
     if default:
         prompt = f"{prompt} (默认: {default})"
@@ -760,9 +773,9 @@ def get_yes_no(prompt: str, default: bool = False) -> bool:
             if not value:
                 return default
 
-            if value in ('y', 'yes', '是'):
+            if value in ("y", "yes", "是"):
                 return True
-            elif value in ('n', 'no', '否'):
+            elif value in ("n", "no", "否"):
                 return False
             else:
                 console.print("  [yellow]⚠ 请输入 y/yes/是 或 n/no/否[/yellow]")
@@ -843,8 +856,8 @@ def interactive_export():
     output_path = get_input("  输出文件路径", default_filename)
 
     # 确保有 .mmipkg 扩展名
-    if not output_path.endswith('.mmipkg'):
-        output_path += '.mmipkg'
+    if not output_path.endswith(".mmipkg"):
+        output_path += ".mmipkg"
 
     # 获取包名称
     default_pack_name = f"MaiBot表情包_{datetime.now().strftime('%Y%m%d')}"
@@ -853,9 +866,7 @@ def interactive_export():
     # 自定义 manifest
     console.print("\n[yellow]2. 包信息设置（可选）[/yellow]")
     if get_yes_no("  是否添加包的作者和介绍信息", False):
-        custom_manifest = {
-            "author": author
-        } if (author := input("  作者名称（可选）: ").strip()) else {}
+        custom_manifest = {"author": author} if (author := input("  作者名称（可选）: ").strip()) else {}
 
         # 介绍信息
         console.print("  包介绍（限制 100 字以内）:")
@@ -888,9 +899,9 @@ def interactive_export():
         console.print("    webp: 推荐，体积小且支持透明度")
         console.print("    jpeg: 最小体积，但不支持透明度")
         console.print("    png:  无损，文件较大")
-        reencode = get_input("  选择格式", "webp", ['webp', 'jpeg', 'png'])
+        reencode = get_input("  选择格式", "webp", ["webp", "jpeg", "png"])
 
-        quality = get_int("  编码质量", 80, 1, 100) if reencode in ('webp', 'jpeg') else 80
+        quality = get_int("  编码质量", 80, 1, 100) if reencode in ("webp", "jpeg") else 80
     else:
         reencode = None
         quality = 80
@@ -920,10 +931,7 @@ def interactive_export():
     # 开始导出
     console.print("\n[cyan]开始导出...[/cyan]")
     packer = MMIPKGPacker(
-        use_compression=use_compression,
-        zstd_level=zstd_level,
-        reencode=reencode,
-        reencode_quality=quality
+        use_compression=use_compression, zstd_level=zstd_level, reencode=reencode, reencode_quality=quality
     )
 
     success = packer.pack_from_db(output_path, pack_name, custom_manifest)
@@ -944,11 +952,11 @@ def interactive_import():
 
     # 选择导入模式
     print_import_mode_selection()
-    import_mode = get_input("请选择", "1", ['1', '2'])
+    import_mode = get_input("请选择", "1", ["1", "2"])
 
     input_files = []
 
-    if import_mode == '1':
+    if import_mode == "1":
         # 自动扫描模式
         import_dir = os.path.join(PROJECT_ROOT, "data", "import_emoji")
         os.makedirs(import_dir, exist_ok=True)
@@ -957,7 +965,7 @@ def interactive_import():
 
         # 查找所有 .mmipkg 文件
         for file in os.listdir(import_dir):
-            if file.endswith('.mmipkg'):
+            if file.endswith(".mmipkg"):
                 file_path = os.path.join(import_dir, file)
                 if os.path.isfile(file_path):
                     input_files.append(file_path)
@@ -1032,7 +1040,7 @@ def interactive_import():
         BarColumn(),
         TextColumn("[progress.percentage]{task.percentage:>3.0f}%"),
         TimeElapsedColumn(),
-        console=console
+        console=console,
     ) as progress:
         task = progress.add_task("[cyan]导入文件...", total=len(input_files))
 
@@ -1044,10 +1052,7 @@ def interactive_import():
             console.print(f"[bold]{'=' * 70}[/bold]")
 
             success = unpacker.import_to_db(
-                input_path,
-                output_dir=output_dir,
-                replace_existing=replace_existing,
-                batch_size=batch_size
+                input_path, output_dir=output_dir, replace_existing=replace_existing, batch_size=batch_size
             )
 
             if success:
@@ -1076,16 +1081,16 @@ def main():
         while True:
             print_menu()
             try:
-                choice = get_input("请选择", "1", ['0', '1', '2'])
+                choice = get_input("请选择", "1", ["0", "1", "2"])
             except KeyboardInterrupt:
                 console.print("\n[green]再见！[/green]")
                 return 0
 
-            if choice == '0':
+            if choice == "0":
                 console.print("\n[green]再见！[/green]")
                 return 0
 
-            elif choice == '1':
+            elif choice == "1":
                 try:
                     interactive_export()
                 except KeyboardInterrupt:
@@ -1093,6 +1098,7 @@ def main():
                 except Exception as e:
                     console.print(f"\n[red]✗ 发生错误: {e}[/red]")
                     import traceback
+
                     traceback.print_exc()
 
                 try:
@@ -1100,7 +1106,7 @@ def main():
                 except (KeyboardInterrupt, EOFError):
                     pass
 
-            elif choice == '2':
+            elif choice == "2":
                 try:
                     interactive_import()
                 except KeyboardInterrupt:
@@ -1108,6 +1114,7 @@ def main():
                 except Exception as e:
                     console.print(f"\n[red]✗ 发生错误: {e}[/red]")
                     import traceback
+
                     traceback.print_exc()
 
                 try:
@@ -1121,5 +1128,5 @@ def main():
     return 0
 
 
-if __name__ == '__main__':
+if __name__ == "__main__":
     sys.exit(main())

src/chat/heart_flow/heartFC_chat.py

@@ -334,7 +334,6 @@ class HeartFChatting:
             self.consecutive_no_reply_count = 0
             reason = ""
 
-
             await database_api.store_action_info(
                 chat_stream=self.chat_stream,
                 action_build_into_prompt=False,

src/chat/knowledge/__init__.py

@@ -30,9 +30,11 @@ DATA_PATH = os.path.join(ROOT_PATH, "data")
 qa_manager = None
 inspire_manager = None
 
+
 def get_qa_manager():
     return qa_manager
 
+
 def lpmm_start_up():  # sourcery skip: extract-duplicate-method
     # 检查LPMM知识库是否启用
     if global_config.lpmm_knowledge.enable:

src/chat/knowledge/qa_manager.py

@@ -128,11 +128,10 @@ class QAManager:
             selected_knowledge = knowledge[:limit]
 
             formatted_knowledge = [
-                f"第{i + 1}条知识：{k[0]}\n 该条知识对于问题的相关性：{k[1]}"
-                for i, k in enumerate(selected_knowledge)
+                f"第{i + 1}条知识：{k[0]}\n 该条知识对于问题的相关性：{k[1]}" for i, k in enumerate(selected_knowledge)
             ]
             # if max_score is not None:
-                # formatted_knowledge.insert(0, f"最高相关系数：{max_score}")
+            # formatted_knowledge.insert(0, f"最高相关系数：{max_score}")
 
             found_knowledge = "\n".join(formatted_knowledge)
             if len(found_knowledge) > MAX_KNOWLEDGE_LENGTH:

src/chat/replyer/group_generator.py

@@ -226,7 +226,9 @@ class DefaultReplyer:
             traceback.print_exc()
             return False, llm_response
 
-    async def build_expression_habits(self, chat_history: str, target: str, reply_reason: str = "") -> Tuple[str, List[int]]:
+    async def build_expression_habits(
+        self, chat_history: str, target: str, reply_reason: str = ""
+    ) -> Tuple[str, List[int]]:
         # sourcery skip: for-append-to-extend
         """构建表达习惯块
 

src/chat/replyer/private_generator.py

@@ -241,7 +241,9 @@ class PrivateReplyer:
 
         return f"{sender_relation}"
 
-    async def build_expression_habits(self, chat_history: str, target: str, reply_reason: str = "") -> Tuple[str, List[int]]:
+    async def build_expression_habits(
+        self, chat_history: str, target: str, reply_reason: str = ""
+    ) -> Tuple[str, List[int]]:
         # sourcery skip: for-append-to-extend
         """构建表达习惯块
 

src/common/logger.py

@@ -204,8 +204,9 @@ class WebSocketLogHandler(logging.Handler):
             message = formatted_msg
             try:
                 import json
+
                 log_dict = json.loads(formatted_msg)
-                message = log_dict.get('event', formatted_msg)
+                message = log_dict.get("event", formatted_msg)
             except (json.JSONDecodeError, ValueError):
                 # 不是 JSON,直接使用消息
                 message = formatted_msg
@@ -228,10 +229,7 @@ class WebSocketLogHandler(logging.Handler):
                 import asyncio
                 from src.webui.logs_ws import broadcast_log
 
-                asyncio.run_coroutine_threadsafe(
-                    broadcast_log(log_data),
-                    self.loop
-                )
+                asyncio.run_coroutine_threadsafe(broadcast_log(log_data), self.loop)
             except Exception:
                 # WebSocket 推送失败不影响日志记录
                 pass

src/express/expression_learner.py

@@ -467,11 +467,7 @@ class ExpressionLearner:
         up_content: str,
         current_time: float,
     ) -> None:
-        expr_obj = (
-            Expression.select()
-            .where((Expression.chat_id == self.chat_id) & (Expression.style == style))
-            .first()
-        )
+        expr_obj = Expression.select().where((Expression.chat_id == self.chat_id) & (Expression.style == style)).first()
 
         if expr_obj:
             await self._update_existing_expression(

src/express/expression_selector.py

@@ -42,8 +42,6 @@ def init_prompt():
     Prompt(expression_evaluation_prompt, "expression_evaluation_prompt")
 
 
-
-
 class ExpressionSelector:
     def __init__(self):
         self.llm_model = LLMRequest(
@@ -262,7 +260,6 @@ class ExpressionSelector:
             # 4. 调用LLM
             content, (reasoning_content, model_name, _) = await self.llm_model.generate_response_async(prompt=prompt)
 
-            
             # print(prompt)
 
             if not content:

src/jargon/jargon_miner.py

@@ -36,10 +36,7 @@ def _contains_bot_self_name(content: str) -> bool:
 
     target = content.strip().lower()
     nickname = str(getattr(bot_config, "nickname", "") or "").strip().lower()
-    alias_names = [
-        str(alias or "").strip().lower()
-        for alias in getattr(bot_config, "alias_names", []) or []
-    ]
+    alias_names = [str(alias or "").strip().lower() for alias in getattr(bot_config, "alias_names", []) or []]
 
     candidates = [name for name in [nickname, *alias_names] if name]
 
@@ -188,9 +185,7 @@ async def _enrich_raw_content_if_needed(
                 # 获取该消息的前三条消息
                 try:
                     previous_messages = get_raw_msg_before_timestamp_with_chat(
-                        chat_id=chat_id,
-                        timestamp=target_message.time,
-                        limit=3
+                        chat_id=chat_id, timestamp=target_message.time, limit=3
                     )
 
                     if previous_messages:
@@ -245,7 +240,7 @@ def _should_infer_meaning(jargon_obj: Jargon) -> bool:
     last_inference = jargon_obj.last_inference_count or 0
 
     # 阈值列表：3,6, 10, 20, 40, 60, 100
-    thresholds = [3,6, 10, 20, 40, 60, 100]
+    thresholds = [3, 6, 10, 20, 40, 60, 100]
 
     if count < thresholds[0]:
         return False
@@ -311,7 +306,9 @@ class JargonMiner:
             raw_content_list = []
             if raw_content_str:
                 try:
-                    raw_content_list = json.loads(raw_content_str) if isinstance(raw_content_str, str) else raw_content_str
+                    raw_content_list = (
+                        json.loads(raw_content_str) if isinstance(raw_content_str, str) else raw_content_str
+                    )
                     if not isinstance(raw_content_list, list):
                         raw_content_list = [raw_content_list] if raw_content_list else []
                 except (json.JSONDecodeError, TypeError):
@@ -360,7 +357,6 @@ class JargonMiner:
                 jargon_obj.save()
                 return
 
-
             # 步骤2: 仅基于content推断
             prompt2 = await global_prompt_manager.format_prompt(
                 "jargon_inference_content_only_prompt",
@@ -388,7 +384,6 @@ class JargonMiner:
                 logger.error(f"jargon {content} 推断2解析失败: {e}")
                 return
 
-
             logger.info(f"jargon {content} 推断2提示词: {prompt2}")
             logger.info(f"jargon {content} 推断2结果: {response2}")
             logger.info(f"jargon {content} 推断1提示词: {prompt1}")
@@ -457,7 +452,9 @@ class JargonMiner:
                 jargon_obj.is_complete = True
 
             jargon_obj.save()
-            logger.debug(f"jargon {content} 推断完成: is_jargon={is_jargon}, meaning={jargon_obj.meaning}, last_inference_count={jargon_obj.last_inference_count}, is_complete={jargon_obj.is_complete}")
+            logger.debug(
+                f"jargon {content} 推断完成: is_jargon={is_jargon}, meaning={jargon_obj.meaning}, last_inference_count={jargon_obj.last_inference_count}, is_complete={jargon_obj.is_complete}"
+            )
 
             # 固定输出推断结果，格式化为可读形式
             if is_jargon:
@@ -475,6 +472,7 @@ class JargonMiner:
         except Exception as e:
             logger.error(f"jargon推断失败: {e}")
             import traceback
+
             traceback.print_exc()
 
     def should_trigger(self) -> bool:
@@ -571,10 +569,7 @@ class JargonMiner:
                         if _contains_bot_self_name(content):
                             logger.debug(f"解析阶段跳过包含机器人昵称/别名的词条: {content}")
                             continue
-                        entries.append({
-                            "content": content,
-                            "raw_content": raw_content_list
-                        })
+                        entries.append({"content": content, "raw_content": raw_content_list})
             except Exception as e:
                 logger.error(f"解析jargon JSON失败: {e}; 原始: {response}")
                 return
@@ -612,19 +607,10 @@ class JargonMiner:
                     # 根据all_global配置决定查询逻辑
                     if global_config.jargon.all_global:
                         # 开启all_global：无视chat_id，查询所有content匹配的记录（所有记录都是全局的）
-                        query = (
-                            Jargon.select()
-                            .where(Jargon.content == content)
-                        )
+                        query = Jargon.select().where(Jargon.content == content)
                     else:
                         # 关闭all_global：只查询chat_id匹配的记录（不考虑is_global）
-                        query = (
-                            Jargon.select()
-                            .where(
-                                (Jargon.chat_id == self.chat_id) &
-                                (Jargon.content == content)
-                            )
-                        )
+                        query = Jargon.select().where((Jargon.chat_id == self.chat_id) & (Jargon.content == content))
 
                     if query.exists():
                         obj = query.get()
@@ -637,7 +623,9 @@ class JargonMiner:
                         existing_raw_content = []
                         if obj.raw_content:
                             try:
-                                existing_raw_content = json.loads(obj.raw_content) if isinstance(obj.raw_content, str) else obj.raw_content
+                                existing_raw_content = (
+                                    json.loads(obj.raw_content) if isinstance(obj.raw_content, str) else obj.raw_content
+                                )
                                 if not isinstance(existing_raw_content, list):
                                     existing_raw_content = [existing_raw_content] if existing_raw_content else []
                             except (json.JSONDecodeError, TypeError):
@@ -676,7 +664,7 @@ class JargonMiner:
                             raw_content=json.dumps(raw_content_list, ensure_ascii=False),
                             chat_id=self.chat_id,
                             is_global=is_global_new,
-                            count=1
+                            count=1,
                         )
                         saved += 1
                 except Exception as e:
@@ -720,11 +708,7 @@ async def extract_and_store_jargon(chat_id: str) -> None:
 
 
 def search_jargon(
-    keyword: str,
-    chat_id: Optional[str] = None,
-    limit: int = 10,
-    case_sensitive: bool = False,
-    fuzzy: bool = True
+    keyword: str, chat_id: Optional[str] = None, limit: int = 10, case_sensitive: bool = False, fuzzy: bool = True
 ) -> List[Dict[str, str]]:
     """
     搜索jargon，支持大小写不敏感和模糊搜索
@@ -747,10 +731,7 @@ def search_jargon(
     keyword = keyword.strip()
 
     # 构建查询
-    query = Jargon.select(
-        Jargon.content,
-        Jargon.meaning
-    )
+    query = Jargon.select(Jargon.content, Jargon.meaning)
 
     # 构建搜索条件
     if case_sensitive:
@@ -760,7 +741,7 @@ def search_jargon(
             search_condition = Jargon.content.contains(keyword)
         else:
             # 精确匹配
-            search_condition = (Jargon.content == keyword)
+            search_condition = Jargon.content == keyword
     else:
         # 大小写不敏感
         if fuzzy:
@@ -768,7 +749,7 @@ def search_jargon(
             search_condition = fn.LOWER(Jargon.content).contains(keyword.lower())
         else:
             # 精确匹配（使用LOWER函数）
-            search_condition = (fn.LOWER(Jargon.content) == keyword.lower())
+            search_condition = fn.LOWER(Jargon.content) == keyword.lower()
 
     query = query.where(search_condition)
 
@@ -779,14 +760,10 @@ def search_jargon(
     else:
         # 关闭all_global：如果提供了chat_id，优先搜索该聊天或global的jargon
         if chat_id:
-            query = query.where(
-                (Jargon.chat_id == chat_id) | Jargon.is_global
-            )
+            query = query.where((Jargon.chat_id == chat_id) | Jargon.is_global)
 
     # 只返回有meaning的记录
-    query = query.where(
-        (Jargon.meaning.is_null(False)) & (Jargon.meaning != "")
-    )
+    query = query.where((Jargon.meaning.is_null(False)) & (Jargon.meaning != ""))
 
