✨ feat!(llm): 重构并升级大语言模型服务为全新 AI 智能体框架 (#2146)

* ✨ feat!(llm): 重构并升级大语言模型服务为全新 AI 智能体框架

- 【重构】将原 services/llm 重构并迁移至全新的 services/ai 架构，提供向下兼容垫片
- 【新增】引入 Agent、Team、Workflow 三大智能体与工作流编排范式
- 【新增】引入基于 RAG 的长期向量记忆与中期槽位记忆系统
- 【新增】引入基于 Docker 的安全代码执行沙箱环境
- 【新增】支持 MCP 协议，允许动态管理和调用 MCP 服务
- 【新增】引入输入输出安全合规护栏与自愈反思机制
- 【优化】重构并优化多厂商 API 适配器 (Gemini, OpenAI, DeepSeek, GLM 等)
- 【优化】优化日志脱敏与 Token 预估机制
- 【移除】移除旧版 llm default 和 llm reset-key 命令，新增 llm mcp 管理命令

* 🔧 chore(deps): 更新项目依赖与配置

- 添加 mcp、jieba 和 aiodocker 依赖到配置文件及 requirements.txt
- 在 pyright 配置中设置 reportMissingImports 为 none
- 调整 .gitignore 中 resources 目录的忽略规则

* ♻️ refactor(tools): 重构工具终止机制并清理知识库日志输出

- 统一使用 `context.state["__end_run__"]` 替代 `EndRunResult` 控制任务结束
- 移除文件系统和向量知识库检索工具中 `ToolResult` 的 `.with_log` 调用
- 调整指令处理器（Directive）的返回值为 `tool_res.output`
- 修复部分类型检查警告并优化联合类型判断语法

* ♻️ refactor(tools): 重构工具副作用指令与控制流熔断机制

- 引入 `DirectivePayload` 及 `ToolResult` 的子类以结构化表达工具副作用
- 移除通过 `context.state` 传递魔术变量的隐式控制流设计
- 重构 `DirectiveManager` 处理器接口，直接在处理器中修改 `AgentState` 并构建 `AgentRunResult`
- 在 `StandardAgentExecutor` 中统一通过 `directive_manager` 调度工具返回的副作用指令
- 补全 `MessageBuilder` 中部分核心方法的文档注释

* 🐛 fix(sandbox): 修复 Docker 沙箱容器状态检测与会话清理逻辑

-【修复】修正 `is_alive` 中直接读取私有属性的问题，改用 `show()` 返回值
-【修复】解决 `execute_code` 中缓存的执行器与当前会话不一致的问题
-【优化】在清理工作区前增加容器存活检测，避免向已死容器发送请求
-【优化】创建容器时增加运行状态校验，若已停止则自动从缓存中移除并重建
-【优化】优化容器销毁和清理逻辑，静默处理容器不存在 (404) 的异常

* 📝 docs(core): 补充核心模块初始化方法的文档注释

* 🚨 auto fix by pre-commit hooks

---------

Co-authored-by: webjoin111 <455457521@qq.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

envs/pydantic-v1/pyproject.toml

@@ -41,6 +41,8 @@ dependencies = [
     "pydantic>=1.0.0,<2.0.0",
     "json-repair>=0.54.0,<0.55.0",
     "alibabacloud-devops20210625>=5.0.2,<6.0.0",
+    "jieba>=0.42.1",
+    "aiodocker>=0.24.0",
 ]
 
 [project.optional-dependencies]
@@ -138,6 +140,7 @@ executionEnvironments = [
 
 typeCheckingMode = "standard"
 reportShadowedImports = false
+reportMissingImports = "none"
 disableBytesTypePromotions = true
 
 [tool.pytest.ini_options]

envs/pydantic-v1/uv.lock

@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.11'",
@@ -20,6 +20,18 @@ redis = [
     { name = "redis" },
 ]
 
+[[package]]
+name = "aiodocker"
+version = "0.27.0"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
+dependencies = [
+    { name = "aiohttp" },
+]
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/a8/19/f07d8532d7489ed8629847d004d0bbd286287286a76828be43aca7e6b106/aiodocker-0.27.0.tar.gz", hash = "sha256:74586f4929aee4563ee7db50996a1a39ac35e06c80701daad31f94aadb6551c7" }
+wheels = [
+    { url = "https://mirrors.aliyun.com/pypi/packages/de/54/cd3aa680c9653b8708e164d610948e7a9aa50bba619705ac6169f61b0837/aiodocker-0.27.0-py3-none-any.whl", hash = "sha256:c55647bdcaf546dd4fc9b52794a9510575e126888dff478a9185f580a40dc45e" },
+]
+
 [[package]]
 name = "aiofiles"
 version = "23.2.1"
@@ -1378,6 +1390,12 @@ wheels = [
     { url = "https://mirrors.aliyun.com/pypi/packages/65/6c/9d72435c72adfa6e4ed1824b6df7fffbeaaf15c653881e9b041a318ba572/iso8601-1.1.0-py3-none-any.whl", hash = "sha256:8400e90141bf792bce2634df533dc57e3bee19ea120a87bebcd3da89a58ad73f" },
 ]
 
+[[package]]
+name = "jieba"
+version = "0.42.1"
+source = { registry = "https://mirrors.aliyun.com/pypi/simple/" }
+sdist = { url = "https://mirrors.aliyun.com/pypi/packages/c6/cb/18eeb235f833b726522d7ebed54f2278ce28ba9438e3135ab0278d9792a2/jieba-0.42.1.tar.gz", hash = "sha256:055ca12f62674fafed09427f176506079bc135638a14e23e25be909131928db2" }
+
 [[package]]
 name = "jinja2"
 version = "3.1.6"
@@ -4181,6 +4199,7 @@ version = "0.2.4"
 source = { virtual = "." }
 dependencies = [
     { name = "aiocache", extra = ["redis"] },
+    { name = "aiodocker" },
     { name = "aiofiles" },
     { name = "alibabacloud-devops20210625" },
     { name = "beautifulsoup4" },
@@ -4189,6 +4208,7 @@ dependencies = [
     { name = "dateparser" },
     { name = "feedparser" },
     { name = "imagehash" },
+    { name = "jieba" },
     { name = "json-repair" },
     { name = "lxml" },
     { name = "multidict" },
@@ -4240,6 +4260,7 @@ dev = [
 [package.metadata]
 requires-dist = [
     { name = "aiocache", extras = ["redis"], specifier = ">=0.12.3,<0.13.0" },
+    { name = "aiodocker", specifier = ">=0.24.0" },
     { name = "aiofiles", specifier = ">=23.2.1,<24.0.0" },
     { name = "alibabacloud-devops20210625", specifier = ">=5.0.2,<6.0.0" },
     { name = "asyncpg", marker = "extra == 'postgresql'", specifier = ">=0.20.0" },
@@ -4249,6 +4270,7 @@ requires-dist = [
     { name = "dateparser", specifier = ">=1.2.0,<2.0.0" },
     { name = "feedparser", specifier = ">=6.0.11,<7.0.0" },
     { name = "imagehash", specifier = ">=4.3.1,<5.0.0" },
+    { name = "jieba", specifier = ">=0.42.1" },
     { name = "json-repair", specifier = ">=0.54.0,<0.55.0" },
     { name = "lxml", specifier = ">=5.1.0,<6.0.0" },
     { name = "multidict", specifier = ">=6.0.0,!=6.3.2" },