     # 按count降序排序，优先返回出现频率高的
     query = query.order_by(Jargon.count.desc())
@@ -797,10 +774,7 @@ def search_jargon(
     # 执行查询并返回结果
     results = []
     for jargon in query:
-        results.append({
-            "content": jargon.content or "",
-            "meaning": jargon.meaning or ""
-        })
+        results.append({"content": jargon.content or "", "meaning": jargon.meaning or ""})
 
     return results
 
@@ -840,10 +814,7 @@ async def store_jargon_from_answer(jargon_keyword: str, answer: str, chat_id: st
         if global_config.jargon.all_global:
             query = Jargon.select().where(Jargon.content == jargon_keyword)
         else:
-            query = Jargon.select().where(
-                (Jargon.chat_id == chat_id) &
-                (Jargon.content == jargon_keyword)
-            )
+            query = Jargon.select().where((Jargon.chat_id == chat_id) & (Jargon.content == jargon_keyword))
 
         if query.exists():
             # 更新现有记录
@@ -854,7 +825,9 @@ async def store_jargon_from_answer(jargon_keyword: str, answer: str, chat_id: st
             existing_raw_content = []
             if obj.raw_content:
                 try:
-                    existing_raw_content = json.loads(obj.raw_content) if isinstance(obj.raw_content, str) else obj.raw_content
+                    existing_raw_content = (
+                        json.loads(obj.raw_content) if isinstance(obj.raw_content, str) else obj.raw_content
+                    )
                     if not isinstance(existing_raw_content, list):
                         existing_raw_content = [existing_raw_content] if existing_raw_content else []
                 except (json.JSONDecodeError, TypeError):
@@ -877,11 +850,9 @@ async def store_jargon_from_answer(jargon_keyword: str, answer: str, chat_id: st
                 raw_content=json.dumps([raw_content], ensure_ascii=False),
                 chat_id=chat_id,
                 is_global=is_global_new,
-                count=1
+                count=1,
             )
             logger.info(f"创建新jargon记录: {jargon_keyword}")
 
     except Exception as e:
         logger.error(f"存储jargon失败: {e}")
-
-

src/llm_models/payload_content/message.py

@@ -116,9 +116,7 @@ class MessageBuilder:
         构建消息对象
         :return: Message对象
         """
-        if len(self.__content) == 0 and not (
-            self.__role == RoleType.Assistant and self.__tool_calls
-        ):
+        if len(self.__content) == 0 and not (self.__role == RoleType.Assistant and self.__tool_calls):
             raise ValueError("内容不能为空")
         if self.__role == RoleType.Tool and self.__tool_call_id is None:
             raise ValueError("Tool角色的工具调用ID不能为空")

src/main.py

@@ -47,6 +47,7 @@ class MainSystem:
         """注册 WebUI API 路由"""
         try:
             from src.webui.routes import router as webui_router
+
             self.server.register_router(webui_router)
             logger.info("WebUI API 路由已注册")
         except Exception as e:
@@ -55,6 +56,7 @@ class MainSystem:
     def _setup_webui(self):
         """设置 WebUI（根据环境变量决定模式）"""
         import os
+
         webui_enabled = os.getenv("WEBUI_ENABLED", "false").lower() == "true"
         if not webui_enabled:
             logger.info("WebUI 已禁用")
@@ -64,6 +66,7 @@ class MainSystem:
 
         try:
             from src.webui.manager import setup_webui
+
             setup_webui(mode=webui_mode)
         except Exception as e:
             logger.error(f"设置 WebUI 失败: {e}")

src/memory_system/memory_retrieval.py

@@ -17,7 +17,7 @@ from src.llm_models.payload_content.message import MessageBuilder, RoleType, Mes
 logger = get_logger("memory_retrieval")
 
 THINKING_BACK_NOT_FOUND_RETENTION_SECONDS = 3600  # 未找到答案记录保留时长
-THINKING_BACK_CLEANUP_INTERVAL_SECONDS = 300      # 清理频率
+THINKING_BACK_CLEANUP_INTERVAL_SECONDS = 300  # 清理频率
 _last_not_found_cleanup_ts: float = 0.0
 
 
@@ -33,10 +33,7 @@ def _cleanup_stale_not_found_thinking_back() -> None:
     try:
         deleted_rows = (
             ThinkingBack.delete()
-            .where(
-                (ThinkingBack.found_answer == 0) &
-                (ThinkingBack.update_time < threshold_time)
-            )
+            .where((ThinkingBack.found_answer == 0) & (ThinkingBack.update_time < threshold_time))
             .execute()
         )
         if deleted_rows:
@@ -45,6 +42,7 @@ def _cleanup_stale_not_found_thinking_back() -> None:
     except Exception as e:
         logger.error(f"清理未找到答案的thinking_back记录失败: {e}")
 
+
 def init_memory_retrieval_prompt():
     """初始化记忆检索相关的 prompt 模板和工具"""
     # 首先注册所有工具
@@ -221,10 +219,7 @@ def _parse_react_response(response: str) -> Optional[Dict[str, Any]]:
         return None
 
 
-async def _retrieve_concepts_with_jargon(
-    concepts: List[str],
-    chat_id: str
-) -> str:
+async def _retrieve_concepts_with_jargon(concepts: List[str], chat_id: str) -> str:
     """对概念列表进行jargon检索
 
     Args:
@@ -246,25 +241,13 @@ async def _retrieve_concepts_with_jargon(
             continue
 
         # 先尝试精确匹配
-        jargon_results = search_jargon(
-            keyword=concept,
-            chat_id=chat_id,
-            limit=10,
-            case_sensitive=False,
-            fuzzy=False
-        )
+        jargon_results = search_jargon(keyword=concept, chat_id=chat_id, limit=10, case_sensitive=False, fuzzy=False)
 
         is_fuzzy_match = False
 
         # 如果精确匹配未找到，尝试模糊搜索
         if not jargon_results:
-            jargon_results = search_jargon(
-                keyword=concept,
-                chat_id=chat_id,
-                limit=10,
-                case_sensitive=False,
-                fuzzy=True
-            )
+            jargon_results = search_jargon(keyword=concept, chat_id=chat_id, limit=10, case_sensitive=False, fuzzy=True)
             is_fuzzy_match = True
 
         if jargon_results:
@@ -298,11 +281,7 @@ async def _retrieve_concepts_with_jargon(
 
 
 async def _react_agent_solve_question(
-    question: str,
-    chat_id: str,
-    max_iterations: int = 5,
-    timeout: float = 30.0,
-    initial_info: str = ""
+    question: str, chat_id: str, max_iterations: int = 5, timeout: float = 30.0, initial_info: str = ""
 ) -> Tuple[bool, str, List[Dict[str, Any]], bool]:
     """使用ReAct架构的Agent来解决问题
 
@@ -343,11 +322,12 @@ async def _react_agent_solve_question(
         remaining_iterations = max_iterations - current_iteration
         is_final_iteration = current_iteration >= max_iterations
 
-        
         if is_final_iteration:
             # 最后一次迭代，使用最终prompt
             tool_definitions = []
-            logger.info(f"ReAct Agent 第 {iteration + 1} 次迭代，问题: {question}|可用工具数量: 0（最后一次迭代，不提供工具调用）")
+            logger.info(
+                f"ReAct Agent 第 {iteration + 1} 次迭代，问题: {question}|可用工具数量: 0（最后一次迭代，不提供工具调用）"
+            )
 
             prompt = await global_prompt_manager.format_prompt(
                 "memory_retrieval_react_final_prompt",
@@ -370,7 +350,9 @@ async def _react_agent_solve_question(
         else:
             # 非最终迭代，使用head_prompt
             tool_definitions = tool_registry.get_tool_definitions()
-            logger.info(f"ReAct Agent 第 {iteration + 1} 次迭代，问题: {question}|可用工具数量: {len(tool_definitions)}")
+            logger.info(
+                f"ReAct Agent 第 {iteration + 1} 次迭代，问题: {question}|可用工具数量: {len(tool_definitions)}"
+            )
 
             head_prompt = await global_prompt_manager.format_prompt(
                 "memory_retrieval_react_prompt_head",
@@ -401,7 +383,7 @@ async def _react_agent_solve_question(
                 # 优化日志展示 - 合并所有消息到一条日志
                 log_lines = []
                 for idx, msg in enumerate(messages, 1):
-                    role_name = msg.role.value if hasattr(msg.role, 'value') else str(msg.role)
+                    role_name = msg.role.value if hasattr(msg.role, "value") else str(msg.role)
 
                     # 处理内容 - 显示完整内容，不截断
                     if isinstance(msg.content, str):
@@ -437,14 +419,22 @@ async def _react_agent_solve_question(
 
                 return messages
 
-            success, response, reasoning_content, model_name, tool_calls = await llm_api.generate_with_model_with_tools_by_message_factory(
+            (
+                success,
+                response,
+                reasoning_content,
+                model_name,
+                tool_calls,
+            ) = await llm_api.generate_with_model_with_tools_by_message_factory(
                 message_factory,
                 model_config=model_config.model_task_config.tool_use,
                 tool_options=tool_definitions,
                 request_type="memory.react",
             )
 
-        logger.info(f"ReAct Agent 第 {iteration + 1} 次迭代 模型: {model_name} ，调用工具数量: {len(tool_calls) if tool_calls else 0} ，调用工具响应: {response}")
+        logger.info(
+            f"ReAct Agent 第 {iteration + 1} 次迭代 模型: {model_name} ，调用工具数量: {len(tool_calls) if tool_calls else 0} ，调用工具响应: {response}"
+        )
 
         if not success:
             logger.error(f"ReAct Agent LLM调用失败: {response}")
@@ -465,12 +455,7 @@ async def _react_agent_solve_question(
             assistant_message = assistant_builder.build()
 
         # 记录思考步骤
-        step = {
-            "iteration": iteration + 1,
-            "thought": response,
-            "actions": [],
-            "observations": []
-        }
+        step = {"iteration": iteration + 1, "thought": response, "actions": [], "observations": []}
 
         # 优先从思考内容中提取found_answer或not_enough_info
         def extract_quoted_content(text, func_name, param_name):
@@ -495,14 +480,14 @@ async def _react_agent_solve_question(
                 return None
 
             # 查找参数名和等号
-            param_pattern = f'{param_name}='
+            param_pattern = f"{param_name}="
             param_pos = text_lower.find(param_pattern, func_pos)
             if param_pos == -1:
                 return None
 
             # 跳过参数名、等号和空白
             start_pos = param_pos + len(param_pattern)
-            while start_pos < len(text) and text[start_pos] in ' \t\n':
+            while start_pos < len(text) and text[start_pos] in " \t\n":
                 start_pos += 1
 
             if start_pos >= len(text):
@@ -518,13 +503,13 @@ async def _react_agent_solve_question(
             while end_pos < len(text):
                 if text[end_pos] == quote_char:
                     # 检查是否是转义的引号
-                    if end_pos > start_pos + 1 and text[end_pos - 1] == '\\':
+                    if end_pos > start_pos + 1 and text[end_pos - 1] == "\\":
                         end_pos += 1
                         continue
                     # 找到匹配的引号
-                    content = text[start_pos + 1:end_pos]
+                    content = text[start_pos + 1 : end_pos]
                     # 处理转义字符
-                    content = content.replace('\\"', '"').replace("\\'", "'").replace('\\\\', '\\')
+                    content = content.replace('\\"', '"').replace("\\'", "'").replace("\\\\", "\\")
                     return content
                 end_pos += 1
 
@@ -536,27 +521,35 @@ async def _react_agent_solve_question(
 
         # 只检查response（LLM的直接输出内容），不检查reasoning_content
         if response:
-            found_answer_content = extract_quoted_content(response, 'found_answer', 'answer')
+            found_answer_content = extract_quoted_content(response, "found_answer", "answer")
             if not found_answer_content:
-                not_enough_info_reason = extract_quoted_content(response, 'not_enough_info', 'reason')
+                not_enough_info_reason = extract_quoted_content(response, "not_enough_info", "reason")
 
         # 如果从输出内容中找到了答案，直接返回
         if found_answer_content:
             step["actions"].append({"action_type": "found_answer", "action_params": {"answer": found_answer_content}})
             step["observations"] = ["从LLM输出内容中检测到found_answer"]
             thinking_steps.append(step)
-            logger.info(f"ReAct Agent 第 {iteration + 1} 次迭代 从LLM输出内容中检测到found_answer: {found_answer_content[:100]}...")
+            logger.info(
+                f"ReAct Agent 第 {iteration + 1} 次迭代 从LLM输出内容中检测到found_answer: {found_answer_content[:100]}..."
+            )
             return True, found_answer_content, thinking_steps, False
 
         if not_enough_info_reason:
-            step["actions"].append({"action_type": "not_enough_info", "action_params": {"reason": not_enough_info_reason}})
+            step["actions"].append(
+                {"action_type": "not_enough_info", "action_params": {"reason": not_enough_info_reason}}
+            )
             step["observations"] = ["从LLM输出内容中检测到not_enough_info"]
             thinking_steps.append(step)
-            logger.info(f"ReAct Agent 第 {iteration + 1} 次迭代 从LLM输出内容中检测到not_enough_info: {not_enough_info_reason[:100]}...")
+            logger.info(
+                f"ReAct Agent 第 {iteration + 1} 次迭代 从LLM输出内容中检测到not_enough_info: {not_enough_info_reason[:100]}..."
+            )
             return False, not_enough_info_reason, thinking_steps, False
 
         if is_final_iteration:
-            step["actions"].append({"action_type": "not_enough_info", "action_params": {"reason": "已到达最后一次迭代，无法找到答案"}})
+            step["actions"].append(
+                {"action_type": "not_enough_info", "action_params": {"reason": "已到达最后一次迭代，无法找到答案"}}
+            )
             step["observations"] = ["已到达最后一次迭代，无法找到答案"]
             thinking_steps.append(step)
             logger.info(f"ReAct Agent 第 {iteration + 1} 次迭代 已到达最后一次迭代，无法找到答案")
@@ -596,7 +589,9 @@ async def _react_agent_solve_question(
             tool_name = tool_call.func_name
             tool_args = tool_call.args or {}
 
-            logger.info(f"ReAct Agent 第 {iteration + 1} 次迭代 工具调用 {i+1}/{len(tool_calls)}: {tool_name}({tool_args})")
+            logger.info(
+                f"ReAct Agent 第 {iteration + 1} 次迭代 工具调用 {i + 1}/{len(tool_calls)}: {tool_name}({tool_args})"
+            )
 
             # 普通工具调用
             tool = tool_registry.get_tool(tool_name)
@@ -606,6 +601,7 @@ async def _react_agent_solve_question(
 
                 # 如果工具函数签名需要chat_id，添加它
                 import inspect
+
                 sig = inspect.signature(tool.execute_func)
                 if "chat_id" in sig.parameters:
                     tool_params["chat_id"] = chat_id
@@ -625,7 +621,7 @@ async def _react_agent_solve_question(
                 step["actions"].append({"action_type": tool_name, "action_params": tool_args})
             else:
                 error_msg = f"未知的工具类型: {tool_name}"
-                logger.warning(f"ReAct Agent 第 {iteration + 1} 次迭代 工具 {i+1}/{len(tool_calls)} {error_msg}")
+                logger.warning(f"ReAct Agent 第 {iteration + 1} 次迭代 工具 {i + 1}/{len(tool_calls)} {error_msg}")
                 tool_tasks.append(asyncio.create_task(asyncio.sleep(0, result=f"查询{tool_name}失败: {error_msg}")))
 
         # 并行执行所有工具
@@ -636,7 +632,7 @@ async def _react_agent_solve_question(
             for i, (tool_call_item, observation) in enumerate(zip(tool_calls, observations, strict=False)):
                 if isinstance(observation, Exception):
                     observation = f"工具执行异常: {str(observation)}"
-                    logger.error(f"ReAct Agent 第 {iteration + 1} 次迭代 工具 {i+1} 执行异常: {observation}")
+                    logger.error(f"ReAct Agent 第 {iteration + 1} 次迭代 工具 {i + 1} 执行异常: {observation}")
 
                 observation_text = observation if isinstance(observation, str) else str(observation)
                 step["observations"].append(observation_text)
@@ -655,7 +651,9 @@ async def _react_agent_solve_question(
     # 迭代超时应该直接视为not_enough_info，而不是使用已有信息
     # 只有Agent明确返回found_answer时，才认为找到了答案
     if collected_info:
-        logger.warning(f"ReAct Agent达到最大迭代次数或超时，但未明确返回found_answer。已收集信息: {collected_info[:100]}...")
+        logger.warning(
+            f"ReAct Agent达到最大迭代次数或超时，但未明确返回found_answer。已收集信息: {collected_info[:100]}..."
+        )
     if is_timeout:
         logger.warning("ReAct Agent超时，直接视为not_enough_info")
     else:
@@ -680,10 +678,7 @@ def _get_recent_query_history(chat_id: str, time_window_seconds: float = 300.0)
         # 查询最近时间窗口内的记录，按更新时间倒序
         records = (
             ThinkingBack.select()
-            .where(
-                (ThinkingBack.chat_id == chat_id) &
-                (ThinkingBack.update_time >= start_time)
-            )
+            .where((ThinkingBack.chat_id == chat_id) & (ThinkingBack.update_time >= start_time))
             .order_by(ThinkingBack.update_time.desc())
             .limit(5)  # 最多返回5条最近的记录
         )
@@ -735,9 +730,9 @@ def _get_cached_memories(chat_id: str, time_window_seconds: float = 300.0) -> Li
         records = (
             ThinkingBack.select()
             .where(
-                (ThinkingBack.chat_id == chat_id) &
-                (ThinkingBack.update_time >= start_time) &
-                (ThinkingBack.found_answer == 1)
+                (ThinkingBack.chat_id == chat_id)
+                & (ThinkingBack.update_time >= start_time)
+                & (ThinkingBack.found_answer == 1)
             )
             .order_by(ThinkingBack.update_time.desc())
             .limit(5)  # 最多返回5条最近的记录
@@ -775,10 +770,7 @@ def _query_thinking_back(chat_id: str, question: str) -> Optional[Tuple[bool, st
         # 按更新时间倒序，获取最新的记录
         records = (
             ThinkingBack.select()
-            .where(
-                (ThinkingBack.chat_id == chat_id) &
-                (ThinkingBack.question == question)
-            )
+            .where((ThinkingBack.chat_id == chat_id) & (ThinkingBack.question == question))
             .order_by(ThinkingBack.update_time.desc())
             .limit(1)
         )
@@ -857,6 +849,7 @@ async def _analyze_question_answer(question: str, answer: str, chat_id: str) ->
                 jargon_keyword = analysis_result.get("jargon_keyword", "").strip()
                 if jargon_keyword:
                     from src.jargon.jargon_miner import store_jargon_from_answer
+
                     await store_jargon_from_answer(jargon_keyword, answer, chat_id)
                 else:
                     logger.warning(f"分析为黑话但未提取到关键词，问题: {question[:50]}...")
@@ -882,14 +875,8 @@ async def _analyze_question_answer(question: str, answer: str, chat_id: str) ->
         logger.error(f"分析问题和答案时发生异常: {e}")
 
 
-
 def _store_thinking_back(
-    chat_id: str,
-    question: str,
-    context: str,
-    found_answer: bool,
-    answer: str,
-    thinking_steps: List[Dict[str, Any]]
+    chat_id: str, question: str, context: str, found_answer: bool, answer: str, thinking_steps: List[Dict[str, Any]]
 ) -> None:
     """存储或更新思考过程到数据库（如果已存在则更新，否则创建）
 
@@ -907,10 +894,7 @@ def _store_thinking_back(
         # 先查询是否已存在相同chat_id和问题的记录
         existing = (
             ThinkingBack.select()
-            .where(
-                (ThinkingBack.chat_id == chat_id) &
-                (ThinkingBack.question == question)
-            )
+            .where((ThinkingBack.chat_id == chat_id) & (ThinkingBack.question == question))
             .order_by(ThinkingBack.update_time.desc())
             .limit(1)
         )
@@ -935,19 +919,14 @@ def _store_thinking_back(
                 answer=answer,
                 thinking_steps=json.dumps(thinking_steps, ensure_ascii=False),
                 create_time=now,
-                update_time=now
+                update_time=now,
             )
             logger.info(f"已创建思考过程到数据库，问题: {question[:50]}...")
     except Exception as e:
         logger.error(f"存储思考过程失败: {e}")
 
 
-async def _process_single_question(
-    question: str,
-    chat_id: str,
-    context: str,
-    initial_info: str = ""
-) -> Optional[str]:
+async def _process_single_question(question: str, chat_id: str, context: str, initial_info: str = "") -> Optional[str]:
     """处理单个问题的查询（包含缓存检查逻辑）
 
     Args:
@@ -1015,7 +994,7 @@ async def _process_single_question(
             chat_id=chat_id,
             max_iterations=global_config.memory.max_agent_iterations,
             timeout=120.0,
-            initial_info=question_initial_info
+            initial_info=question_initial_info,
         )
 
         # 存储到数据库（超时时不存储）
@@ -1026,7 +1005,7 @@ async def _process_single_question(
                 context=context,
                 found_answer=found_answer,
                 answer=answer,
-                thinking_steps=thinking_steps
+                thinking_steps=thinking_steps,
             )
         else:
             logger.info(f"ReAct Agent超时，不存储到数据库，问题: {question[:50]}...")
@@ -1112,7 +1091,6 @@ async def build_memory_retrieval_prompt(
             else:
                 logger.info("概念检索未找到任何结果")
 
-        
         # 获取缓存的记忆（与question时使用相同的时间窗口和数量限制）
         cached_memories = _get_cached_memories(chat_id, time_window_seconds=300.0)
 
@@ -1141,12 +1119,7 @@ async def build_memory_retrieval_prompt(
 
         # 并行处理所有问题，将概念检索结果作为初始信息传递
         question_tasks = [
-            _process_single_question(
-                question=question,
-                chat_id=chat_id,
-                context=message,
-                initial_info=initial_info
-            )
+            _process_single_question(question=question, chat_id=chat_id, context=message, initial_info=initial_info)
             for question in questions
         ]
 
@@ -1179,7 +1152,9 @@ async def build_memory_retrieval_prompt(
 
         if all_results:
             retrieved_memory = "\n\n".join(all_results)
-            logger.info(f"记忆检索成功，耗时: {(end_time - start_time):.3f}秒，包含 {len(all_results)} 条记忆（含缓存）")
+            logger.info(
+                f"记忆检索成功，耗时: {(end_time - start_time):.3f}秒，包含 {len(all_results)} 条记忆（含缓存）"
+            )
             return f"你回忆起了以下信息：\n{retrieved_memory}\n如果与回复内容相关，可以参考这些回忆的信息。\n"
         else:
             logger.debug("所有问题均未找到答案，且无缓存记忆")

src/memory_system/memory_utils.py

@@ -3,6 +3,7 @@
 记忆系统工具函数
 包含模糊查找、相似度计算等工具函数
 """
+
 import json
 import re
 from datetime import datetime
@@ -14,6 +15,7 @@ from src.common.logger import get_logger
 
 logger = get_logger("memory_utils")
 
+
 def parse_md_json(json_text: str) -> list[str]:
     """从Markdown格式的内容中提取JSON对象和推理内容"""
     json_objects = []
@@ -52,6 +54,7 @@ def parse_md_json(json_text: str) -> list[str]:
 
     return json_objects, reasoning_content
 
+
 def calculate_similarity(text1: str, text2: str) -> float:
     """
     计算两个文本的相似度
@@ -97,10 +100,10 @@ def preprocess_text(text: str) -> str:
         text = text.lower()
 
         # 移除标点符号和特殊字符
-        text = re.sub(r'[^\w\s]', '', text)
+        text = re.sub(r"[^\w\s]", "", text)
 
         # 移除多余空格
-        text = re.sub(r'\s+', ' ', text).strip()
+        text = re.sub(r"\s+", " ", text).strip()
 
         return text
 
@@ -109,7 +112,6 @@ def preprocess_text(text: str) -> str:
         return text
 
 
-
 def parse_datetime_to_timestamp(value: str) -> float:
     """
     接受多种常见格式并转换为时间戳（秒）
@@ -164,4 +166,3 @@ def parse_time_range(time_range: str) -> Tuple[float, float]:
     end_timestamp = parse_datetime_to_timestamp(end_str)
 
     return start_timestamp, end_timestamp
-

src/memory_system/retrieval_tools/__init__.py

@@ -17,6 +17,7 @@ from .query_lpmm_knowledge import register_tool as register_lpmm_knowledge
 from .query_person_info import register_tool as register_query_person_info
 from src.config.config import global_config
 
+
 def init_all_tools():
     """初始化并注册所有记忆检索工具"""
     register_query_jargon()

src/memory_system/retrieval_tools/query_chat_history.py

@@ -15,10 +15,7 @@ logger = get_logger("memory_retrieval_tools")
 
 
 async def query_chat_history(
-    chat_id: str,
-    keyword: Optional[str] = None,
-    time_range: Optional[str] = None,
-    fuzzy: bool = True
+    chat_id: str, keyword: Optional[str] = None, time_range: Optional[str] = None, fuzzy: bool = True
 ) -> str:
     """根据时间或关键词在chat_history表中查询聊天记录概述
 
@@ -50,17 +47,11 @@ async def query_chat_history(
                 # 时间范围：查询与时间范围有交集的记录
                 start_timestamp, end_timestamp = parse_time_range(time_range)
                 # 交集条件：start_time < end_timestamp AND end_time > start_timestamp
-                time_filter = (
-                    (ChatHistory.start_time < end_timestamp) &
-                    (ChatHistory.end_time > start_timestamp)
-                )
+                time_filter = (ChatHistory.start_time < end_timestamp) & (ChatHistory.end_time > start_timestamp)
             else:
                 # 时间点：查询包含该时间点的记录（start_time <= time_point <= end_time）
                 target_timestamp = parse_datetime_to_timestamp(time_range)
-                time_filter = (
-                    (ChatHistory.start_time <= target_timestamp) &
-                    (ChatHistory.end_time >= target_timestamp)
-                )
+                time_filter = (ChatHistory.start_time <= target_timestamp) & (ChatHistory.end_time >= target_timestamp)
             query = query.where(time_filter)
 
         # 执行查询
@@ -91,7 +82,9 @@ async def query_chat_history(
                 record_keywords_list = []
                 if record.keywords:
                     try:
-                        keywords_data = json.loads(record.keywords) if isinstance(record.keywords, str) else record.keywords
+                        keywords_data = (
+                            json.loads(record.keywords) if isinstance(record.keywords, str) else record.keywords
+                        )
                         if isinstance(keywords_data, list):
                             record_keywords_list = [str(k).lower() for k in keywords_data]
                     except (json.JSONDecodeError, TypeError, ValueError):
@@ -102,20 +95,24 @@ async def query_chat_history(
                 if fuzzy:
                     # 模糊匹配：只要包含任意一个关键词即匹配（OR关系）
                     for kw in keywords_lower:
-                        if (kw in theme or 
-                            kw in summary or 
-                            kw in original_text or
-                            any(kw in k for k in record_keywords_list)):
+                        if (
+                            kw in theme
+                            or kw in summary
+                            or kw in original_text
+                            or any(kw in k for k in record_keywords_list)
+                        ):
                             matched = True
                             break
                 else:
                     # 全匹配：必须包含所有关键词才匹配（AND关系）
                     matched = True
                     for kw in keywords_lower:
-                        kw_matched = (kw in theme or 
-                                     kw in summary or 
-                                     kw in original_text or
-                                     any(kw in k for k in record_keywords_list))
+                        kw_matched = (
+                            kw in theme
+                            or kw in summary
+                            or kw in original_text
+                            or any(kw in k for k in record_keywords_list)
+                        )
                         if not kw_matched:
                             matched = False
                             break
@@ -160,6 +157,7 @@ async def query_chat_history(
 
             # 添加时间范围
             from datetime import datetime
+
             start_str = datetime.fromtimestamp(record.start_time).strftime("%Y-%m-%d %H:%M:%S")
             end_str = datetime.fromtimestamp(record.end_time).strftime("%Y-%m-%d %H:%M:%S")
             result_parts.append(f"时间：{start_str} - {end_str}")
@@ -199,20 +197,20 @@ def register_tool():
                 "name": "keyword",
                 "type": "string",
                 "description": "关键词（可选，支持多个关键词，可用空格、逗号、斜杠等分隔，如：'麦麦 百度网盘' 或 '麦麦,百度网盘'。用于在主题、关键词、概括、原文中搜索）",
-                "required": False
+                "required": False,
             },
             {
                 "name": "time_range",
                 "type": "string",
                 "description": "时间范围或时间点（可选）。格式：'YYYY-MM-DD HH:MM:SS - YYYY-MM-DD HH:MM:SS'（时间范围，查询与时间范围有交集的记录）或 'YYYY-MM-DD HH:MM:SS'（时间点，查询包含该时间点的记录）",
-                "required": False
+                "required": False,
             },
             {
                 "name": "fuzzy",
                 "type": "boolean",
                 "description": "是否使用模糊匹配模式（默认True）。True表示模糊匹配（只要包含任意一个关键词即匹配，OR关系），False表示全匹配（必须包含所有关键词才匹配，AND关系）",
-                "required": False
-            }
+                "required": False,
+            },
         ],
-        execute_func=query_chat_history
+        execute_func=query_chat_history,
     )

src/memory_system/retrieval_tools/query_lpmm_knowledge.py

@@ -73,5 +73,3 @@ def register_tool():
         ],
         execute_func=query_lpmm_knowledge,
     )
-
-

src/memory_system/retrieval_tools/query_person_info.py

@@ -26,7 +26,9 @@ def _format_group_nick_names(group_nick_name_field) -> str:
 
     try:
         # 解析JSON格式的群昵称列表
-        group_nick_names_data = json.loads(group_nick_name_field) if isinstance(group_nick_name_field, str) else group_nick_name_field
+        group_nick_names_data = (
+            json.loads(group_nick_name_field) if isinstance(group_nick_name_field, str) else group_nick_name_field
+        )
 
         if not isinstance(group_nick_names_data, list) or not group_nick_names_data:
             return ""
@@ -71,9 +73,7 @@ async def query_person_info(person_name: str) -> str:
             return "用户名称为空"
 
         # 构建查询条件（使用模糊查询）
-        query = PersonInfo.select().where(
-            PersonInfo.person_name.contains(person_name)
-        )
+        query = PersonInfo.select().where(PersonInfo.person_name.contains(person_name))
 
         # 执行查询
         records = list(query.limit(20))  # 最多返回20条记录
@@ -137,7 +137,11 @@ async def query_person_info(person_name: str) -> str:
             # 记忆点（memory_points）
             if record.memory_points:
                 try:
-                    memory_points_data = json.loads(record.memory_points) if isinstance(record.memory_points, str) else record.memory_points
+                    memory_points_data = (
+                        json.loads(record.memory_points)
+                        if isinstance(record.memory_points, str)
+                        else record.memory_points
+                    )
                     if isinstance(memory_points_data, list) and memory_points_data:
                         # 解析记忆点格式：category:content:weight
                         memory_list = []
@@ -206,7 +210,11 @@ async def query_person_info(person_name: str) -> str:
             # 记忆点（memory_points）
             if record.memory_points:
                 try:
-                    memory_points_data = json.loads(record.memory_points) if isinstance(record.memory_points, str) else record.memory_points
+                    memory_points_data = (
+                        json.loads(record.memory_points)
+                        if isinstance(record.memory_points, str)
+                        else record.memory_points
+                    )
                     if isinstance(memory_points_data, list) and memory_points_data:
                         # 解析记忆点格式：category:content:weight
                         memory_list = []
@@ -275,13 +283,7 @@ def register_tool():
         name="query_person_info",
         description="根据查询某个用户的所有信息。名称、昵称、平台、用户ID、qq号、群昵称等",
         parameters=[
-            {
-                "name": "person_name",
-                "type": "string",
-                "description": "用户名称，用于查询用户信息",
-                "required": True
-            }
+            {"name": "person_name", "type": "string", "description": "用户名称，用于查询用户信息", "required": True}
         ],
-        execute_func=query_person_info
+        execute_func=query_person_info,
     )
-

src/memory_system/retrieval_tools/tool_registry.py

@@ -82,11 +82,7 @@ class MemoryRetrievalTool:
             param_tuples.append(param_tuple)
 
         # 构建工具定义，格式与BaseTool.get_tool_definition()一致
-        tool_def = {
-            "name": self.name,
-            "description": self.description,
-            "parameters": param_tuples
-        }
+        tool_def = {"name": self.name, "description": self.description, "parameters": param_tuples}
 
         return tool_def
 

src/person_info/person_info.py

@@ -162,7 +162,12 @@ def levenshtein_distance(s1: str, s2: str) -> int:
 class Person:
     @classmethod
     def register_person(
-        cls, platform: str, user_id: str, nickname: str, group_id: Optional[str] = None, group_nick_name: Optional[str] = None
+        cls,
+        platform: str,
+        user_id: str,
+        nickname: str,
+        group_id: Optional[str] = None,
+        group_nick_name: Optional[str] = None,
     ):
         """
         注册新用户的类方法
@@ -781,7 +786,11 @@ async def store_person_memory_from_answer(person_name: str, memory_content: str,
                 if len(parts) >= 2:
                     existing_content = parts[1].strip()
                     # 简单相似度检查（如果内容相同或非常相似，则跳过）
-                    if existing_content == memory_content or memory_content in existing_content or existing_content in memory_content:
+                    if (
+                        existing_content == memory_content
+                        or memory_content in existing_content
+                        or existing_content in memory_content
+                    ):
                         is_duplicate = True
                         break
 

src/plugin_system/core/tool_use.py

@@ -125,7 +125,6 @@ class ToolExecutor:
             prompt=prompt, tools=tools, raise_when_empty=False
         )
 
-
         # 执行工具调用
         tool_results, used_tools = await self.execute_tool_calls(tool_calls)
 

src/plugins/built_in/emoji_plugin/emoji.py

@@ -102,13 +102,13 @@ class EmojiAction(BaseAction):
 
                 # 5. 调用LLM
                 models = llm_api.get_available_models()
-                chat_model_config = models.get("replyer")  # 使用字典访问方式
+                chat_model_config = models.get("utils")  # 使用字典访问方式
                 if not chat_model_config:
-                    logger.error(f"{self.log_prefix} 未找到'replyer'模型配置，无法调用LLM")
-                    return False, "未找到'replyer'模型配置"
+                    logger.error(f"{self.log_prefix} 未找到'utils'模型配置，无法调用LLM")
+                    return False, "未找到'utils'模型配置"
 
                 success, chosen_emotion, _, _ = await llm_api.generate_with_model(
-                    prompt, model_config=chat_model_config, request_type="emoji"
+                    prompt, model_config=chat_model_config, request_type="emoji.select"
                 )
 
                 if not success:

src/webui/emoji_routes.py

@@ -1,4 +1,5 @@
 """表情包管理 API 路由"""
+
 from fastapi import APIRouter, HTTPException, Header, Query
 from fastapi.responses import FileResponse
 from pydantic import BaseModel
@@ -18,6 +19,7 @@ router = APIRouter(prefix="/emoji", tags=["Emoji"])
 
 class EmojiResponse(BaseModel):
     """表情包响应"""
+
     id: int
     full_path: str
     format: str
@@ -35,6 +37,7 @@ class EmojiResponse(BaseModel):
 
 class EmojiListResponse(BaseModel):
     """表情包列表响应"""
+
     success: bool
     total: int
     page: int
@@ -44,12 +47,14 @@ class EmojiListResponse(BaseModel):
 
 class EmojiDetailResponse(BaseModel):
     """表情包详情响应"""
+
     success: bool
     data: EmojiResponse
 
 
 class EmojiUpdateRequest(BaseModel):
     """表情包更新请求"""
+
     description: Optional[str] = None
     is_registered: Optional[bool] = None
     is_banned: Optional[bool] = None
@@ -58,6 +63,7 @@ class EmojiUpdateRequest(BaseModel):
 
 class EmojiUpdateResponse(BaseModel):
     """表情包更新响应"""
+
     success: bool
     message: str
     data: Optional[EmojiResponse] = None
@@ -65,10 +71,27 @@ class EmojiUpdateResponse(BaseModel):
 
 class EmojiDeleteResponse(BaseModel):
     """表情包删除响应"""
+
     success: bool
     message: str
 
 
+class BatchDeleteRequest(BaseModel):
+    """批量删除请求"""
+
+    emoji_ids: List[int]
+
+
+class BatchDeleteResponse(BaseModel):
+    """批量删除响应"""
+
+    success: bool
+    message: str
+    deleted_count: int
+    failed_count: int
+    failed_ids: List[int] = []
+
+
 def verify_auth_token(authorization: Optional[str]) -> bool:
     """验证认证 Token"""
     if not authorization or not authorization.startswith("Bearer "):
@@ -120,7 +143,7 @@ async def get_emoji_list(
     is_registered: Optional[bool] = Query(None, description="是否已注册筛选"),
     is_banned: Optional[bool] = Query(None, description="是否被禁用筛选"),
     format: Optional[str] = Query(None, description="格式筛选"),
-    authorization: Optional[str] = Header(None)
+    authorization: Optional[str] = Header(None),
 ):
     """
     获取表情包列表
@@ -145,10 +168,7 @@ async def get_emoji_list(
 
         # 搜索过滤
         if search:
-            query = query.where(
-                (Emoji.description.contains(search)) |
-                (Emoji.emoji_hash.contains(search))
-            )
+            query = query.where((Emoji.description.contains(search)) | (Emoji.emoji_hash.contains(search)))
 
         # 注册状态过滤
         if is_registered is not None:
@@ -164,10 +184,9 @@ async def get_emoji_list(
 
         # 排序：使用次数倒序，然后按记录时间倒序
         from peewee import Case
+
         query = query.order_by(
-            Emoji.usage_count.desc(),
-            Case(None, [(Emoji.record_time.is_null(), 1)], 0),
-            Emoji.record_time.desc()
+            Emoji.usage_count.desc(), Case(None, [(Emoji.record_time.is_null(), 1)], 0), Emoji.record_time.desc()
         )
 
         # 获取总数
@@ -180,13 +199,7 @@ async def get_emoji_list(
         # 转换为响应对象
         data = [emoji_to_response(emoji) for emoji in emojis]
 
-        return EmojiListResponse(
-            success=True,
-            total=total,
-            page=page,
-            page_size=page_size,
-            data=data
-        )
+        return EmojiListResponse(success=True, total=total, page=page, page_size=page_size, data=data)
 
     except HTTPException:
         raise
@@ -196,10 +209,7 @@ async def get_emoji_list(
 
 
 @router.get("/{emoji_id}", response_model=EmojiDetailResponse)
-async def get_emoji_detail(
-    emoji_id: int,
-    authorization: Optional[str] = Header(None)
-):
+async def get_emoji_detail(emoji_id: int, authorization: Optional[str] = Header(None)):
     """
     获取表情包详细信息
 
@@ -218,10 +228,7 @@ async def get_emoji_detail(
         if not emoji:
             raise HTTPException(status_code=404, detail=f"未找到 ID 为 {emoji_id} 的表情包")
 
-        return EmojiDetailResponse(
-            success=True,
-            data=emoji_to_response(emoji)
-        )
+        return EmojiDetailResponse(success=True, data=emoji_to_response(emoji))
 
     except HTTPException:
         raise
@@ -231,11 +238,7 @@ async def get_emoji_detail(
 
 
 @router.patch("/{emoji_id}", response_model=EmojiUpdateResponse)
-async def update_emoji(
-    emoji_id: int,
-    request: EmojiUpdateRequest,
-    authorization: Optional[str] = Header(None)
-):
+async def update_emoji(emoji_id: int, request: EmojiUpdateRequest, authorization: Optional[str] = Header(None)):
     """
     增量更新表情包（只更新提供的字段）
 
@@ -262,15 +265,15 @@ async def update_emoji(
             raise HTTPException(status_code=400, detail="未提供任何需要更新的字段")
 
         # 处理情感标签（转换为 JSON）
-        if 'emotion' in update_data:
-            if update_data['emotion'] is None:
-                update_data['emotion'] = None
+        if "emotion" in update_data:
+            if update_data["emotion"] is None:
+                update_data["emotion"] = None
             else:
-                update_data['emotion'] = json.dumps(update_data['emotion'], ensure_ascii=False)
+                update_data["emotion"] = json.dumps(update_data["emotion"], ensure_ascii=False)
 
         # 如果注册状态从 False 变为 True，记录注册时间
-        if 'is_registered' in update_data and update_data['is_registered'] and not emoji.is_registered:
-            update_data['register_time'] = time.time()
+        if "is_registered" in update_data and update_data["is_registered"] and not emoji.is_registered:
+            update_data["register_time"] = time.time()
 
         # 执行更新
         for field, value in update_data.items():
@@ -281,9 +284,7 @@ async def update_emoji(
         logger.info(f"表情包已更新: ID={emoji_id}, 字段: {list(update_data.keys())}")
 
         return EmojiUpdateResponse(
-            success=True,
-            message=f"成功更新 {len(update_data)} 个字段",
-            data=emoji_to_response(emoji)
+            success=True, message=f"成功更新 {len(update_data)} 个字段", data=emoji_to_response(emoji)
         )
 
     except HTTPException:
@@ -294,10 +295,7 @@ async def update_emoji(
 
 
 @router.delete("/{emoji_id}", response_model=EmojiDeleteResponse)
-async def delete_emoji(
-    emoji_id: int,
-    authorization: Optional[str] = Header(None)
-):
+async def delete_emoji(emoji_id: int, authorization: Optional[str] = Header(None)):
     """
     删除表情包
 
@@ -324,10 +322,7 @@ async def delete_emoji(
 
         logger.info(f"表情包已删除: ID={emoji_id}, hash={emoji_hash}")
 
-        return EmojiDeleteResponse(
-            success=True,
-            message=f"成功删除表情包: {emoji_hash}"
-        )
+        return EmojiDeleteResponse(success=True, message=f"成功删除表情包: {emoji_hash}")
 
     except HTTPException:
         raise
@@ -337,9 +332,7 @@ async def delete_emoji(
 
 
 @router.get("/stats/summary")
-async def get_emoji_stats(
-    authorization: Optional[str] = Header(None)
-):
+async def get_emoji_stats(authorization: Optional[str] = Header(None)):
     """
     获取表情包统计数据
 
@@ -369,7 +362,7 @@ async def get_emoji_stats(
                 "id": emoji.id,
                 "emoji_hash": emoji.emoji_hash,
                 "description": emoji.description,
-                "usage_count": emoji.usage_count
+                "usage_count": emoji.usage_count,
             }
             for emoji in top_used
         ]
@@ -382,8 +375,8 @@ async def get_emoji_stats(
                 "banned": banned,
                 "unregistered": total - registered,
                 "formats": formats,
-                "top_used": top_used_list
-            }
+                "top_used": top_used_list,
+            },
         }
 
     except HTTPException:
@@ -394,10 +387,7 @@ async def get_emoji_stats(
 
 
 @router.post("/{emoji_id}/register", response_model=EmojiUpdateResponse)
-async def register_emoji(
-    emoji_id: int,
-    authorization: Optional[str] = Header(None)
-):
+async def register_emoji(emoji_id: int, authorization: Optional[str] = Header(None)):
     """
     注册表情包（快捷操作）
 
@@ -429,11 +419,7 @@ async def register_emoji(
 
         logger.info(f"表情包已注册: ID={emoji_id}")
 
-        return EmojiUpdateResponse(
-            success=True,
-            message="表情包注册成功",
-            data=emoji_to_response(emoji)
-        )
+        return EmojiUpdateResponse(success=True, message="表情包注册成功", data=emoji_to_response(emoji))
 
     except HTTPException:
         raise
@@ -443,10 +429,7 @@ async def register_emoji(
 
 
 @router.post("/{emoji_id}/ban", response_model=EmojiUpdateResponse)
-async def ban_emoji(
-    emoji_id: int,
-    authorization: Optional[str] = Header(None)
-):
+async def ban_emoji(emoji_id: int, authorization: Optional[str] = Header(None)):
     """
     禁用表情包（快捷操作）
 
@@ -472,11 +455,7 @@ async def ban_emoji(
 
         logger.info(f"表情包已禁用: ID={emoji_id}")
 
-        return EmojiUpdateResponse(
-            success=True,
-            message="表情包禁用成功",
-            data=emoji_to_response(emoji)
-        )
+        return EmojiUpdateResponse(success=True, message="表情包禁用成功", data=emoji_to_response(emoji))
 
     except HTTPException:
         raise
@@ -489,7 +468,7 @@ async def ban_emoji(
 async def get_emoji_thumbnail(
     emoji_id: int,
     token: Optional[str] = Query(None, description="访问令牌"),
-    authorization: Optional[str] = Header(None)
+    authorization: Optional[str] = Header(None),
 ):
     """
     获取表情包缩略图
@@ -523,21 +502,17 @@ async def get_emoji_thumbnail(
 
         # 根据格式设置 MIME 类型
         mime_types = {
-            'png': 'image/png',
-            'jpg': 'image/jpeg',
-            'jpeg': 'image/jpeg',
-            'gif': 'image/gif',
-            'webp': 'image/webp',
-            'bmp': 'image/bmp'
+            "png": "image/png",
+            "jpg": "image/jpeg",
+            "jpeg": "image/jpeg",
+            "gif": "image/gif",
+            "webp": "image/webp",
+            "bmp": "image/bmp",
         }
 
-        media_type = mime_types.get(emoji.format.lower(), 'application/octet-stream')
+        media_type = mime_types.get(emoji.format.lower(), "application/octet-stream")
 
-        return FileResponse(
-            path=emoji.full_path,
-            media_type=media_type,
-            filename=f"{emoji.emoji_hash}.{emoji.format}"
-        )
+        return FileResponse(path=emoji.full_path, media_type=media_type, filename=f"{emoji.emoji_hash}.{emoji.format}")
 
     except HTTPException:
         raise
@@ -545,3 +520,58 @@ async def get_emoji_thumbnail(
         logger.exception(f"获取表情包缩略图失败: {e}")
         raise HTTPException(status_code=500, detail=f"获取表情包缩略图失败: {str(e)}") from e
 
+
+@router.post("/batch/delete", response_model=BatchDeleteResponse)
+async def batch_delete_emojis(request: BatchDeleteRequest, authorization: Optional[str] = Header(None)):
+    """
+    批量删除表情包
+
+    Args:
+        request: 包含emoji_ids列表的请求
+        authorization: Authorization header
+
+    Returns:
+        批量删除结果
+    """
+    try:
+        verify_auth_token(authorization)
+
+        if not request.emoji_ids:
+            raise HTTPException(status_code=400, detail="未提供要删除的表情包ID")
+
+        deleted_count = 0
+        failed_count = 0
+        failed_ids = []
+
+        for emoji_id in request.emoji_ids:
+            try:
+                emoji = Emoji.get_or_none(Emoji.id == emoji_id)
+                if emoji:
+                    emoji.delete_instance()
+                    deleted_count += 1
+                    logger.info(f"批量删除表情包: {emoji_id}")
+                else:
+                    failed_count += 1
+                    failed_ids.append(emoji_id)
+            except Exception as e:
+                logger.error(f"删除表情包 {emoji_id} 失败: {e}")
+                failed_count += 1
+                failed_ids.append(emoji_id)
+
+        message = f"成功删除 {deleted_count} 个表情包"
+        if failed_count > 0:
+            message += f"，{failed_count} 个失败"
+
+        return BatchDeleteResponse(
+            success=True,
+            message=message,
+            deleted_count=deleted_count,
+            failed_count=failed_count,
+            failed_ids=failed_ids,
+        )
+
+    except HTTPException:
+        raise
+    except Exception as e:
+        logger.exception(f"批量删除表情包失败: {e}")
+        raise HTTPException(status_code=500, detail=f"批量删除失败: {str(e)}") from e

src/webui/expression_routes.py

@@ -1,4 +1,5 @@
 """表达方式管理 API 路由"""
+
 from fastapi import APIRouter, HTTPException, Header, Query
 from pydantic import BaseModel
 from typing import Optional, List
@@ -15,6 +16,7 @@ router = APIRouter(prefix="/expression", tags=["Expression"])
 
 class ExpressionResponse(BaseModel):
     """表达方式响应"""
+
     id: int
     situation: str
     style: str
@@ -27,6 +29,7 @@ class ExpressionResponse(BaseModel):
 
 class ExpressionListResponse(BaseModel):
     """表达方式列表响应"""
+
     success: bool
     total: int
     page: int
@@ -36,12 +39,14 @@ class ExpressionListResponse(BaseModel):
 
 class ExpressionDetailResponse(BaseModel):
     """表达方式详情响应"""
+
     success: bool
     data: ExpressionResponse
 
 
 class ExpressionCreateRequest(BaseModel):
     """表达方式创建请求"""
+
     situation: str
     style: str
     context: Optional[str] = None
@@ -51,6 +56,7 @@ class ExpressionCreateRequest(BaseModel):
 
 class ExpressionUpdateRequest(BaseModel):
     """表达方式更新请求"""
+
     situation: Optional[str] = None
     style: Optional[str] = None
     context: Optional[str] = None
@@ -60,6 +66,7 @@ class ExpressionUpdateRequest(BaseModel):
 
 class ExpressionUpdateResponse(BaseModel):
     """表达方式更新响应"""
+
     success: bool
     message: str
     data: Optional[ExpressionResponse] = None
@@ -67,12 +74,14 @@ class ExpressionUpdateResponse(BaseModel):
 
 class ExpressionDeleteResponse(BaseModel):
     """表达方式删除响应"""
+
     success: bool
     message: str
 
 
 class ExpressionCreateResponse(BaseModel):
     """表达方式创建响应"""
+
     success: bool
     message: str
     data: ExpressionResponse
@@ -112,7 +121,7 @@ async def get_expression_list(
     page_size: int = Query(20, ge=1, le=100, description="每页数量"),
     search: Optional[str] = Query(None, description="搜索关键词"),
     chat_id: Optional[str] = Query(None, description="聊天ID筛选"),
-    authorization: Optional[str] = Header(None)
+    authorization: Optional[str] = Header(None),
 ):
     """
     获取表达方式列表
@@ -136,9 +145,9 @@ async def get_expression_list(
         # 搜索过滤
         if search:
             query = query.where(
-                (Expression.situation.contains(search)) |
-                (Expression.style.contains(search)) |
-                (Expression.context.contains(search))
+                (Expression.situation.contains(search))
+                | (Expression.style.contains(search))
+                | (Expression.context.contains(search))
             )
 
         # 聊天ID过滤
@@ -147,9 +156,9 @@ async def get_expression_list(
 
         # 排序：最后活跃时间倒序（NULL 值放在最后）
         from peewee import Case
+
         query = query.order_by(
-            Case(None, [(Expression.last_active_time.is_null(), 1)], 0),
-            Expression.last_active_time.desc()
+            Case(None, [(Expression.last_active_time.is_null(), 1)], 0), Expression.last_active_time.desc()
         )
 
         # 获取总数
@@ -162,13 +171,7 @@ async def get_expression_list(
         # 转换为响应对象
         data = [expression_to_response(expr) for expr in expressions]
 
-        return ExpressionListResponse(
-            success=True,
-            total=total,
-            page=page,
-            page_size=page_size,
-            data=data
-        )
+        return ExpressionListResponse(success=True, total=total, page=page, page_size=page_size, data=data)
 
     except HTTPException:
         raise
@@ -178,10 +181,7 @@ async def get_expression_list(
 
 
 @router.get("/{expression_id}", response_model=ExpressionDetailResponse)
-async def get_expression_detail(
-    expression_id: int,
-    authorization: Optional[str] = Header(None)
-):
+async def get_expression_detail(expression_id: int, authorization: Optional[str] = Header(None)):
     """
     获取表达方式详细信息
 
@@ -200,10 +200,7 @@ async def get_expression_detail(
         if not expression:
             raise HTTPException(status_code=404, detail=f"未找到 ID 为 {expression_id} 的表达方式")
 
-        return ExpressionDetailResponse(
-            success=True,
-            data=expression_to_response(expression)
-        )
+        return ExpressionDetailResponse(success=True, data=expression_to_response(expression))
 
     except HTTPException:
         raise
@@ -213,10 +210,7 @@ async def get_expression_detail(
 
 
 @router.post("/", response_model=ExpressionCreateResponse)
-async def create_expression(
-    request: ExpressionCreateRequest,
-    authorization: Optional[str] = Header(None)
-):
+async def create_expression(request: ExpressionCreateRequest, authorization: Optional[str] = Header(None)):
     """
     创建新的表达方式
 
@@ -246,9 +240,7 @@ async def create_expression(
         logger.info(f"表达方式已创建: ID={expression.id}, situation={request.situation}")
 
         return ExpressionCreateResponse(
-            success=True,
-            message="表达方式创建成功",
-            data=expression_to_response(expression)
+            success=True, message="表达方式创建成功", data=expression_to_response(expression)
         )
 
     except HTTPException:
@@ -260,9 +252,7 @@ async def create_expression(
 
 @router.patch("/{expression_id}", response_model=ExpressionUpdateResponse)
 async def update_expression(
-    expression_id: int,
-    request: ExpressionUpdateRequest,
-    authorization: Optional[str] = Header(None)
+    expression_id: int, request: ExpressionUpdateRequest, authorization: Optional[str] = Header(None)
 ):
     """
     增量更新表达方式（只更新提供的字段）
@@ -290,7 +280,7 @@ async def update_expression(
             raise HTTPException(status_code=400, detail="未提供任何需要更新的字段")
 
         # 更新最后活跃时间
-        update_data['last_active_time'] = time.time()
+        update_data["last_active_time"] = time.time()
 
         # 执行更新
         for field, value in update_data.items():
@@ -301,9 +291,7 @@ async def update_expression(
         logger.info(f"表达方式已更新: ID={expression_id}, 字段: {list(update_data.keys())}")
 
         return ExpressionUpdateResponse(
-            success=True,
-            message=f"成功更新 {len(update_data)} 个字段",
-            data=expression_to_response(expression)
+            success=True, message=f"成功更新 {len(update_data)} 个字段", data=expression_to_response(expression)
         )
 
     except HTTPException:
@@ -314,10 +302,7 @@ async def update_expression(
 
 
 @router.delete("/{expression_id}", response_model=ExpressionDeleteResponse)
-async def delete_expression(
-    expression_id: int,
-    authorization: Optional[str] = Header(None)
-):
+async def delete_expression(expression_id: int, authorization: Optional[str] = Header(None)):
     """
     删除表达方式
 
@@ -344,10 +329,7 @@ async def delete_expression(
 
         logger.info(f"表达方式已删除: ID={expression_id}, situation={situation}")
 
-        return ExpressionDeleteResponse(
-            success=True,
-            message=f"成功删除表达方式: {situation}"
-        )
+        return ExpressionDeleteResponse(success=True, message=f"成功删除表达方式: {situation}")
 
     except HTTPException:
         raise
@@ -356,10 +338,55 @@ async def delete_expression(
         raise HTTPException(status_code=500, detail=f"删除表达方式失败: {str(e)}") from e
 
 
+class BatchDeleteRequest(BaseModel):
+    """批量删除请求"""
+
+    ids: List[int]
+
+
+@router.post("/batch/delete", response_model=ExpressionDeleteResponse)
+async def batch_delete_expressions(request: BatchDeleteRequest, authorization: Optional[str] = Header(None)):
+    """
+    批量删除表达方式
+
+    Args:
+        request: 包含要删除的ID列表的请求
+        authorization: Authorization header
+
+    Returns:
+        删除结果
+    """
+    try:
+        verify_auth_token(authorization)
+
+        if not request.ids:
+            raise HTTPException(status_code=400, detail="未提供要删除的表达方式ID")
+
+        # 查找所有要删除的表达方式
+        expressions = Expression.select().where(Expression.id.in_(request.ids))
+        found_ids = [expr.id for expr in expressions]
+
+        # 检查是否有未找到的ID
+        not_found_ids = set(request.ids) - set(found_ids)
+        if not_found_ids:
+            logger.warning(f"部分表达方式未找到: {not_found_ids}")
+
+        # 执行批量删除
+        deleted_count = Expression.delete().where(Expression.id.in_(found_ids)).execute()
+
+        logger.info(f"批量删除了 {deleted_count} 个表达方式")
+
+        return ExpressionDeleteResponse(success=True, message=f"成功删除 {deleted_count} 个表达方式")
+
+    except HTTPException:
+        raise
+    except Exception as e:
+        logger.exception(f"批量删除表达方式失败: {e}")
+        raise HTTPException(status_code=500, detail=f"批量删除表达方式失败: {str(e)}") from e
+
+
 @router.get("/stats/summary")
-async def get_expression_stats(
-    authorization: Optional[str] = Header(None)
-):
+async def get_expression_stats(authorization: Optional[str] = Header(None)):
     """
     获取表达方式统计数据
 
@@ -382,10 +409,11 @@ async def get_expression_stats(
 
         # 获取最近创建的记录数（7天内）
         seven_days_ago = time.time() - (7 * 24 * 60 * 60)
-        recent = Expression.select().where(
-            (Expression.create_date.is_null(False)) &
-            (Expression.create_date >= seven_days_ago)
-        ).count()
+        recent = (
+            Expression.select()
+            .where((Expression.create_date.is_null(False)) & (Expression.create_date >= seven_days_ago))
+            .count()
+        )
 
         return {
             "success": True,
@@ -393,8 +421,8 @@ async def get_expression_stats(
                 "total": total,
                 "recent_7days": recent,
                 "chat_count": len(chat_stats),
-                "top_chats": dict(sorted(chat_stats.items(), key=lambda x: x[1], reverse=True)[:10])
-            }
+                "top_chats": dict(sorted(chat_stats.items(), key=lambda x: x[1], reverse=True)[:10]),
+            },
         }
 
     except HTTPException:

src/webui/git_mirror_service.py

@@ -1,4 +1,5 @@
 """Git 镜像源服务 - 支持多镜像源、错误重试、Git 克隆和 Raw 文件获取"""
+
 from typing import Optional, List, Dict, Any
 from enum import Enum
 import httpx
@@ -15,6 +16,7 @@ logger = get_logger("webui.git_mirror")
 # 导入进度更新函数（避免循环导入）
 _update_progress = None
 
+
 def set_update_progress_callback(callback):
     """设置进度更新回调函数"""
     global _update_progress
@@ -23,6 +25,7 @@ def set_update_progress_callback(callback):
 
 class MirrorType(str, Enum):
     """镜像源类型"""
+
     GH_PROXY = "gh-proxy"  # gh-proxy 主节点
     HK_GH_PROXY = "hk-gh-proxy"  # gh-proxy 香港节点
     CDN_GH_PROXY = "cdn-gh-proxy"  # gh-proxy CDN 节点
@@ -47,7 +50,7 @@ class GitMirrorConfig:
             "clone_prefix": "https://gh-proxy.org/https://github.com",
             "enabled": True,
             "priority": 1,
-            "created_at": None
+            "created_at": None,
         },
         {
             "id": "hk-gh-proxy",
@@ -56,7 +59,7 @@ class GitMirrorConfig:
             "clone_prefix": "https://hk.gh-proxy.org/https://github.com",
             "enabled": True,
             "priority": 2,
-            "created_at": None
+            "created_at": None,
         },
         {
             "id": "cdn-gh-proxy",
@@ -65,7 +68,7 @@ class GitMirrorConfig:
             "clone_prefix": "https://cdn.gh-proxy.org/https://github.com",
             "enabled": True,
             "priority": 3,
-            "created_at": None
+            "created_at": None,
         },
         {
             "id": "edgeone-gh-proxy",
@@ -74,7 +77,7 @@ class GitMirrorConfig:
             "clone_prefix": "https://edgeone.gh-proxy.org/https://github.com",
             "enabled": True,
             "priority": 4,
-            "created_at": None
+            "created_at": None,
         },
         {
             "id": "meyzh-github",
@@ -83,7 +86,7 @@ class GitMirrorConfig:
             "clone_prefix": "https://meyzh.github.io/https://github.com",
             "enabled": True,
             "priority": 5,
-            "created_at": None
+            "created_at": None,
         },
         {
             "id": "github",
@@ -92,8 +95,8 @@ class GitMirrorConfig:
             "clone_prefix": "https://github.com",
             "enabled": True,
             "priority": 999,
-            "created_at": None
-        }
+            "created_at": None,
+        },
     ]
 
     def __init__(self):
@@ -106,7 +109,7 @@ class GitMirrorConfig:
         """加载配置文件"""
         try:
             if self.config_file.exists():
-                with open(self.config_file, 'r', encoding='utf-8') as f:
+                with open(self.config_file, "r", encoding="utf-8") as f:
                     data = json.load(f)
 
                 # 检查是否有镜像源配置
@@ -145,14 +148,14 @@ class GitMirrorConfig:
             # 读取现有配置
             existing_data = {}
             if self.config_file.exists():
-                with open(self.config_file, 'r', encoding='utf-8') as f:
+                with open(self.config_file, "r", encoding="utf-8") as f:
                     existing_data = json.load(f)
 
             # 更新镜像源配置
             existing_data["git_mirrors"] = self.mirrors
 
             # 写入文件
-            with open(self.config_file, 'w', encoding='utf-8') as f:
+            with open(self.config_file, "w", encoding="utf-8") as f:
                 json.dump(existing_data, f, indent=2, ensure_ascii=False)
 
             logger.debug(f"配置已保存到 {self.config_file}")
@@ -182,7 +185,7 @@ class GitMirrorConfig:
         raw_prefix: str,
         clone_prefix: str,
         enabled: bool = True,
-        priority: Optional[int] = None
+        priority: Optional[int] = None,
     ) -> Dict[str, Any]:
         """
         添加新的镜像源
@@ -209,7 +212,7 @@ class GitMirrorConfig:
             "clone_prefix": clone_prefix,
             "enabled": enabled,
             "priority": priority,
-            "created_at": datetime.now().isoformat()
+            "created_at": datetime.now().isoformat(),
         }
 
         self.mirrors.append(new_mirror)
@@ -225,7 +228,7 @@ class GitMirrorConfig:
         raw_prefix: Optional[str] = None,
         clone_prefix: Optional[str] = None,
         enabled: Optional[bool] = None,
-        priority: Optional[int] = None
+        priority: Optional[int] = None,
     ) -> Optional[Dict[str, Any]]:
         """
         更新镜像源配置
@@ -279,12 +282,7 @@ class GitMirrorConfig:
 class GitMirrorService:
     """Git 镜像源服务"""
 
-    def __init__(
-        self,
-        max_retries: int = 3,
-        timeout: int = 30,
-        config: Optional[GitMirrorConfig] = None
-    ):
+    def __init__(self, max_retries: int = 3, timeout: int = 30, config: Optional[GitMirrorConfig] = None):
         """
         初始化 Git 镜像源服务
 
@@ -323,46 +321,25 @@ class GitMirrorService:
 
             if not git_path:
                 logger.warning("未找到 Git 可执行文件")
-                return {
-                    "installed": False,
-                    "error": "系统中未找到 Git，请先安装 Git"
-                }
+                return {"installed": False, "error": "系统中未找到 Git，请先安装 Git"}
 
             # 获取 Git 版本
-            result = subprocess.run(
-                ["git", "--version"],
-                capture_output=True,
-                text=True,
-                timeout=5
-            )
+            result = subprocess.run(["git", "--version"], capture_output=True, text=True, timeout=5)
 
             if result.returncode == 0:
                 version = result.stdout.strip()
                 logger.info(f"检测到 Git: {version} at {git_path}")
-                return {
-                    "installed": True,
-                    "version": version,
-                    "path": git_path
-                }
+                return {"installed": True, "version": version, "path": git_path}
             else:
                 logger.warning(f"Git 命令执行失败: {result.stderr}")
-                return {
-                    "installed": False,
-                    "error": f"Git 命令执行失败: {result.stderr}"
-                }
+                return {"installed": False, "error": f"Git 命令执行失败: {result.stderr}"}
 
         except subprocess.TimeoutExpired:
             logger.error("Git 版本检测超时")
-            return {
-                "installed": False,
-                "error": "Git 版本检测超时"
-            }
+            return {"installed": False, "error": "Git 版本检测超时"}
         except Exception as e:
             logger.error(f"检测 Git 时发生错误: {e}")
-            return {
-                "installed": False,
-                "error": f"检测 Git 时发生错误: {str(e)}"
-            }
+            return {"installed": False, "error": f"检测 Git 时发生错误: {str(e)}"}
 
     async def fetch_raw_file(
         self,
@@ -371,7 +348,7 @@ class GitMirrorService:
         branch: str,
         file_path: str,
         mirror_id: Optional[str] = None,
-        custom_url: Optional[str] = None
+        custom_url: Optional[str] = None,
     ) -> Dict[str, Any]:
         """
         获取 GitHub 仓库的 Raw 文件内容
@@ -403,12 +380,7 @@ class GitMirrorService:
             # 使用指定的镜像源
             mirror = self.config.get_mirror_by_id(mirror_id)
             if not mirror:
-                return {
-                    "success": False,
-                    "error": f"未找到镜像源: {mirror_id}",
-                    "mirror_used": None,
-                    "attempts": 0
-                }
+                return {"success": False, "error": f"未找到镜像源: {mirror_id}", "mirror_used": None, "attempts": 0}
             mirrors_to_try = [mirror]
         else:
             # 使用所有启用的镜像源
@@ -427,14 +399,12 @@ class GitMirrorService:
                         progress=progress,
                         message=f"正在尝试镜像源 {index}/{total_mirrors}: {mirror['name']}",
                         total_plugins=0,
-                        loaded_plugins=0
+                        loaded_plugins=0,
                     )
                 except Exception as e:
                     logger.warning(f"推送进度失败: {e}")
 
-            result = await self._fetch_raw_from_mirror(
-                owner, repo, branch, file_path, mirror
-            )
+            result = await self._fetch_raw_from_mirror(owner, repo, branch, file_path, mirror)
 
             if result["success"]:
                 # 成功，推送进度
@@ -445,7 +415,7 @@ class GitMirrorService:
                             progress=70,
                             message=f"成功从 {mirror['name']} 获取数据",
                             total_plugins=0,
-                            loaded_plugins=0
+                            loaded_plugins=0,
                         )
                     except Exception as e:
                         logger.warning(f"推送进度失败: {e}")
@@ -461,26 +431,16 @@ class GitMirrorService:
                         progress=30 + int(index / total_mirrors * 40),
                         message=f"镜像源 {mirror['name']} 失败，尝试下一个...",
                         total_plugins=0,
-                        loaded_plugins=0
+                        loaded_plugins=0,
                     )
                 except Exception as e:
                     logger.warning(f"推送进度失败: {e}")
 
         # 所有镜像源都失败
-        return {
-            "success": False,
-            "error": "所有镜像源均失败",
-            "mirror_used": None,
-            "attempts": len(mirrors_to_try)
-        }
+        return {"success": False, "error": "所有镜像源均失败", "mirror_used": None, "attempts": len(mirrors_to_try)}
 
     async def _fetch_raw_from_mirror(
-        self,
-        owner: str,
-        repo: str,
-        branch: str,
-        file_path: str,
-        mirror: Dict[str, Any]
+        self, owner: str, repo: str, branch: str, file_path: str, mirror: Dict[str, Any]
     ) -> Dict[str, Any]:
         """从指定镜像源获取文件"""
         # 构建 URL
@@ -508,7 +468,7 @@ class GitMirrorService:
                         "data": response.text,
                         "mirror_used": mirror_type,
                         "attempts": attempts,
-                        "url": url
+                        "url": url,
                     }
             except httpx.HTTPStatusError as e:
                 last_error = f"HTTP {e.response.status_code}: {e}"
@@ -520,13 +480,7 @@ class GitMirrorService:
                 last_error = f"未知错误: {e}"
                 logger.error(f"错误 (尝试 {attempt + 1}/{self.max_retries}): {last_error}")
 
-        return {
-            "success": False,
-            "error": last_error,
-            "mirror_used": mirror_type,
-            "attempts": attempts,
-            "url": url
-        }
+        return {"success": False, "error": last_error, "mirror_used": mirror_type, "attempts": attempts, "url": url}
 
     async def clone_repository(
         self,
@@ -536,7 +490,7 @@ class GitMirrorService:
         branch: Optional[str] = None,
         mirror_id: Optional[str] = None,
         custom_url: Optional[str] = None,
-        depth: Optional[int] = None
+        depth: Optional[int] = None,
     ) -> Dict[str, Any]:
         """
         克隆 GitHub 仓库
@@ -569,12 +523,7 @@ class GitMirrorService:
             # 使用指定的镜像源
             mirror = self.config.get_mirror_by_id(mirror_id)
             if not mirror:
-                return {
-                    "success": False,
-                    "error": f"未找到镜像源: {mirror_id}",
-                    "mirror_used": None,
-                    "attempts": 0
-                }
+                return {"success": False, "error": f"未找到镜像源: {mirror_id}", "mirror_used": None, "attempts": 0}
             mirrors_to_try = [mirror]
         else:
             # 使用所有启用的镜像源
@@ -582,20 +531,13 @@ class GitMirrorService:
 
         # 依次尝试每个镜像源
         for mirror in mirrors_to_try:
-            result = await self._clone_from_mirror(
-                owner, repo, target_path, branch, depth, mirror
-            )
+            result = await self._clone_from_mirror(owner, repo, target_path, branch, depth, mirror)
             if result["success"]:
                 return result
             logger.warning(f"镜像源 {mirror['id']} 克隆失败: {result.get('error')}")
 
         # 所有镜像源都失败
-        return {
-            "success": False,
-            "error": "所有镜像源克隆均失败",
-            "mirror_used": None,
-            "attempts": len(mirrors_to_try)
-        }
+        return {"success": False, "error": "所有镜像源克隆均失败", "mirror_used": None, "attempts": len(mirrors_to_try)}
 
     async def _clone_from_mirror(
         self,
@@ -604,7 +546,7 @@ class GitMirrorService:
         target_path: Path,
         branch: Optional[str],
         depth: Optional[int],
-        mirror: Dict[str, Any]
+        mirror: Dict[str, Any],
     ) -> Dict[str, Any]:
         """从指定镜像源克隆仓库"""
         # 构建克隆 URL
@@ -614,12 +556,7 @@ class GitMirrorService:
         return await self._clone_with_url(url, target_path, branch, depth, mirror["id"])
 
     async def _clone_with_url(
-        self,
-        url: str,
-        target_path: Path,
-        branch: Optional[str],
-        depth: Optional[int],
-        mirror_type: str
+        self, url: str, target_path: Path, branch: Optional[str], depth: Optional[int], mirror_type: str
     ) -> Dict[str, Any]:
         """使用指定 URL 克隆仓库，支持重试"""
         attempts = 0
@@ -657,7 +594,7 @@ class GitMirrorService:
                             stage="loading",
                             progress=20 + attempt * 10,
                             message=f"正在克隆仓库 (尝试 {attempt + 1}/{self.max_retries})...",
-                            operation="install"
+                            operation="install",
                         )
                     except Exception as e:
                         logger.warning(f"推送进度失败: {e}")
@@ -670,7 +607,7 @@ class GitMirrorService:
                         cmd,
                         capture_output=True,
                         text=True,
-                        timeout=300  # 5分钟超时
+                        timeout=300,  # 5分钟超时
                     )
 
                 process = await loop.run_in_executor(None, run_git_clone)
@@ -683,7 +620,7 @@ class GitMirrorService:
                         "mirror_used": mirror_type,
                         "attempts": attempts,
                         "url": url,
-                        "branch": branch or "default"
+                        "branch": branch or "default",
                     }
                 else:
                     last_error = f"Git 克隆失败: {process.stderr}"
@@ -710,13 +647,7 @@ class GitMirrorService:
                 if target_path.exists():
                     shutil.rmtree(target_path, ignore_errors=True)
 
-        return {
-            "success": False,
-            "error": last_error,
-            "mirror_used": mirror_type,
-            "attempts": attempts,
-            "url": url
-        }
+        return {"success": False, "error": last_error, "mirror_used": mirror_type, "attempts": attempts, "url": url}
 
 
 # 全局服务实例

src/webui/logs_ws.py

@@ -1,4 +1,5 @@
 """WebSocket 日志推送模块"""
+
 from fastapi import APIRouter, WebSocket, WebSocketDisconnect
 from typing import Set
 import json
@@ -49,7 +50,9 @@ def load_recent_logs(limit: int = 100) -> list[dict]:
                         log_entry = json.loads(line.strip())
                         # 转换为前端期望的格式
                         # 使用时间戳 + 计数器生成唯一 ID
-                        timestamp_id = log_entry.get("timestamp", "0").replace("-", "").replace(" ", "").replace(":", "")
+                        timestamp_id = (
+                            log_entry.get("timestamp", "0").replace("-", "").replace(" ", "").replace(":", "")
+                        )
                         formatted_log = {
                             "id": f"{timestamp_id}_{log_counter}",
                             "timestamp": log_entry.get("timestamp", ""),

src/webui/manager.py

@@ -1,4 +1,5 @@
 """WebUI 管理器 - 处理开发/生产环境的 WebUI 启动"""
+
 import os
 from pathlib import Path
 from src.common.logger import get_logger
@@ -55,10 +56,10 @@ def setup_production_mode() -> bool:
 
         # 确保正确的 MIME 类型映射
         mimetypes.init()
-        mimetypes.add_type('application/javascript', '.js')
-        mimetypes.add_type('application/javascript', '.mjs')
-        mimetypes.add_type('text/css', '.css')
-        mimetypes.add_type('application/json', '.json')
+        mimetypes.add_type("application/javascript", ".js")
+        mimetypes.add_type("application/javascript", ".mjs")
+        mimetypes.add_type("text/css", ".css")
+        mimetypes.add_type("application/json", ".json")
 
         server = get_global_server()
 

src/webui/person_routes.py

@@ -1,4 +1,5 @@
 """人物信息管理 API 路由"""
+
 from fastapi import APIRouter, HTTPException, Header, Query
 from pydantic import BaseModel
 from typing import Optional, List, Dict
@@ -16,6 +17,7 @@ router = APIRouter(prefix="/person", tags=["Person"])
 
 class PersonInfoResponse(BaseModel):
     """人物信息响应"""
+
     id: int
     is_known: bool
     person_id: str
@@ -33,6 +35,7 @@ class PersonInfoResponse(BaseModel):
 
 class PersonListResponse(BaseModel):
     """人物列表响应"""
+
     success: bool
     total: int
     page: int
@@ -42,12 +45,14 @@ class PersonListResponse(BaseModel):
 
 class PersonDetailResponse(BaseModel):
     """人物详情响应"""
+
     success: bool
     data: PersonInfoResponse
 
 
 class PersonUpdateRequest(BaseModel):
     """人物信息更新请求"""
+
     person_name: Optional[str] = None
     name_reason: Optional[str] = None
     nickname: Optional[str] = None
@@ -57,6 +62,7 @@ class PersonUpdateRequest(BaseModel):
 
 class PersonUpdateResponse(BaseModel):
     """人物信息更新响应"""
+
     success: bool
     message: str
     data: Optional[PersonInfoResponse] = None
@@ -64,10 +70,27 @@ class PersonUpdateResponse(BaseModel):
 
 class PersonDeleteResponse(BaseModel):
     """人物删除响应"""
+
     success: bool
     message: str
 
 
+class BatchDeleteRequest(BaseModel):
+    """批量删除请求"""
+
+    person_ids: List[str]
+
+
+class BatchDeleteResponse(BaseModel):
+    """批量删除响应"""
+
+    success: bool
+    message: str
+    deleted_count: int
+    failed_count: int
+    failed_ids: List[str] = []
+
+
 def verify_auth_token(authorization: Optional[str]) -> bool:
     """验证认证 Token"""
     if not authorization or not authorization.startswith("Bearer "):
@@ -118,7 +141,7 @@ async def get_person_list(
     search: Optional[str] = Query(None, description="搜索关键词"),
     is_known: Optional[bool] = Query(None, description="是否已认识筛选"),
     platform: Optional[str] = Query(None, description="平台筛选"),
-    authorization: Optional[str] = Header(None)
+    authorization: Optional[str] = Header(None),
 ):
     """
     获取人物信息列表
@@ -143,9 +166,9 @@ async def get_person_list(
         # 搜索过滤
         if search:
             query = query.where(
-                (PersonInfo.person_name.contains(search)) |
-                (PersonInfo.nickname.contains(search)) |
-                (PersonInfo.user_id.contains(search))
+                (PersonInfo.person_name.contains(search))
+                | (PersonInfo.nickname.contains(search))
+                | (PersonInfo.user_id.contains(search))
             )
 
         # 已认识状态过滤
@@ -159,10 +182,8 @@ async def get_person_list(
         # 排序：最后更新时间倒序（NULL 值放在最后）
         # Peewee 不支持 nulls_last，使用 CASE WHEN 来实现
         from peewee import Case
-        query = query.order_by(
-            Case(None, [(PersonInfo.last_know.is_null(), 1)], 0),
-            PersonInfo.last_know.desc()
-        )
+
+        query = query.order_by(Case(None, [(PersonInfo.last_know.is_null(), 1)], 0), PersonInfo.last_know.desc())
 
         # 获取总数
         total = query.count()
@@ -174,13 +195,7 @@ async def get_person_list(
         # 转换为响应对象
         data = [person_to_response(person) for person in persons]
 
-        return PersonListResponse(
-            success=True,
-            total=total,
-            page=page,
-            page_size=page_size,
-            data=data
-        )
+        return PersonListResponse(success=True, total=total, page=page, page_size=page_size, data=data)
 
     except HTTPException:
         raise
@@ -190,10 +205,7 @@ async def get_person_list(
 
 
 @router.get("/{person_id}", response_model=PersonDetailResponse)
-async def get_person_detail(
-    person_id: str,
-    authorization: Optional[str] = Header(None)
-):
+async def get_person_detail(person_id: str, authorization: Optional[str] = Header(None)):
     """
     获取人物详细信息
 
@@ -212,10 +224,7 @@ async def get_person_detail(
         if not person:
             raise HTTPException(status_code=404, detail=f"未找到 ID 为 {person_id} 的人物信息")
 
-        return PersonDetailResponse(
-            success=True,
-            data=person_to_response(person)
-        )
+        return PersonDetailResponse(success=True, data=person_to_response(person))
 
     except HTTPException:
         raise
@@ -225,11 +234,7 @@ async def get_person_detail(
 
 
 @router.patch("/{person_id}", response_model=PersonUpdateResponse)
-async def update_person(
-    person_id: str,
-    request: PersonUpdateRequest,
-    authorization: Optional[str] = Header(None)
-):
+async def update_person(person_id: str, request: PersonUpdateRequest, authorization: Optional[str] = Header(None)):
     """
     增量更新人物信息（只更新提供的字段）
 
@@ -256,7 +261,7 @@ async def update_person(
             raise HTTPException(status_code=400, detail="未提供任何需要更新的字段")
 
         # 更新最后修改时间
-        update_data['last_know'] = time.time()
+        update_data["last_know"] = time.time()
 
         # 执行更新
         for field, value in update_data.items():
@@ -267,9 +272,7 @@ async def update_person(
         logger.info(f"人物信息已更新: {person_id}, 字段: {list(update_data.keys())}")
 
         return PersonUpdateResponse(
-            success=True,
-            message=f"成功更新 {len(update_data)} 个字段",
-            data=person_to_response(person)
+            success=True, message=f"成功更新 {len(update_data)} 个字段", data=person_to_response(person)
         )
 
     except HTTPException:
@@ -280,10 +283,7 @@ async def update_person(
 
 
 @router.delete("/{person_id}", response_model=PersonDeleteResponse)
-async def delete_person(
-    person_id: str,
-    authorization: Optional[str] = Header(None)
-):
+async def delete_person(person_id: str, authorization: Optional[str] = Header(None)):
     """
     删除人物信息
 
@@ -310,10 +310,7 @@ async def delete_person(
 
         logger.info(f"人物信息已删除: {person_id} ({person_name})")
 
-        return PersonDeleteResponse(
-            success=True,
-            message=f"成功删除人物信息: {person_name}"
-        )
+        return PersonDeleteResponse(success=True, message=f"成功删除人物信息: {person_name}")
 
     except HTTPException:
         raise
@@ -323,9 +320,7 @@ async def delete_person(
 
 
 @router.get("/stats/summary")
-async def get_person_stats(
-    authorization: Optional[str] = Header(None)
-):
+async def get_person_stats(authorization: Optional[str] = Header(None)):
     """
     获取人物信息统计数据
 
@@ -348,18 +343,66 @@ async def get_person_stats(
             platform = person.platform
             platforms[platform] = platforms.get(platform, 0) + 1
 
-        return {
-            "success": True,
-            "data": {
-                "total": total,
-                "known": known,
-                "unknown": unknown,
-                "platforms": platforms
-            }
-        }
+        return {"success": True, "data": {"total": total, "known": known, "unknown": unknown, "platforms": platforms}}
 
     except HTTPException:
         raise
     except Exception as e:
         logger.exception(f"获取统计数据失败: {e}")
         raise HTTPException(status_code=500, detail=f"获取统计数据失败: {str(e)}") from e
+
+
+@router.post("/batch/delete", response_model=BatchDeleteResponse)
+async def batch_delete_persons(request: BatchDeleteRequest, authorization: Optional[str] = Header(None)):
+    """
+    批量删除人物信息
+
+    Args:
+        request: 包含person_ids列表的请求
+        authorization: Authorization header
+
+    Returns:
+        批量删除结果
+    """
+    try:
+        verify_auth_token(authorization)
+
+        if not request.person_ids:
+            raise HTTPException(status_code=400, detail="未提供要删除的人物ID")
+
+        deleted_count = 0
+        failed_count = 0
+        failed_ids = []
+
+        for person_id in request.person_ids:
+            try:
+                person = PersonInfo.get_or_none(PersonInfo.person_id == person_id)
+                if person:
+                    person.delete_instance()
+                    deleted_count += 1
+                    logger.info(f"批量删除: {person_id}")
+                else:
+                    failed_count += 1
+                    failed_ids.append(person_id)
+            except Exception as e:
+                logger.error(f"删除 {person_id} 失败: {e}")
+                failed_count += 1
+                failed_ids.append(person_id)
+
+        message = f"成功删除 {deleted_count} 个人物"
+        if failed_count > 0:
+            message += f"，{failed_count} 个失败"
+
+        return BatchDeleteResponse(
+            success=True,
+            message=message,
+            deleted_count=deleted_count,
+            failed_count=failed_count,
+            failed_ids=failed_ids,
+        )
+
+    except HTTPException:
+        raise
+    except Exception as e:
+        logger.exception(f"批量删除人物信息失败: {e}")
+        raise HTTPException(status_code=500, detail=f"批量删除失败: {str(e)}") from e

src/webui/plugin_progress_ws.py

@@ -1,4 +1,5 @@
 """WebSocket 插件加载进度推送模块"""
+
 from fastapi import APIRouter, WebSocket, WebSocketDisconnect
 from typing import Set, Dict, Any
 import json
@@ -22,7 +23,7 @@ current_progress: Dict[str, Any] = {
     "error": None,
     "plugin_id": None,  # 当前操作的插件 ID
     "total_plugins": 0,
-    "loaded_plugins": 0
+    "loaded_plugins": 0,
 }
 
 
@@ -57,7 +58,7 @@ async def update_progress(
     error: str = None,
     plugin_id: str = None,
     total_plugins: int = 0,
-    loaded_plugins: int = 0
+    loaded_plugins: int = 0,
 ):
     """更新并广播进度
 
@@ -80,7 +81,7 @@ async def update_progress(
         "plugin_id": plugin_id,
         "total_plugins": total_plugins,
         "loaded_plugins": loaded_plugins,
-        "timestamp": asyncio.get_event_loop().time()
+        "timestamp": asyncio.get_event_loop().time(),
     }
 
     await broadcast_progress(progress_data)

src/webui/plugin_routes.py

@@ -30,12 +30,12 @@ def parse_version(version_str: str) -> tuple[int, int, int]:
         (major, minor, patch) 三元组
     """
     # 移除 snapshot 等后缀
-    base_version = version_str.split('.snapshot')[0].split('.dev')[0].split('.alpha')[0].split('.beta')[0]
+    base_version = version_str.split(".snapshot")[0].split(".dev")[0].split(".alpha")[0].split(".beta")[0]
 
-    parts = base_version.split('.')
+    parts = base_version.split(".")
     if len(parts) < 3:
         # 补齐到 3 位
-        parts.extend(['0'] * (3 - len(parts)))
+        parts.extend(["0"] * (3 - len(parts)))
 
     try:
         major = int(parts[0])
@@ -49,8 +49,10 @@ def parse_version(version_str: str) -> tuple[int, int, int]:
 
 # ============ 请求/响应模型 ============
 
+
 class FetchRawFileRequest(BaseModel):
     """获取 Raw 文件请求"""
+
     owner: str = Field(..., description="仓库所有者", example="MaiM-with-u")
     repo: str = Field(..., description="仓库名称", example="plugin-repo")
     branch: str = Field(..., description="分支名称", example="main")
@@ -61,6 +63,7 @@ class FetchRawFileRequest(BaseModel):
 
 class FetchRawFileResponse(BaseModel):
     """获取 Raw 文件响应"""
+
     success: bool = Field(..., description="是否成功")
     data: Optional[str] = Field(None, description="文件内容")
     error: Optional[str] = Field(None, description="错误信息")
@@ -71,6 +74,7 @@ class FetchRawFileResponse(BaseModel):
 
 class CloneRepositoryRequest(BaseModel):
     """克隆仓库请求"""
+
     owner: str = Field(..., description="仓库所有者", example="MaiM-with-u")
     repo: str = Field(..., description="仓库名称", example="plugin-repo")
     target_path: str = Field(..., description="目标路径（相对于插件目录）")
@@ -82,6 +86,7 @@ class CloneRepositoryRequest(BaseModel):
 
 class CloneRepositoryResponse(BaseModel):
     """克隆仓库响应"""
+
     success: bool = Field(..., description="是否成功")
     path: Optional[str] = Field(None, description="克隆路径")
     error: Optional[str] = Field(None, description="错误信息")
@@ -93,6 +98,7 @@ class CloneRepositoryResponse(BaseModel):
 
 class MirrorConfigResponse(BaseModel):
     """镜像源配置响应"""
+
     id: str = Field(..., description="镜像源 ID")
     name: str = Field(..., description="镜像源名称")
     raw_prefix: str = Field(..., description="Raw 文件前缀")
@@ -103,12 +109,14 @@ class MirrorConfigResponse(BaseModel):
 
 class AvailableMirrorsResponse(BaseModel):
     """可用镜像源列表响应"""
+
     mirrors: List[MirrorConfigResponse] = Field(..., description="镜像源列表")
     default_priority: List[str] = Field(..., description="默认优先级顺序（ID 列表）")
 
 
 class AddMirrorRequest(BaseModel):
     """添加镜像源请求"""
+
     id: str = Field(..., description="镜像源 ID", example="custom-mirror")
     name: str = Field(..., description="镜像源名称", example="自定义镜像源")
     raw_prefix: str = Field(..., description="Raw 文件前缀", example="https://example.com/raw")
@@ -119,6 +127,7 @@ class AddMirrorRequest(BaseModel):
 
 class UpdateMirrorRequest(BaseModel):
     """更新镜像源请求"""
+
     name: Optional[str] = Field(None, description="镜像源名称")
     raw_prefix: Optional[str] = Field(None, description="Raw 文件前缀")
     clone_prefix: Optional[str] = Field(None, description="克隆前缀")
@@ -128,6 +137,7 @@ class UpdateMirrorRequest(BaseModel):
 
 class GitStatusResponse(BaseModel):
     """Git 安装状态响应"""
+
     installed: bool = Field(..., description="是否已安装 Git")
     version: Optional[str] = Field(None, description="Git 版本号")
     path: Optional[str] = Field(None, description="Git 可执行文件路径")
@@ -136,6 +146,7 @@ class GitStatusResponse(BaseModel):
 
 class InstallPluginRequest(BaseModel):
     """安装插件请求"""
+
     plugin_id: str = Field(..., description="插件 ID")
     repository_url: str = Field(..., description="插件仓库 URL")
     branch: Optional[str] = Field("main", description="分支名称")
@@ -144,6 +155,7 @@ class InstallPluginRequest(BaseModel):
 
 class VersionResponse(BaseModel):
     """麦麦版本响应"""
+
     version: str = Field(..., description="麦麦版本号")
     version_major: int = Field(..., description="主版本号")
     version_minor: int = Field(..., description="次版本号")
@@ -152,11 +164,13 @@ class VersionResponse(BaseModel):
 
 class UninstallPluginRequest(BaseModel):
     """卸载插件请求"""
+
     plugin_id: str = Field(..., description="插件 ID")
 
 
 class UpdatePluginRequest(BaseModel):
     """更新插件请求"""
+
     plugin_id: str = Field(..., description="插件 ID")
     repository_url: str = Field(..., description="插件仓库 URL")
     branch: Optional[str] = Field("main", description="分支名称")
@@ -165,6 +179,7 @@ class UpdatePluginRequest(BaseModel):
 
 # ============ API 路由 ============
 
+
 @router.get("/version", response_model=VersionResponse)
 async def get_maimai_version() -> VersionResponse:
     """
@@ -174,12 +189,7 @@ async def get_maimai_version() -> VersionResponse:
     """
     major, minor, patch = parse_version(MMC_VERSION)
 
-    return VersionResponse(
-        version=MMC_VERSION,
-        version_major=major,
-        version_minor=minor,
-        version_patch=patch
-    )
+    return VersionResponse(version=MMC_VERSION, version_major=major, version_minor=minor, version_patch=patch)
 
 
 @router.get("/git-status", response_model=GitStatusResponse)
@@ -196,9 +206,7 @@ async def check_git_status() -> GitStatusResponse:
 
 
 @router.get("/mirrors", response_model=AvailableMirrorsResponse)
-async def get_available_mirrors(
-    authorization: Optional[str] = Header(None)
-) -> AvailableMirrorsResponse:
+async def get_available_mirrors(authorization: Optional[str] = Header(None)) -> AvailableMirrorsResponse:
     """
     获取所有可用的镜像源配置
     """
@@ -219,22 +227,16 @@ async def get_available_mirrors(
             raw_prefix=m["raw_prefix"],
             clone_prefix=m["clone_prefix"],
             enabled=m["enabled"],
-            priority=m["priority"]
+            priority=m["priority"],
         )
         for m in all_mirrors
     ]
 
-    return AvailableMirrorsResponse(
-        mirrors=mirrors,
-        default_priority=config.get_default_priority_list()
-    )
+    return AvailableMirrorsResponse(mirrors=mirrors, default_priority=config.get_default_priority_list())
 
 
 @router.post("/mirrors", response_model=MirrorConfigResponse)
-async def add_mirror(
-    request: AddMirrorRequest,
-    authorization: Optional[str] = Header(None)
-) -> MirrorConfigResponse:
+async def add_mirror(request: AddMirrorRequest, authorization: Optional[str] = Header(None)) -> MirrorConfigResponse:
     """
     添加新的镜像源
     """
@@ -254,7 +256,7 @@ async def add_mirror(
             raw_prefix=request.raw_prefix,
             clone_prefix=request.clone_prefix,
             enabled=request.enabled,
-            priority=request.priority
+            priority=request.priority,
         )
 
         return MirrorConfigResponse(
@@ -263,7 +265,7 @@ async def add_mirror(
             raw_prefix=mirror["raw_prefix"],
             clone_prefix=mirror["clone_prefix"],
             enabled=mirror["enabled"],
-            priority=mirror["priority"]
+            priority=mirror["priority"],
         )
     except ValueError as e:
         raise HTTPException(status_code=400, detail=str(e)) from e
@@ -274,9 +276,7 @@ async def add_mirror(
 
 @router.put("/mirrors/{mirror_id}", response_model=MirrorConfigResponse)
 async def update_mirror(
-    mirror_id: str,
-    request: UpdateMirrorRequest,
-    authorization: Optional[str] = Header(None)
+    mirror_id: str, request: UpdateMirrorRequest, authorization: Optional[str] = Header(None)
 ) -> MirrorConfigResponse:
     """
     更新镜像源配置
@@ -297,7 +297,7 @@ async def update_mirror(
             raw_prefix=request.raw_prefix,
             clone_prefix=request.clone_prefix,
             enabled=request.enabled,
-            priority=request.priority
+            priority=request.priority,
         )
 
         if not mirror:
@@ -309,7 +309,7 @@ async def update_mirror(
             raw_prefix=mirror["raw_prefix"],
             clone_prefix=mirror["clone_prefix"],
             enabled=mirror["enabled"],
-            priority=mirror["priority"]
+            priority=mirror["priority"],
         )
     except HTTPException:
         raise
@@ -319,10 +319,7 @@ async def update_mirror(
 
 
 @router.delete("/mirrors/{mirror_id}")
-async def delete_mirror(
-    mirror_id: str,
-    authorization: Optional[str] = Header(None)
-) -> Dict[str, Any]:
+async def delete_mirror(mirror_id: str, authorization: Optional[str] = Header(None)) -> Dict[str, Any]:
     """
     删除镜像源
     """
@@ -340,16 +337,12 @@ async def delete_mirror(
     if not success:
         raise HTTPException(status_code=404, detail=f"未找到镜像源: {mirror_id}")
 
-    return {
-        "success": True,
-        "message": f"已删除镜像源: {mirror_id}"
-    }
+    return {"success": True, "message": f"已删除镜像源: {mirror_id}"}
 
 
 @router.post("/fetch-raw", response_model=FetchRawFileResponse)
 async def fetch_raw_file(
-    request: FetchRawFileRequest,
-    authorization: Optional[str] = Header(None)
+    request: FetchRawFileRequest, authorization: Optional[str] = Header(None)
 ) -> FetchRawFileResponse:
     """
     获取 GitHub 仓库的 Raw 文件内容
@@ -376,7 +369,7 @@ async def fetch_raw_file(
         progress=10,
         message=f"正在获取插件列表: {request.file_path}",
         total_plugins=0,
-        loaded_plugins=0
+        loaded_plugins=0,
     )
 
     try:
@@ -389,22 +382,19 @@ async def fetch_raw_file(
             branch=request.branch,
             file_path=request.file_path,
             mirror_id=request.mirror_id,
-            custom_url=request.custom_url
+            custom_url=request.custom_url,
         )
 
         if result.get("success"):
             # 更新进度：成功获取
             await update_progress(
-                stage="loading",
-                progress=70,
-                message="正在解析插件数据...",
-                total_plugins=0,
-                loaded_plugins=0
+                stage="loading", progress=70, message="正在解析插件数据...", total_plugins=0, loaded_plugins=0
             )
 
             # 尝试解析插件数量
             try:
                 import json
+
                 data = json.loads(result.get("data", "[]"))
                 total = len(data) if isinstance(data, list) else 0
 
@@ -414,16 +404,12 @@ async def fetch_raw_file(
                     progress=100,
                     message=f"成功加载 {total} 个插件",
                     total_plugins=total,
-                    loaded_plugins=total
+                    loaded_plugins=total,
                 )
             except Exception:
                 # 如果解析失败，仍然发送成功状态
                 await update_progress(
-                    stage="success",
-                    progress=100,
-                    message="加载完成",
-                    total_plugins=0,
-                    loaded_plugins=0
+                    stage="success", progress=100, message="加载完成", total_plugins=0, loaded_plugins=0
                 )
 
         return FetchRawFileResponse(**result)
@@ -433,12 +419,7 @@ async def fetch_raw_file(
 
         # 发送错误进度
         await update_progress(
-            stage="error",
-            progress=0,
-            message="加载失败",
-            error=str(e),
-            total_plugins=0,
-            loaded_plugins=0
+            stage="error", progress=0, message="加载失败", error=str(e), total_plugins=0, loaded_plugins=0
         )
 
         raise HTTPException(status_code=500, detail=f"服务器错误: {str(e)}") from e
@@ -446,8 +427,7 @@ async def fetch_raw_file(
 
 @router.post("/clone", response_model=CloneRepositoryResponse)
 async def clone_repository(
-    request: CloneRepositoryRequest,
-    authorization: Optional[str] = Header(None)
+    request: CloneRepositoryRequest, authorization: Optional[str] = Header(None)
 ) -> CloneRepositoryResponse:
     """
     克隆 GitHub 仓库到本地
@@ -460,9 +440,7 @@ async def clone_repository(
     if not token or not token_manager.verify_token(token):
         raise HTTPException(status_code=401, detail="未授权：无效的访问令牌")
 
-    logger.info(
-        f"收到克隆仓库请求: {request.owner}/{request.repo} -> {request.target_path}"
-    )
+    logger.info(f"收到克隆仓库请求: {request.owner}/{request.repo} -> {request.target_path}")
 
     try:
         # TODO: 验证 target_path 的安全性，防止路径遍历攻击
@@ -478,7 +456,7 @@ async def clone_repository(
             branch=request.branch,
             mirror_id=request.mirror_id,
             custom_url=request.custom_url,
-            depth=request.depth
+            depth=request.depth,
         )
 
         return CloneRepositoryResponse(**result)
@@ -489,10 +467,7 @@ async def clone_repository(
 
 
 @router.post("/install")
-async def install_plugin(
-    request: InstallPluginRequest,
-    authorization: Optional[str] = Header(None)
-) -> Dict[str, Any]:
+async def install_plugin(request: InstallPluginRequest, authorization: Optional[str] = Header(None)) -> Dict[str, Any]:
     """
     安装插件
 
@@ -513,16 +488,16 @@ async def install_plugin(
             progress=5,
             message=f"开始安装插件: {request.plugin_id}",
             operation="install",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         # 1. 解析仓库 URL
         # repository_url 格式: https://github.com/owner/repo
-        repo_url = request.repository_url.rstrip('/')
-        if repo_url.endswith('.git'):
+        repo_url = request.repository_url.rstrip("/")
+        if repo_url.endswith(".git"):
             repo_url = repo_url[:-4]
 
-        parts = repo_url.split('/')
+        parts = repo_url.split("/")
         if len(parts) < 2:
             raise HTTPException(status_code=400, detail="无效的仓库 URL")
 
@@ -534,7 +509,7 @@ async def install_plugin(
             progress=10,
             message=f"解析仓库信息: {owner}/{repo}",
             operation="install",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         # 2. 确定插件安装路径
@@ -548,10 +523,10 @@ async def install_plugin(
             await update_progress(
                 stage="error",
                 progress=0,
-                message=f"插件已存在",
+                message="插件已存在",
                 operation="install",
                 plugin_id=request.plugin_id,
-                error="插件已安装，请先卸载"
+                error="插件已安装，请先卸载",
             )
             raise HTTPException(status_code=400, detail="插件已安装")
 
@@ -560,31 +535,26 @@ async def install_plugin(
             progress=15,
             message=f"准备克隆到: {target_path}",
             operation="install",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         # 3. 克隆仓库（这里会自动推送 20%-80% 的进度）
         service = get_git_mirror_service()
 
         # 如果是 GitHub 仓库，使用镜像源
-        if 'github.com' in repo_url:
+        if "github.com" in repo_url:
             result = await service.clone_repository(
                 owner=owner,
                 repo=repo,
                 target_path=target_path,
                 branch=request.branch,
                 mirror_id=request.mirror_id,
-                depth=1  # 浅克隆，节省时间和空间
+                depth=1,  # 浅克隆，节省时间和空间
             )
         else:
             # 自定义仓库，直接使用 URL
             result = await service.clone_repository(
-                owner=owner,
-                repo=repo,
-                target_path=target_path,
-                branch=request.branch,
-                custom_url=repo_url,
-                depth=1
+                owner=owner, repo=repo, target_path=target_path, branch=request.branch, custom_url=repo_url, depth=1
             )
 
         if not result.get("success"):
@@ -595,23 +565,20 @@ async def install_plugin(
                 message="克隆仓库失败",
                 operation="install",
                 plugin_id=request.plugin_id,
-                error=error_msg
+                error=error_msg,
             )
             raise HTTPException(status_code=500, detail=error_msg)
 
         # 4. 验证插件完整性
         await update_progress(
-            stage="loading",
-            progress=85,
-            message="验证插件文件...",
-            operation="install",
-            plugin_id=request.plugin_id
+            stage="loading", progress=85, message="验证插件文件...", operation="install", plugin_id=request.plugin_id
         )
 
         manifest_path = target_path / "_manifest.json"
         if not manifest_path.exists():
             # 清理失败的安装
             import shutil
+
             shutil.rmtree(target_path, ignore_errors=True)
 
             await update_progress(
@@ -620,26 +587,23 @@ async def install_plugin(
                 message="插件缺少 _manifest.json",
                 operation="install",
                 plugin_id=request.plugin_id,
-                error="无效的插件格式"
+                error="无效的插件格式",
             )
             raise HTTPException(status_code=400, detail="无效的插件：缺少 _manifest.json")
 
         # 5. 读取并验证 manifest
         await update_progress(
-            stage="loading",
-            progress=90,
-            message="读取插件配置...",
-            operation="install",
-            plugin_id=request.plugin_id
+            stage="loading", progress=90, message="读取插件配置...", operation="install", plugin_id=request.plugin_id
         )
 
         try:
             import json as json_module
-            with open(manifest_path, 'r', encoding='utf-8') as f:
+
+            with open(manifest_path, "r", encoding="utf-8") as f:
                 manifest = json_module.load(f)
 
             # 基本验证
-            required_fields = ['manifest_version', 'name', 'version', 'author']
+            required_fields = ["manifest_version", "name", "version", "author"]
             for field in required_fields:
                 if field not in manifest:
                     raise ValueError(f"缺少必需字段: {field}")
@@ -647,6 +611,7 @@ async def install_plugin(
         except Exception as e:
             # 清理失败的安装
             import shutil
+
             shutil.rmtree(target_path, ignore_errors=True)
 
             await update_progress(
@@ -655,7 +620,7 @@ async def install_plugin(
                 message="_manifest.json 无效",
                 operation="install",
                 plugin_id=request.plugin_id,
-                error=str(e)
+                error=str(e),
             )
             raise HTTPException(status_code=400, detail=f"无效的 _manifest.json: {e}") from e
 
@@ -665,16 +630,16 @@ async def install_plugin(
             progress=100,
             message=f"成功安装插件: {manifest['name']} v{manifest['version']}",
             operation="install",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         return {
             "success": True,
             "message": "插件安装成功",
             "plugin_id": request.plugin_id,
-            "plugin_name": manifest['name'],
-            "version": manifest['version'],
-            "path": str(target_path)
+            "plugin_name": manifest["name"],
+            "version": manifest["version"],
+            "path": str(target_path),
         }
 
     except HTTPException:
@@ -688,7 +653,7 @@ async def install_plugin(
             message="安装失败",
             operation="install",
             plugin_id=request.plugin_id,
-            error=str(e)
+            error=str(e),
         )
 
         raise HTTPException(status_code=500, detail=f"服务器错误: {str(e)}") from e
@@ -696,8 +661,7 @@ async def install_plugin(
 
 @router.post("/uninstall")
 async def uninstall_plugin(
-    request: UninstallPluginRequest,
-    authorization: Optional[str] = Header(None)
+    request: UninstallPluginRequest, authorization: Optional[str] = Header(None)
 ) -> Dict[str, Any]:
     """
     卸载插件
@@ -719,7 +683,7 @@ async def uninstall_plugin(
             progress=10,
             message=f"开始卸载插件: {request.plugin_id}",
             operation="uninstall",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         # 1. 检查插件是否存在
@@ -733,7 +697,7 @@ async def uninstall_plugin(
                 message="插件不存在",
                 operation="uninstall",
                 plugin_id=request.plugin_id,
-                error="插件未安装或已被删除"
+                error="插件未安装或已被删除",
             )
             raise HTTPException(status_code=404, detail="插件未安装")
 
@@ -742,7 +706,7 @@ async def uninstall_plugin(
             progress=30,
             message=f"正在删除插件文件: {plugin_path}",
             operation="uninstall",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         # 2. 读取插件信息（用于日志）
@@ -752,7 +716,8 @@ async def uninstall_plugin(
         if manifest_path.exists():
             try:
                 import json as json_module
-                with open(manifest_path, 'r', encoding='utf-8') as f:
+
+                with open(manifest_path, "r", encoding="utf-8") as f:
                     manifest = json_module.load(f)
                 plugin_name = manifest.get("name", request.plugin_id)
             except Exception:
@@ -763,7 +728,7 @@ async def uninstall_plugin(
             progress=50,
             message=f"正在删除 {plugin_name}...",
             operation="uninstall",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         # 3. 删除插件目录
@@ -773,6 +738,7 @@ async def uninstall_plugin(
         def remove_readonly(func, path, _):
             """清除只读属性并删除文件"""
             import os
+
             os.chmod(path, stat.S_IWRITE)
             func(path)
 
@@ -786,15 +752,10 @@ async def uninstall_plugin(
             progress=100,
             message=f"成功卸载插件: {plugin_name}",
             operation="uninstall",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
-        return {
-            "success": True,
-            "message": "插件卸载成功",
-            "plugin_id": request.plugin_id,
-            "plugin_name": plugin_name
-        }
+        return {"success": True, "message": "插件卸载成功", "plugin_id": request.plugin_id, "plugin_name": plugin_name}
 
     except HTTPException:
         raise
@@ -807,7 +768,7 @@ async def uninstall_plugin(
             message="卸载失败",
             operation="uninstall",
             plugin_id=request.plugin_id,
-            error="权限不足，无法删除插件文件"
+            error="权限不足，无法删除插件文件",
         )
 
         raise HTTPException(status_code=500, detail="权限不足，无法删除插件文件") from e
@@ -820,17 +781,14 @@ async def uninstall_plugin(
             message="卸载失败",
             operation="uninstall",
             plugin_id=request.plugin_id,
-            error=str(e)
+            error=str(e),
         )
 
         raise HTTPException(status_code=500, detail=f"服务器错误: {str(e)}") from e
 
 
 @router.post("/update")
-async def update_plugin(
-    request: UpdatePluginRequest,
-    authorization: Optional[str] = Header(None)
-) -> Dict[str, Any]:
+async def update_plugin(request: UpdatePluginRequest, authorization: Optional[str] = Header(None)) -> Dict[str, Any]:
     """
     更新插件
 
@@ -851,7 +809,7 @@ async def update_plugin(
             progress=5,
             message=f"开始更新插件: {request.plugin_id}",
             operation="update",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         # 1. 检查插件是否已安装
@@ -865,7 +823,7 @@ async def update_plugin(
                 message="插件不存在",
                 operation="update",
                 plugin_id=request.plugin_id,
-                error="插件未安装，请先安装"
+                error="插件未安装，请先安装",
             )
             raise HTTPException(status_code=404, detail="插件未安装")
 
@@ -877,10 +835,11 @@ async def update_plugin(
         if manifest_path.exists():
             try:
                 import json as json_module
-                with open(manifest_path, 'r', encoding='utf-8') as f:
+
+                with open(manifest_path, "r", encoding="utf-8") as f:
                     manifest = json_module.load(f)
                 old_version = manifest.get("version", "unknown")
-                plugin_name = manifest.get("name", request.plugin_id)
+                _plugin_name = manifest.get("name", request.plugin_id)
             except Exception:
                 pass
 
@@ -889,16 +848,12 @@ async def update_plugin(
             progress=10,
             message=f"当前版本: {old_version}，准备更新...",
             operation="update",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
         # 3. 删除旧版本
         await update_progress(
-            stage="loading",
-            progress=20,
-            message="正在删除旧版本...",
-            operation="update",
-            plugin_id=request.plugin_id
+            stage="loading", progress=20, message="正在删除旧版本...", operation="update", plugin_id=request.plugin_id
         )
 
         import shutil
@@ -907,6 +862,7 @@ async def update_plugin(
         def remove_readonly(func, path, _):
             """清除只读属性并删除文件"""
             import os
+
             os.chmod(path, stat.S_IWRITE)
             func(path)
 
@@ -920,14 +876,14 @@ async def update_plugin(
             progress=30,
             message="正在准备下载新版本...",
             operation="update",
-            plugin_id=request.plugin_id
+            plugin_id=request.plugin_id,
         )
 
-        repo_url = request.repository_url.rstrip('/')
-        if repo_url.endswith('.git'):
+        repo_url = request.repository_url.rstrip("/")
+        if repo_url.endswith(".git"):
             repo_url = repo_url[:-4]
 
-        parts = repo_url.split('/')
+        parts = repo_url.split("/")
         if len(parts) < 2:
             raise HTTPException(status_code=400, detail="无效的仓库 URL")
 
@@ -937,23 +893,18 @@ async def update_plugin(
         # 5. 克隆新版本（这里会推送 35%-85% 的进度）
         service = get_git_mirror_service()
 
-        if 'github.com' in repo_url:
+        if "github.com" in repo_url:
             result = await service.clone_repository(
                 owner=owner,
                 repo=repo,
                 target_path=plugin_path,
                 branch=request.branch,
                 mirror_id=request.mirror_id,
-                depth=1
+                depth=1,
             )
         else:
             result = await service.clone_repository(
-                owner=owner,
-                repo=repo,
-                target_path=plugin_path,
-                branch=request.branch,
-                custom_url=repo_url,
-                depth=1
+                owner=owner, repo=repo, target_path=plugin_path, branch=request.branch, custom_url=repo_url, depth=1
             )
 
         if not result.get("success"):
@@ -964,17 +915,13 @@ async def update_plugin(
                 message="下载新版本失败",
                 operation="update",
                 plugin_id=request.plugin_id,
-                error=error_msg
+                error=error_msg,
             )
             raise HTTPException(status_code=500, detail=error_msg)
 
         # 6. 验证新版本
         await update_progress(
-            stage="loading",
-            progress=90,
-            message="验证新版本...",
-            operation="update",
-            plugin_id=request.plugin_id
+            stage="loading", progress=90, message="验证新版本...", operation="update", plugin_id=request.plugin_id
         )
 
         new_manifest_path = plugin_path / "_manifest.json"
@@ -983,6 +930,7 @@ async def update_plugin(
             def remove_readonly(func, path, _):
                 """清除只读属性并删除文件"""
                 import os
+
                 os.chmod(path, stat.S_IWRITE)
                 func(path)
 
@@ -994,13 +942,13 @@ async def update_plugin(
                 message="新版本缺少 _manifest.json",
                 operation="update",
                 plugin_id=request.plugin_id,
-                error="无效的插件格式"
+                error="无效的插件格式",
             )
             raise HTTPException(status_code=400, detail="无效的插件：缺少 _manifest.json")
 
         # 7. 读取新版本信息
         try:
-            with open(new_manifest_path, 'r', encoding='utf-8') as f:
+            with open(new_manifest_path, "r", encoding="utf-8") as f:
                 new_manifest = json_module.load(f)
 
             new_version = new_manifest.get("version", "unknown")
@@ -1014,7 +962,7 @@ async def update_plugin(
                 progress=100,
                 message=f"成功更新 {new_name}: {old_version} → {new_version}",
                 operation="update",
-                plugin_id=request.plugin_id
+                plugin_id=request.plugin_id,
             )
 
             return {
@@ -1023,7 +971,7 @@ async def update_plugin(
                 "plugin_id": request.plugin_id,
                 "plugin_name": new_name,
                 "old_version": old_version,
-                "new_version": new_version
+                "new_version": new_version,
             }
 
         except Exception as e:
@@ -1036,7 +984,7 @@ async def update_plugin(
                 message="_manifest.json 无效",
                 operation="update",
                 plugin_id=request.plugin_id,
-                error=str(e)
+                error=str(e),
             )
             raise HTTPException(status_code=400, detail=f"无效的 _manifest.json: {e}") from e
 
@@ -1046,21 +994,14 @@ async def update_plugin(
         logger.error(f"更新插件失败: {e}", exc_info=True)
 
         await update_progress(
-            stage="error",
-            progress=0,
-            message="更新失败",
-            operation="update",
-            plugin_id=request.plugin_id,
-            error=str(e)
+            stage="error", progress=0, message="更新失败", operation="update", plugin_id=request.plugin_id, error=str(e)
         )
 
         raise HTTPException(status_code=500, detail=f"服务器错误: {str(e)}") from e
 
 
 @router.get("/installed")
-async def get_installed_plugins(
-    authorization: Optional[str] = Header(None)
-) -> Dict[str, Any]:
+async def get_installed_plugins(authorization: Optional[str] = Header(None)) -> Dict[str, Any]:
     """
     获取已安装的插件列表
 
@@ -1081,10 +1022,7 @@ async def get_installed_plugins(
         if not plugins_dir.exists():
             logger.info("插件目录不存在，创建目录")
             plugins_dir.mkdir(exist_ok=True)
-            return {
-                "success": True,
-                "plugins": []
-            }
+            return {"success": True, "plugins": []}
 
         installed_plugins = []
 
@@ -1098,7 +1036,7 @@ async def get_installed_plugins(
             plugin_id = plugin_path.name
 
             # 跳过隐藏目录和特殊目录
-            if plugin_id.startswith('.') or plugin_id.startswith('__'):
+            if plugin_id.startswith(".") or plugin_id.startswith("__"):
                 continue
 
             # 读取 _manifest.json
@@ -1110,20 +1048,23 @@ async def get_installed_plugins(
 
             try:
                 import json as json_module
-                with open(manifest_path, 'r', encoding='utf-8') as f:
+
+                with open(manifest_path, "r", encoding="utf-8") as f:
                     manifest = json_module.load(f)
 
                 # 基本验证
-                if 'name' not in manifest or 'version' not in manifest:
+                if "name" not in manifest or "version" not in manifest:
                     logger.warning(f"插件 {plugin_id} 的 _manifest.json 格式无效，跳过")
                     continue
 
                 # 添加到已安装列表（返回完整的 manifest 信息）
-                installed_plugins.append({
-                    "id": plugin_id,
-                    "manifest": manifest,  # 返回完整的 manifest 对象
-                    "path": str(plugin_path.absolute())
-                })
+                installed_plugins.append(
+                    {
+                        "id": plugin_id,
+                        "manifest": manifest,  # 返回完整的 manifest 对象
+                        "path": str(plugin_path.absolute()),
+                    }
+                )
 
             except json.JSONDecodeError as e:
                 logger.warning(f"插件 {plugin_id} 的 _manifest.json 解析失败: {e}")
@@ -1134,11 +1075,7 @@ async def get_installed_plugins(
 
         logger.info(f"找到 {len(installed_plugins)} 个已安装插件")
 
-        return {
-            "success": True,
-            "plugins": installed_plugins,
-            "total": len(installed_plugins)
-        }
+        return {"success": True, "plugins": installed_plugins, "total": len(installed_plugins)}
 
     except Exception as e:
         logger.error(f"获取已安装插件列表失败: {e}", exc_info=True)

src/webui/routers/system.py

@@ -0,0 +1,97 @@
+"""
+系统控制路由
+
+提供系统重启、状态查询等功能
+"""
+
+import os
+import sys
+import time
+from datetime import datetime
+from fastapi import APIRouter, HTTPException
+from pydantic import BaseModel
+from src.config.config import MMC_VERSION
+
+router = APIRouter(prefix="/system", tags=["system"])
+
+# 记录启动时间
+_start_time = time.time()
+
+
+class RestartResponse(BaseModel):
+    """重启响应"""
+
+    success: bool
+    message: str
+
+
+class StatusResponse(BaseModel):
+    """状态响应"""
+
+    running: bool
+    uptime: float
+    version: str
+    start_time: str
+
+
+@router.post("/restart", response_model=RestartResponse)
+async def restart_maibot():
+    """
+    重启麦麦主程序
+
+    使用 os.execv 重启当前进程，配置更改将在重启后生效。
+    注意：此操作会使麦麦暂时离线。
+    """
+    try:
+        # 记录重启操作
+        print(f"[{datetime.now()}] WebUI 触发重启操作")
+
+        # 使用 os.execv 重启当前进程
+        # 这会替换当前进程，保持相同的 PID
+        python = sys.executable
+        args = [python] + sys.argv
+
+        # 返回成功响应（实际上这个响应可能不会发送，因为进程会立即重启）
+        # 但我们仍然返回它以保持 API 一致性
+        os.execv(python, args)
+
+        return RestartResponse(success=True, message="麦麦正在重启中...")
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"重启失败: {str(e)}") from e
+
+
+@router.get("/status", response_model=StatusResponse)
+async def get_maibot_status():
+    """
+    获取麦麦运行状态
+
+    返回麦麦的运行状态、运行时长和版本信息。
+    """
+    try:
+        uptime = time.time() - _start_time
+
+        # 尝试获取版本信息（需要根据实际情况调整）
+        version = MMC_VERSION  # 可以从配置或常量中读取
+
+        return StatusResponse(
+            running=True, uptime=uptime, version=version, start_time=datetime.fromtimestamp(_start_time).isoformat()
+        )
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=f"获取状态失败: {str(e)}") from e
+
+
+# 可选：添加更多系统控制功能
+
+
+@router.post("/reload-config")
+async def reload_config():
+    """
+    热重载配置（不重启进程）
+
+    仅重新加载配置文件，某些配置可能需要重启才能生效。
+    此功能需要在主程序中实现配置热重载逻辑。
+    """
+    # 这里需要调用主程序的配置重载函数
+    # 示例：await app_instance.reload_config()
+
+    return {"success": True, "message": "配置重载功能待实现"}

src/webui/routes.py

@@ -1,4 +1,5 @@
 """WebUI API 路由"""
+
 from fastapi import APIRouter, HTTPException, Header
 from pydantic import BaseModel, Field
 from typing import Optional
@@ -11,6 +12,7 @@ from .expression_routes import router as expression_router
 from .emoji_routes import router as emoji_router
 from .plugin_routes import router as plugin_router
 from .plugin_progress_ws import get_progress_router
+from .routers.system import router as system_router
 
 logger = get_logger("webui.api")
 
@@ -31,32 +33,39 @@ router.include_router(emoji_router)
 router.include_router(plugin_router)
 # 注册插件进度 WebSocket 路由
 router.include_router(get_progress_router())
+# 注册系统控制路由
+router.include_router(system_router)
 
 
 class TokenVerifyRequest(BaseModel):
     """Token 验证请求"""
+
     token: str = Field(..., description="访问令牌")
 
 
 class TokenVerifyResponse(BaseModel):
     """Token 验证响应"""
+
     valid: bool = Field(..., description="Token 是否有效")
     message: str = Field(..., description="验证结果消息")
 
 
 class TokenUpdateRequest(BaseModel):
     """Token 更新请求"""
+
     new_token: str = Field(..., description="新的访问令牌", min_length=10)
 
 
 class TokenUpdateResponse(BaseModel):
     """Token 更新响应"""
+
     success: bool = Field(..., description="是否更新成功")
     message: str = Field(..., description="更新结果消息")
 
 
 class TokenRegenerateResponse(BaseModel):
     """Token 重新生成响应"""
+
     success: bool = Field(..., description="是否生成成功")
     token: str = Field(..., description="新生成的令牌")
     message: str = Field(..., description="生成结果消息")
@@ -64,18 +73,21 @@ class TokenRegenerateResponse(BaseModel):
 
 class FirstSetupStatusResponse(BaseModel):
     """首次配置状态响应"""
+
     is_first_setup: bool = Field(..., description="是否为首次配置")
     message: str = Field(..., description="状态消息")
 
 
 class CompleteSetupResponse(BaseModel):
     """完成配置响应"""
+
     success: bool = Field(..., description="是否成功")
     message: str = Field(..., description="结果消息")
 
 
 class ResetSetupResponse(BaseModel):
     """重置配置响应"""
+
     success: bool = Field(..., description="是否成功")
     message: str = Field(..., description="结果消息")
 
@@ -102,25 +114,16 @@ async def verify_token(request: TokenVerifyRequest):
         is_valid = token_manager.verify_token(request.token)
 
         if is_valid:
-            return TokenVerifyResponse(
-                valid=True,
-                message="Token 验证成功"
-            )
+            return TokenVerifyResponse(valid=True, message="Token 验证成功")
         else:
-            return TokenVerifyResponse(
-                valid=False,
-                message="Token 无效或已过期"
-            )
+            return TokenVerifyResponse(valid=False, message="Token 无效或已过期")
     except Exception as e:
         logger.error(f"Token 验证失败: {e}")
         raise HTTPException(status_code=500, detail="Token 验证失败") from e
 
 
 @router.post("/auth/update", response_model=TokenUpdateResponse)
-async def update_token(
-    request: TokenUpdateRequest,
-    authorization: Optional[str] = Header(None)
-):
+async def update_token(request: TokenUpdateRequest, authorization: Optional[str] = Header(None)):
     """
     更新访问令牌（需要当前有效的 token）
 
@@ -145,10 +148,7 @@ async def update_token(
         # 更新 token
         success, message = token_manager.update_token(request.new_token)
 
-        return TokenUpdateResponse(
-            success=success,
-            message=message
-        )
+        return TokenUpdateResponse(success=success, message=message)
     except HTTPException:
         raise
     except Exception as e:
@@ -181,11 +181,7 @@ async def regenerate_token(authorization: Optional[str] = Header(None)):
         # 重新生成 token
         new_token = token_manager.regenerate_token()
 
-        return TokenRegenerateResponse(
-            success=True,
-            token=new_token,
-            message="Token 已重新生成"
-        )
+        return TokenRegenerateResponse(success=True, token=new_token, message="Token 已重新生成")
     except HTTPException:
         raise
     except Exception as e:
@@ -218,10 +214,7 @@ async def get_setup_status(authorization: Optional[str] = Header(None)):
         # 检查是否为首次配置
         is_first = token_manager.is_first_setup()
 
-        return FirstSetupStatusResponse(
-            is_first_setup=is_first,
-            message="首次配置" if is_first else "已完成配置"
-        )
+        return FirstSetupStatusResponse(is_first_setup=is_first, message="首次配置" if is_first else "已完成配置")
     except HTTPException:
         raise
     except Exception as e:
@@ -254,10 +247,7 @@ async def complete_setup(authorization: Optional[str] = Header(None)):
         # 标记配置完成
         success = token_manager.mark_setup_completed()
 
-        return CompleteSetupResponse(
-            success=success,
-            message="配置已完成" if success else "标记失败"
-        )
+        return CompleteSetupResponse(success=success, message="配置已完成" if success else "标记失败")
     except HTTPException:
         raise
     except Exception as e:
@@ -290,10 +280,7 @@ async def reset_setup(authorization: Optional[str] = Header(None)):
         # 重置配置状态
         success = token_manager.reset_setup_status()
 
-        return ResetSetupResponse(
-            success=success,
-            message="配置状态已重置" if success else "重置失败"
-        )
+        return ResetSetupResponse(success=success, message="配置状态已重置" if success else "重置失败")
     except HTTPException:
         raise
     except Exception as e:

src/webui/statistics_routes.py

@@ -1,9 +1,10 @@
 """统计数据 API 路由"""
+
 from fastapi import APIRouter, HTTPException
 from pydantic import BaseModel, Field
 from typing import Dict, Any, List
 from datetime import datetime, timedelta
-from collections import defaultdict
+from peewee import fn
 
 from src.common.logger import get_logger
 from src.common.database.database_model import LLMUsage, OnlineTime, Messages
@@ -15,6 +16,7 @@ router = APIRouter(prefix="/statistics", tags=["statistics"])
 
 class StatisticsSummary(BaseModel):
     """统计数据摘要"""
+
     total_requests: int = Field(0, description="总请求数")
     total_cost: float = Field(0.0, description="总花费")
     total_tokens: int = Field(0, description="总token数")
@@ -28,6 +30,7 @@ class StatisticsSummary(BaseModel):
 
 class ModelStatistics(BaseModel):
     """模型统计"""
+
     model_name: str
     request_count: int
     total_cost: float
@@ -37,6 +40,7 @@ class ModelStatistics(BaseModel):
 
 class TimeSeriesData(BaseModel):
     """时间序列数据"""
+
     timestamp: str
     requests: int = 0
     cost: float = 0.0
@@ -45,6 +49,7 @@ class TimeSeriesData(BaseModel):
 
 class DashboardData(BaseModel):
     """仪表盘数据"""
+
     summary: StatisticsSummary
     model_stats: List[ModelStatistics]
     hourly_data: List[TimeSeriesData]
@@ -88,7 +93,7 @@ async def get_dashboard_data(hours: int = 24):
             model_stats=model_stats,
             hourly_data=hourly_data,
             daily_data=daily_data,
-            recent_activity=recent_activity
+            recent_activity=recent_activity,
         )
     except Exception as e:
         logger.error(f"获取仪表盘数据失败: {e}")
@@ -96,39 +101,26 @@ async def get_dashboard_data(hours: int = 24):
 
 
 async def _get_summary_statistics(start_time: datetime, end_time: datetime) -> StatisticsSummary:
-    """获取摘要统计数据"""
+    """获取摘要统计数据（优化：使用数据库聚合）"""
     summary = StatisticsSummary()
 
-    # 查询 LLM 使用记录
-    llm_records = list(
-        LLMUsage.select()
-        .where(LLMUsage.timestamp >= start_time)
-        .where(LLMUsage.timestamp <= end_time)
-    )
+    # 使用聚合查询替代全量加载
+    query = LLMUsage.select(
+        fn.COUNT(LLMUsage.id).alias("total_requests"),
+        fn.COALESCE(fn.SUM(LLMUsage.cost), 0).alias("total_cost"),
+        fn.COALESCE(fn.SUM(LLMUsage.prompt_tokens + LLMUsage.completion_tokens), 0).alias("total_tokens"),
+        fn.COALESCE(fn.AVG(LLMUsage.time_cost), 0).alias("avg_response_time"),
+    ).where((LLMUsage.timestamp >= start_time) & (LLMUsage.timestamp <= end_time))
 
-    total_time_cost = 0.0
-    time_cost_count = 0
+    result = query.dicts().get()
+    summary.total_requests = result["total_requests"]
+    summary.total_cost = result["total_cost"]
+    summary.total_tokens = result["total_tokens"]
+    summary.avg_response_time = result["avg_response_time"] or 0.0
 
-    for record in llm_records:
-        summary.total_requests += 1
-        summary.total_cost += record.cost or 0.0
-        summary.total_tokens += (record.prompt_tokens or 0) + (record.completion_tokens or 0)
-        
-        if record.time_cost and record.time_cost > 0:
-            total_time_cost += record.time_cost
-            time_cost_count += 1
-    
-    # 计算平均响应时间
-    if time_cost_count > 0:
-        summary.avg_response_time = total_time_cost / time_cost_count
-    
-    # 查询在线时间
+    # 查询在线时间 - 这个数据量通常不大，保留原逻辑
     online_records = list(
-        OnlineTime.select()
-        .where(
-            (OnlineTime.start_timestamp >= start_time) |
-            (OnlineTime.end_timestamp >= start_time)
-        )
+        OnlineTime.select().where((OnlineTime.start_timestamp >= start_time) | (OnlineTime.end_timestamp >= start_time))
     )
 
     for record in online_records:
@@ -137,16 +129,19 @@ async def _get_summary_statistics(start_time: datetime, end_time: datetime) -> S
         if end > start:
             summary.online_time += (end - start).total_seconds()
 
-    # 查询消息数量
-    messages = list(
-        Messages.select()
-        .where(Messages.time >= start_time.timestamp())
-        .where(Messages.time <= end_time.timestamp())
+    # 查询消息数量 - 使用聚合优化
+    messages_query = Messages.select(fn.COUNT(Messages.id).alias("total")).where(
+        (Messages.time >= start_time.timestamp()) & (Messages.time <= end_time.timestamp())
     )
+    summary.total_messages = messages_query.scalar() or 0
 
-    summary.total_messages = len(messages)
-    # 简单统计：如果 reply_to 不为空，则认为是回复
-    summary.total_replies = len([m for m in messages if m.reply_to])
+    # 统计回复数量
+    replies_query = Messages.select(fn.COUNT(Messages.id).alias("total")).where(
+        (Messages.time >= start_time.timestamp())
+        & (Messages.time <= end_time.timestamp())
+        & (Messages.reply_to.is_null(False))
+    )
+    summary.total_replies = replies_query.scalar() or 0
 
     # 计算派生指标
     if summary.online_time > 0:
@@ -158,113 +153,101 @@ async def _get_summary_statistics(start_time: datetime, end_time: datetime) -> S
 
 
 async def _get_model_statistics(start_time: datetime) -> List[ModelStatistics]:
-    """获取模型统计数据"""
-    model_data = defaultdict(lambda: {
-        'request_count': 0,
-        'total_cost': 0.0,
-        'total_tokens': 0,
-        'time_costs': []
-    })
-    
-    records = list(
-        LLMUsage.select()
+    """获取模型统计数据（优化：使用数据库聚合和分组）"""
+    # 使用GROUP BY聚合，避免全量加载
+    query = (
+        LLMUsage.select(
+            fn.COALESCE(LLMUsage.model_assign_name, LLMUsage.model_name, "unknown").alias("model_name"),
+            fn.COUNT(LLMUsage.id).alias("request_count"),
+            fn.COALESCE(fn.SUM(LLMUsage.cost), 0).alias("total_cost"),
+            fn.COALESCE(fn.SUM(LLMUsage.prompt_tokens + LLMUsage.completion_tokens), 0).alias("total_tokens"),
+            fn.COALESCE(fn.AVG(LLMUsage.time_cost), 0).alias("avg_response_time"),
+        )
         .where(LLMUsage.timestamp >= start_time)
+        .group_by(fn.COALESCE(LLMUsage.model_assign_name, LLMUsage.model_name, "unknown"))
+        .order_by(fn.COUNT(LLMUsage.id).desc())
+        .limit(10)  # 只取前10个
     )
 
-    for record in records:
-        model_name = record.model_assign_name or record.model_name or "unknown"
-        model_data[model_name]['request_count'] += 1
-        model_data[model_name]['total_cost'] += record.cost or 0.0
-        model_data[model_name]['total_tokens'] += (record.prompt_tokens or 0) + (record.completion_tokens or 0)
-        
-        if record.time_cost and record.time_cost > 0:
-            model_data[model_name]['time_costs'].append(record.time_cost)
-    
-    # 转换为列表并排序
     result = []
-    for model_name, data in model_data.items():
-        avg_time = sum(data['time_costs']) / len(data['time_costs']) if data['time_costs'] else 0.0
-        result.append(ModelStatistics(
-            model_name=model_name,
-            request_count=data['request_count'],
-            total_cost=data['total_cost'],
-            total_tokens=data['total_tokens'],
-            avg_response_time=avg_time
-        ))
+    for row in query.dicts():
+        result.append(
+            ModelStatistics(
+                model_name=row["model_name"],
+                request_count=row["request_count"],
+                total_cost=row["total_cost"],
+                total_tokens=row["total_tokens"],
+                avg_response_time=row["avg_response_time"] or 0.0,
+            )
+        )
 
-    # 按请求数排序
-    result.sort(key=lambda x: x.request_count, reverse=True)
-    return result[:10]  # 返回前10个
+    return result
 
 
 async def _get_hourly_statistics(start_time: datetime, end_time: datetime) -> List[TimeSeriesData]:
-    """获取小时级统计数据"""
-    # 创建小时桶
-    hourly_buckets = defaultdict(lambda: {'requests': 0, 'cost': 0.0, 'tokens': 0})
-    
-    records = list(
-        LLMUsage.select()
-        .where(LLMUsage.timestamp >= start_time)
-        .where(LLMUsage.timestamp <= end_time)
+    """获取小时级统计数据（优化：使用数据库聚合）"""
+    # SQLite的日期时间函数进行小时分组
+    # 使用strftime将timestamp格式化为小时级别
+    query = (
+        LLMUsage.select(
+            fn.strftime("%Y-%m-%dT%H:00:00", LLMUsage.timestamp).alias("hour"),
+            fn.COUNT(LLMUsage.id).alias("requests"),
+            fn.COALESCE(fn.SUM(LLMUsage.cost), 0).alias("cost"),
+            fn.COALESCE(fn.SUM(LLMUsage.prompt_tokens + LLMUsage.completion_tokens), 0).alias("tokens"),
+        )
+        .where((LLMUsage.timestamp >= start_time) & (LLMUsage.timestamp <= end_time))
+        .group_by(fn.strftime("%Y-%m-%dT%H:00:00", LLMUsage.timestamp))
     )
 
-    for record in records:
-        # 获取小时键（去掉分钟和秒）
-        hour_key = record.timestamp.replace(minute=0, second=0, microsecond=0)
-        hour_str = hour_key.isoformat()
-        
-        hourly_buckets[hour_str]['requests'] += 1
-        hourly_buckets[hour_str]['cost'] += record.cost or 0.0
-        hourly_buckets[hour_str]['tokens'] += (record.prompt_tokens or 0) + (record.completion_tokens or 0)
+    # 转换为字典以快速查找
+    data_dict = {row["hour"]: row for row in query.dicts()}
 
     # 填充所有小时（包括没有数据的）
     result = []
     current = start_time.replace(minute=0, second=0, microsecond=0)
     while current <= end_time:
-        hour_str = current.isoformat()
-        data = hourly_buckets.get(hour_str, {'requests': 0, 'cost': 0.0, 'tokens': 0})
-        result.append(TimeSeriesData(
-            timestamp=hour_str,
-            requests=data['requests'],
-            cost=data['cost'],
-            tokens=data['tokens']
-        ))
+        hour_str = current.strftime("%Y-%m-%dT%H:00:00")
+        if hour_str in data_dict:
+            row = data_dict[hour_str]
+            result.append(
+                TimeSeriesData(timestamp=hour_str, requests=row["requests"], cost=row["cost"], tokens=row["tokens"])
+            )
+        else:
+            result.append(TimeSeriesData(timestamp=hour_str, requests=0, cost=0.0, tokens=0))
         current += timedelta(hours=1)
 
     return result
 
 
 async def _get_daily_statistics(start_time: datetime, end_time: datetime) -> List[TimeSeriesData]:
-    """获取日级统计数据"""
-    daily_buckets = defaultdict(lambda: {'requests': 0, 'cost': 0.0, 'tokens': 0})
-    
-    records = list(
-        LLMUsage.select()
-        .where(LLMUsage.timestamp >= start_time)
-        .where(LLMUsage.timestamp <= end_time)
+    """获取日级统计数据（优化：使用数据库聚合）"""
+    # 使用strftime按日期分组
+    query = (
+        LLMUsage.select(
+            fn.strftime("%Y-%m-%dT00:00:00", LLMUsage.timestamp).alias("day"),
+            fn.COUNT(LLMUsage.id).alias("requests"),
+            fn.COALESCE(fn.SUM(LLMUsage.cost), 0).alias("cost"),
+            fn.COALESCE(fn.SUM(LLMUsage.prompt_tokens + LLMUsage.completion_tokens), 0).alias("tokens"),
+        )
+        .where((LLMUsage.timestamp >= start_time) & (LLMUsage.timestamp <= end_time))
+        .group_by(fn.strftime("%Y-%m-%dT00:00:00", LLMUsage.timestamp))
     )
 
-    for record in records:
-        # 获取日期键
-        day_key = record.timestamp.replace(hour=0, minute=0, second=0, microsecond=0)
-        day_str = day_key.isoformat()
-        
-        daily_buckets[day_str]['requests'] += 1
-        daily_buckets[day_str]['cost'] += record.cost or 0.0
-        daily_buckets[day_str]['tokens'] += (record.prompt_tokens or 0) + (record.completion_tokens or 0)
+    # 转换为字典
+    data_dict = {row["day"]: row for row in query.dicts()}
 
     # 填充所有天
     result = []
     current = start_time.replace(hour=0, minute=0, second=0, microsecond=0)
     while current <= end_time:
-        day_str = current.isoformat()
-        data = daily_buckets.get(day_str, {'requests': 0, 'cost': 0.0, 'tokens': 0})
-        result.append(TimeSeriesData(
-            timestamp=day_str,
-            requests=data['requests'],
-            cost=data['cost'],
-            tokens=data['tokens']
-        ))
+        day_str = current.strftime("%Y-%m-%dT00:00:00")
+        if day_str in data_dict:
+            row = data_dict[day_str]
+            result.append(
+                TimeSeriesData(timestamp=day_str, requests=row["requests"], cost=row["cost"], tokens=row["tokens"])
+            )
+        else:
+            result.append(TimeSeriesData(timestamp=day_str, requests=0, cost=0.0, tokens=0))
         current += timedelta(days=1)
 
     return result
@@ -272,23 +255,21 @@ async def _get_daily_statistics(start_time: datetime, end_time: datetime) -> Lis
 
 async def _get_recent_activity(limit: int = 10) -> List[Dict[str, Any]]:
     """获取最近活动"""
-    records = list(
-        LLMUsage.select()
-        .order_by(LLMUsage.timestamp.desc())
-        .limit(limit)
-    )
+    records = list(LLMUsage.select().order_by(LLMUsage.timestamp.desc()).limit(limit))
 
     activities = []
     for record in records:
-        activities.append({
-            'timestamp': record.timestamp.isoformat(),
-            'model': record.model_assign_name or record.model_name,
-            'request_type': record.request_type,
-            'tokens': (record.prompt_tokens or 0) + (record.completion_tokens or 0),
-            'cost': record.cost or 0.0,
-            'time_cost': record.time_cost or 0.0,
-            'status': record.status
-        })
+        activities.append(
+            {
+                "timestamp": record.timestamp.isoformat(),
+                "model": record.model_assign_name or record.model_name,
+                "request_type": record.request_type,
+                "tokens": (record.prompt_tokens or 0) + (record.completion_tokens or 0),
+                "cost": record.cost or 0.0,
+                "time_cost": record.time_cost or 0.0,
+                "status": record.status,
+            }
+        )
 
     return activities
 

src/webui/token_manager.py

@@ -80,7 +80,7 @@ class TokenManager:
             "access_token": token,
             "created_at": self._get_current_timestamp(),
             "updated_at": self._get_current_timestamp(),
-            "first_setup_completed": False  # 标记首次配置未完成
+            "first_setup_completed": False,  # 标记首次配置未完成
         }
 
         self._save_config(config)
@@ -91,6 +91,7 @@ class TokenManager:
     def _get_current_timestamp(self) -> str:
         """获取当前时间戳字符串"""
         from datetime import datetime
+
         return datetime.now().isoformat()
 
     def get_token(self) -> str: