diff --git a/README.md b/README.md
index 27a00aa6..e9f2338d 100644
--- a/README.md
+++ b/README.md
@@ -2,8 +2,8 @@
 
 <div>
 
-[![Stable](https://img.shields.io/badge/stable-v0.2.2-blue.svg)](https://github.com/xerrors/Yuxi-Know/tree/v0.2.2)
-[![Lasted](https://img.shields.io/badge/latest-v0.3.0.beta-yellow.svg)](https://github.com/xerrors/Yuxi-Know/tree/v0.3.0-beta)
+[![Stable](https://img.shields.io/badge/stable-v0.3.0-blue.svg)](https://github.com/xerrors/Yuxi-Know/tree/v0.3.0)
+<!-- [![Beta](https://img.shields.io/badge/beta-v0.3.0-yellow.svg)](https://github.com/xerrors/Yuxi-Know/tree/v0.3.0) -->
 [![](https://img.shields.io/badge/Docker-2496ED?style=flat&logo=docker&logoColor=ffffff)](https://github.com/xerrors/Yuxi-Know/blob/main/docker-compose.yml)
 [![](https://img.shields.io/github/issues/xerrors/Yuxi-Know?color=F48D73)](https://github.com/xerrors/Yuxi-Know/issues)
 [![License](https://img.shields.io/github/license/bitcookies/winrar-keygen.svg?logo=github)](https://github.com/xerrors/Yuxi-Know/blob/main/LICENSE)
@@ -21,11 +21,12 @@
 
 🙏 感谢 Star ~ ⭐⭐⭐⭐⭐
 
-详细文档请查看全新的 [**📄文档中心**](https://xerrors.github.io/Yuxi-Know/)， [📽️ 点击查看视频演示 v0.2](https://www.bilibili.com/video/BV1ETedzREgY/?share_source=copy_web&vd_source=37b0bdbf95b72ea38b2dc959cfadc4d8)
+详细文档请查看全新的 [**📄文档中心**](https://xerrors.github.io/Yuxi-Know/)
 
 **🎉 最新动态**
 
-- **[2025/10/13]** v0.3 进入 beta 测试环节，不会再封装新的特性，仅作 bug 层面的修复
+- **[2025/11/05] v0.3 版本发布
+  - 全面适配LangChain/LangGraph v1版本的特性，使用 create_agent 创建智能体入口。
 
 
 <div align="center">
diff --git a/docs/advanced/agents-config.md b/docs/advanced/agents-config.md
index 6a51abb0..55ad8099 100644
--- a/docs/advanced/agents-config.md
+++ b/docs/advanced/agents-config.md
@@ -2,135 +2,62 @@
 
 ## 智能体开发
 
-系统基于 [LangGraph](https://github.com/langchain-ai/langgraph) 框架，支持自定义智能体应用开发。
+系统基于 [LangGraph](https://github.com/langchain-ai/langgraph) 并通过统一的 `AgentManager` 管理所有智能体。`src/agents/__init__.py` 会在启动时遍历 `src/agents` 目录，对每个包含 `__init__.py` 的子包执行自动发现：所有继承 `BaseAgent` 的类都会被注册并立即初始化，因此只要代码落位正确，就不需要再手动登记或修改管理器。
 
-系统默认集成示例智能体：
+仓库预置了若干可直接运行的智能体：`chatbot` 聚焦对话与动态工具调度，`mini_agent` 提供精简模板，`reporter` 演示报告类链路。这些目录展示了上下文类、Graph 构造方式、子智能体引用以及中间件组合的范例，新增功能时可以直接复用。
 
-| 智能体 | 功能 | 位置 |
-|--------|------|------|
-| **基础智能体** | 对话功能 | `src/agents/chatbot/` |
-| **ReAct 智能体** | 推理与行动循环 | `src/agents/react/` |
+### 创建新的智能体
 
-### 开发自定义智能体
+在 `src/agents` 下新建一个包，保持与现有目录一致的结构：放置 Graph 构造逻辑（通常命名为 `graph.py`），并在包内的 `__init__.py` 中暴露主类。
 
-如果需要开发自己的智能体的话，可以基于智能体基类以及相关脚手架实现。整体上是和 LangGraph 的架构是适配的，只是在部分功能上需要和平台更加适配才好。
+智能体类必须继承 `src.agents.common.BaseAgent`，同时实现异步的 `get_graph` 方法来返回编译后的 LangGraph 实例，并配置好 `checkpointer`，否则无法从历史对话中恢复。
 
-#### 1. 创建智能体类
+需要额外上下文字段时，可继承 `BaseContext` 构建自己的配置表单，再把类绑定到 `context_schema`，平台会在 `saves/agents/<module>` 下生成默认配置。
 
-继承 `BaseAgent` 并实现 `get_graph` 方法：
+案例1 使用内置工具构建一个极简的智能体，可以动态选择 Prompt 和 LLM：
 
-```python
-from .base import BaseAgent
+<<< @/../src/agents/mini_agent/graph.py
 
-class CustomAgent(BaseAgent):
-    def get_graph(self):
-        # 返回 LangGraph 实例
-        return graph_instance
+案例2 基于MySQL工具，以及自定义 MCP Server 的数据库报表助手。
 
-    @property
-    def context_schema(self):
-        # 定义配置参数
-        return schema
-```
+<<< @/../src/agents/reporter/graph.py
 
-#### 2. 注册智能体
 
-在 `src/agents/__init__.py` 中注册：
 
-```python
-from .custom_agent import CustomAgent
+智能体实例的生命周期交给管理器处理，会在自动发现时完成初始化并缓存单例，以便快速响应请求。在容器内热重载时，只要保存文件即可触发重新导入；需要强制刷新可调用 `agent_manager.get_agent(<id>, reload=True)`。
 
-agent_manager = AgentManager()
-agent_manager.register_agent(CustomAgent)
-agent_manager.init_all_agents()
-```
+更多动态工具选择与 MCP 注册的例子，见 `src/agents/chatbot/graph.py` 中的中间件组合。
 
-#### 3. 参考示例
+### 拓展现有智能体
 
-查看 `src/agents/react/graph.py` 中的 `ReActAgent` 实现示例。
+智能体保持为 LangGraph 的标准节点组合，因此可以在原有 `graph.py` 中添加节点、条件与消息转换器。复用现成上下文时，只需扩展当前 `context_schema` 的字段；若功能差异较大，可以创建新的上下文类并替换 `context_schema`。
+
+对工具、模型或提示语的调整建议封装到中间件或独立函数里，既方便多智能体共用，又能保持 `BaseAgent` 的基础接口稳定。变更提交后无需手动刷新注册表，只要确保包结构未改变，智能体会在热重载中自动更新。
+
+### 子智能体与中间件
+
+子智能体集中放在 `src/agents/common/subagents` 目录，典型例子是 `calc_agent`，它通过 LangChain 的 `create_agent` 构建计算器能力并以工具暴露给主图。新增子智能体时沿用这一结构：在目录内编写封装函数与 `@tool` 装饰器，导出后即可被任意智能体调用。
+
+中间件位于 `src/agents/common/middlewares`，包含上下文感知提示词、模型选择以及动态工具加载等实现。如果需要编写新的中间件，请遵循 LangChain 官方文档中对 `AgentMiddleware`、`ModelRequest`、`ModelResponse` 等接口的定义，完成后在该目录的 `__init__.py` 暴露入口，主智能体即可在 `middleware` 列表中引用。
 
 ## 内置工具与 MCP 集成
 
-系统默认会为对话/推理智能体注册一组“内置工具”，并根据配置动态启用：
+系统会根据配置自动组装工具集合，涵盖知识图谱查询、向量检索生成的动态工具、MySQL 只读查询能力、Tavily 搜索以及所有注册的 MCP 工具。
 
-- 知识图谱查询：`query_knowledge_graph`
-  - 依赖 Neo4j 服务（见 docker-compose 中 `graph`）
-  - 返回包含三元组的结果，适合图谱关系类问题
-- 网页搜索：`TavilySearch`
-  - 需要设置 `TAVILY_API_KEY` 才会启用
-  - LLM 在需要时自动调用，提供实时网页信息
-- 知识库检索工具：按知识库动态生成
-  - 工具名称形如 `query_<db_id前缀>`；描述来自知识库名称与说明
-  - 在工具选择阶段，用描述帮助模型做针对性检索
-- MySQL 工具包：只读查询
-  - `mysql_list_tables`（对话侧名称：查询表名及说明）、`mysql_describe_table`、`mysql_query`
-  - 环境变量见下，具备超时/行数限制与注入防护
+工具的启用状态和描述由配置文件或环境变量决定，当依赖缺失时会被中间件自动忽略，从而避免在图中加载不可用能力。MCP Server 的接入方式保持不变，只需在 `src/agents/common/mcp.py` 的 `MCP_SERVERS` 中填入服务地址与 `transport` 类型，如需更多范式可参阅 LangChain 官方文档。
 
-MCP（Model Context Protocol）可接入外部可视化或其他工具能力：
-- 在 `src/agents/common/mcp.py` 的 `MCP_SERVERS` 添加配置；`transport` 字段名必须正确
-- 常见问题：无法列出工具多因服务不可达或配置错误；优先检查可达性与字段名
+### MySQL 数据库
 
-
-### 1. MySQL 数据库集成
-
-系统支持智能体查询 MySQL 数据库，为数据分析提供强大支持。
-
-### 配置数据库连接
-
-在环境变量中配置数据库信息：
+设置数据库连接时，在 `.env` 中提供以下字段：
 
 ```env
-# MySQL 数据库配置
 MYSQL_HOST=192.168.1.100
 MYSQL_USER=username
 MYSQL_PASSWORD=your_secure_password
 MYSQL_DATABASE=database_name
-MYSQL_DATABASE_DESCRIPTION=业务主库（可选，用于工具提示）
+MYSQL_DATABASE_DESCRIPTION=业务主库（可选提示）
 MYSQL_PORT=3306
 MYSQL_CHARSET=utf8mb4
 ```
 
-在智能体配置中启用以下 MySQL 工具：
-
-| 工具名称 | 功能描述 |
-|----------|----------|
-| `mysql_list_tables`（查询表名及说明） | 获取数据库中的所有表名，并在有配置时附带数据库说明 |
-| `mysql_describe_table` （描述表） | 获取指定表的详细结构信息 |
-| `mysql_query` （执行 SQL 查询）| 执行只读的 SQL 查询语句 |
-
-配置 `MYSQL_DATABASE_DESCRIPTION` 后，智能体在列出数据库表时会优先展示这段说明，帮助模型在使用工具时理解库的用途，从而匹配更精确的查询策略。
-
-### 安全特性
-
-- ✅ **只读操作**: 仅允许 SELECT、SHOW、DESCRIBE、EXPLAIN 操作
-- ✅ **SQL 注入防护**: 严格的表名参数验证
-- ✅ **超时控制**: 默认 60 秒，最大 600 秒
-- ✅ **结果限制**: 默认 10000 字符，100 行，最大 1000 行
-
-### 可视化图表-MCP-Server
-
-系统支持基于 MCP（Model Context Protocol）的图表可视化功能。
-
-- 基于 @antvis 团队开发的 [可视化图表-MCP-Server](https://www.modelscope.cn/mcp/servers/@antvis/mcp-server-chart)
-- 支持多种图表类型和数据可视化
-- 通过魔搭社区配置 Host 资源
-
-在 `src/agents/common/mcp.py` 的 `MCP_SERVERS` 中添加配置：
-
-```python
-# MCP Server configurations
-MCP_SERVERS = {
-    "sequentialthinking": {
-        "url": "https://remote.mcpservers.org/sequentialthinking/mcp",
-        "transport": "streamable_http",
-    },
-    "mcp-server-chart": {
-        "url": "https://mcp.api-inference.modelscope.net/9993ae42524c4c/mcp",
-        "transport": "streamable_http",
-    }
-}
-```
-
-::: warning 配置注意
-记得将 `type` 字段修改为 `transport`，并确保服务可达。
-:::
+所有查询限定在只读范围（SELECT、SHOW、DESCRIBE、EXPLAIN），请求会经过表名校验与超时控制，默认限制 60 秒与 100 行输出，并可通过配置调整上限。连接信息会反馈给 LangGraph，智能体可以自动陈述数据库用途并选择更准确的检索策略。
diff --git a/docs/changelog/roadmap.md b/docs/changelog/roadmap.md
index 3cd79722..a3f7481a 100644
--- a/docs/changelog/roadmap.md
+++ b/docs/changelog/roadmap.md
@@ -7,7 +7,6 @@
 
 ## Bugs
 
-- [ ] 前端工具调用渲染出现问题
 
 ## Next
 
@@ -43,4 +42,5 @@
 - [x] upload 接口会阻塞主进程
 - [x] LightRAG 知识库查看不了解析后的文本，偶然出现，未复现
 - [x] LightRAG 知识库应该可以支持修改 LLM
-- [x] 智能体的加载状态有问题：（1）智能体加载没有动画；（2）切换对话和加载中，使用同一个loading状态。
\ No newline at end of file
+- [x] 智能体的加载状态有问题：（1）智能体加载没有动画；（2）切换对话和加载中，使用同一个loading状态。
+- [x] 前端工具调用渲染出现问题
\ No newline at end of file
diff --git a/docs/intro/quick-start.md b/docs/intro/quick-start.md
index 6ff7ae87..efe8db2b 100644
--- a/docs/intro/quick-start.md
+++ b/docs/intro/quick-start.md
@@ -16,13 +16,13 @@
 
 ```bash
 # 克隆稳定版本
-git clone --branch v0.3.0-beta2 --depth 1 https://github.com/xerrors/Yuxi-Know.git
+git clone --branch v0.3.0 --depth 1 https://github.com/xerrors/Yuxi-Know.git
 cd Yuxi-Know
 ```
 
 ::: warning 版本说明
-- `v0.2.2`: 稳定版本
-- `v0.3.0-beta2`：最新的 Beta 测试版
+- `v0.3.0`: 稳定版本
+- `v0.3.0`：最新的 Beta 测试版
 - `main`: 最新开发版本（不稳定，新特性可能会导致新 bug）
 :::
 
diff --git a/package-lock.json b/package-lock.json
index 1a7223d3..3d3443b7 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -6,8 +6,7 @@
     "": {
       "dependencies": {
         "markdown-it-task-checkbox": "^1.0.6",
-        "vitepress": "^1.6.4",
-        "vitepress-plugin-mermaid": "^2.0.17"
+        "vitepress": "^1.6.4"
       }
     },
     "node_modules/@algolia/abtesting": {
@@ -250,30 +249,6 @@
         "node": ">= 14.0.0"
       }
     },
-    "node_modules/@antfu/install-pkg": {
-      "version": "1.1.0",
-      "resolved": "https://registry.npmjs.org/@antfu/install-pkg/-/install-pkg-1.1.0.tgz",
-      "integrity": "sha512-MGQsmw10ZyI+EJo45CdSER4zEb+p31LpDAFp2Z3gkSd1yqVZGi0Ebx++YTEMonJy4oChEMLsxZ64j8FH6sSqtQ==",
-      "license": "MIT",
-      "peer": true,
-      "dependencies": {
-        "package-manager-detector": "^1.3.0",
-        "tinyexec": "^1.0.1"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/antfu"
-      }
-    },
-    "node_modules/@antfu/utils": {
-      "version": "9.3.0",
-      "resolved": "https://registry.npmjs.org/@antfu/utils/-/utils-9.3.0.tgz",
-      "integrity": "sha512-9hFT4RauhcUzqOE4f1+frMKLZrgNog5b06I7VmZQV1BkvwvqrbC8EBZf3L1eEL2AKb6rNKjER0sEvJiSP1FXEA==",
-      "license": "MIT",
-      "peer": true,
-      "funding": {
-        "url": "https://github.com/sponsors/antfu"
-      }
-    },
     "node_modules/@babel/helper-string-parser": {
       "version": "7.27.1",
       "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz",
@@ -320,57 +295,6 @@
         "node": ">=6.9.0"
       }
     },
-    "node_modules/@braintree/sanitize-url": {
-      "version": "7.1.1",
-      "resolved": "https://registry.npmjs.org/@braintree/sanitize-url/-/sanitize-url-7.1.1.tgz",
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-      "license": "MIT",
-      "peer": true
-    },
-    "node_modules/@chevrotain/cst-dts-gen": {
-      "version": "11.0.3",
-      "resolved": "https://registry.npmjs.org/@chevrotain/cst-dts-gen/-/cst-dts-gen-11.0.3.tgz",
-      "integrity": "sha512-BvIKpRLeS/8UbfxXxgC33xOumsacaeCKAjAeLyOn7Pcp95HiRbrpl14S+9vaZLolnbssPIUuiUd8IvgkRyt6NQ==",
-      "license": "Apache-2.0",
-      "peer": true,
-      "dependencies": {
-        "@chevrotain/gast": "11.0.3",
-        "@chevrotain/types": "11.0.3",
-        "lodash-es": "4.17.21"
-      }
-    },
-    "node_modules/@chevrotain/gast": {
-      "version": "11.0.3",
-      "resolved": "https://registry.npmjs.org/@chevrotain/gast/-/gast-11.0.3.tgz",
-      "integrity": "sha512-+qNfcoNk70PyS/uxmj3li5NiECO+2YKZZQMbmjTqRI3Qchu8Hig/Q9vgkHpI3alNjr7M+a2St5pw5w5F6NL5/Q==",
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-        "lodash-es": "4.17.21"
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-    "node_modules/@chevrotain/regexp-to-ast": {
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-      "license": "Apache-2.0",
-      "peer": true
-    },
-    "node_modules/@chevrotain/types": {
-      "version": "11.0.3",
-      "resolved": "https://registry.npmjs.org/@chevrotain/types/-/types-11.0.3.tgz",
-      "integrity": "sha512-gsiM3G8b58kZC2HaWR50gu6Y1440cHiJ+i3JUvcp/35JchYejb2+5MVeJK0iKThYpAa/P2PYFV4hoi44HD+aHQ==",
-      "license": "Apache-2.0",
-      "peer": true
-    },
-    "node_modules/@chevrotain/utils": {
-      "version": "11.0.3",
-      "resolved": "https://registry.npmjs.org/@chevrotain/utils/-/utils-11.0.3.tgz",
-      "integrity": "sha512-YslZMgtJUyuMbZ+aKvfF3x1f5liK4mWNxghFRv7jqRR9C3R3fAOGTTKvxXDa2Y1s9zSbcpuO0cAxDYsc9SrXoQ==",
-      "license": "Apache-2.0",
-      "peer": true
-    },
     "node_modules/@docsearch/css": {
       "version": "3.8.2",
       "resolved": "https://registry.npmjs.org/@docsearch/css/-/css-3.8.2.tgz",
@@ -802,62 +726,12 @@
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       "license": "MIT"
     },
-    "node_modules/@iconify/utils": {
-      "version": "3.0.2",
-      "resolved": "https://registry.npmjs.org/@iconify/utils/-/utils-3.0.2.tgz",
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-      "license": "MIT",
-      "peer": true,
-      "dependencies": {
-        "@antfu/install-pkg": "^1.1.0",
-        "@antfu/utils": "^9.2.0",
-        "@iconify/types": "^2.0.0",
-        "debug": "^4.4.1",
-        "globals": "^15.15.0",
-        "kolorist": "^1.8.0",
-        "local-pkg": "^1.1.1",
-        "mlly": "^1.7.4"
-      }
-    },
     "node_modules/@jridgewell/sourcemap-codec": {
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       "license": "MIT"
     },
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-      "integrity": "sha512-RMtmw0iFkeR4YV+fUOSucriAQNb9g8zFR52MWCtl+cCZOFRNL6zeB395vPzFhEjjn4fMxXudmELnl/KF/WrK6w==",
-      "license": "MIT",
-      "peer": true
-    },
-    "node_modules/mlly/node_modules/pkg-types": {
-      "version": "1.3.1",
-      "resolved": "https://registry.npmjs.org/pkg-types/-/pkg-types-1.3.1.tgz",
-      "integrity": "sha512-/Jm5M4RvtBFVkKWRu2BLUTNP8/M2a+UwuAX+ae4770q1qVGtfjG+WTCupoZixokjmHiry8uI+dlY8KXYV5HVVQ==",
-      "license": "MIT",
-      "peer": true,
-      "dependencies": {
-        "confbox": "^0.1.8",
-        "mlly": "^1.7.4",
-        "pathe": "^2.0.1"
-      }
-    },
-    "node_modules/ms": {
-      "version": "2.1.3",
-      "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz",
-      "integrity": "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==",
-      "license": "MIT",
-      "peer": true
-    },
     "node_modules/nanoid": {
       "version": "3.3.11",
       "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.11.tgz",
@@ -3092,13 +1836,6 @@
         "node": "^10 || ^12 || ^13.7 || ^14 || >=15.0.1"
       }
     },
-    "node_modules/non-layered-tidy-tree-layout": {
-      "version": "2.0.2",
-      "resolved": "https://registry.npmjs.org/non-layered-tidy-tree-layout/-/non-layered-tidy-tree-layout-2.0.2.tgz",
-      "integrity": "sha512-gkXMxRzUH+PB0ax9dUN0yYF0S25BqeAYqhgMaLUFmpXLEk7Fcu8f4emJuOAY0V8kjDICxROIKsTAKsV/v355xw==",
-      "license": "MIT",
-      "optional": true
-    },
     "node_modules/oniguruma-to-es": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/oniguruma-to-es/-/oniguruma-to-es-3.1.1.tgz",
@@ -3110,27 +1847,6 @@
         "regex-recursion": "^6.0.2"
       }
     },
-    "node_modules/package-manager-detector": {
-      "version": "1.4.0",
-      "resolved": "https://registry.npmjs.org/package-manager-detector/-/package-manager-detector-1.4.0.tgz",
-      "integrity": "sha512-rRZ+pR1Usc+ND9M2NkmCvE/LYJS+8ORVV9X0KuNSY/gFsp7RBHJM/ADh9LYq4Vvfq6QkKrW6/weuh8SMEtN5gw==",
-      "license": "MIT",
-      "peer": true
-    },
-    "node_modules/path-data-parser": {
-      "version": "0.1.0",
-      "resolved": "https://registry.npmjs.org/path-data-parser/-/path-data-parser-0.1.0.tgz",
-      "integrity": "sha512-NOnmBpt5Y2RWbuv0LMzsayp3lVylAHLPUTut412ZA3l+C4uw4ZVkQbjShYCQ8TCpUMdPapr4YjUqLYD6v68j+w==",
-      "license": "MIT",
-      "peer": true
-    },
-    "node_modules/pathe": {
-      "version": "2.0.3",
-      "resolved": "https://registry.npmjs.org/pathe/-/pathe-2.0.3.tgz",
-      "integrity": "sha512-WUjGcAqP1gQacoQe+OBJsFA7Ld4DyXuUIjZ5cc75cLHvJ7dtNsTugphxIADwspS+AraAUePCKrSVtPLFj/F88w==",
-      "license": "MIT",
-      "peer": true
-    },
     "node_modules/perfect-debounce": {
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/perfect-debounce/-/perfect-debounce-1.0.0.tgz",
@@ -3143,36 +1859,6 @@
       "integrity": "sha512-xceH2snhtb5M9liqDsmEw56le376mTZkEX/jEb/RxNFyegNul7eNslCXP9FDj/Lcu0X8KEyMceP2ntpaHrDEVA==",
       "license": "ISC"
     },
-    "node_modules/pkg-types": {
-      "version": "2.3.0",
-      "resolved": "https://registry.npmjs.org/pkg-types/-/pkg-types-2.3.0.tgz",
-      "integrity": "sha512-SIqCzDRg0s9npO5XQ3tNZioRY1uK06lA41ynBC1YmFTmnY6FjUjVt6s4LoADmwoig1qqD0oK8h1p/8mlMx8Oig==",
-      "license": "MIT",
-      "peer": true,
-      "dependencies": {
-        "confbox": "^0.2.2",
-        "exsolve": "^1.0.7",
-        "pathe": "^2.0.3"
-      }
-    },
-    "node_modules/points-on-curve": {
-      "version": "0.2.0",
-      "resolved": "https://registry.npmjs.org/points-on-curve/-/points-on-curve-0.2.0.tgz",
-      "integrity": "sha512-0mYKnYYe9ZcqMCWhUjItv/oHjvgEsfKvnUTg8sAtnHr3GVy7rGkXCb6d5cSyqrWqL4k81b9CPg3urd+T7aop3A==",
-      "license": "MIT",
-      "peer": true
-    },
-    "node_modules/points-on-path": {
-      "version": "0.2.1",
-      "resolved": "https://registry.npmjs.org/points-on-path/-/points-on-path-0.2.1.tgz",
-      "integrity": "sha512-25ClnWWuw7JbWZcgqY/gJ4FQWadKxGWk+3kR/7kD0tCaDtPPMj7oHu2ToLaVhfpnHrZzYby2w6tUA0eOIuUg8g==",
-      "license": "MIT",
-      "peer": true,
-      "dependencies": {
-        "path-data-parser": "0.1.0",
-        "points-on-curve": "0.2.0"
-      }
-    },
     "node_modules/postcss": {
       "version": "8.5.6",
       "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.6.tgz",
@@ -3221,23 +1907,6 @@
         "url": "https://github.com/sponsors/wooorm"
       }
     },
-    "node_modules/quansync": {
-      "version": "0.2.11",
-      "resolved": "https://registry.npmjs.org/quansync/-/quansync-0.2.11.tgz",
-      "integrity": "sha512-AifT7QEbW9Nri4tAwR5M/uzpBuqfZf+zwaEM/QkzEjj7NBuFD2rBuy0K3dE+8wltbezDV7JMA0WfnCPYRSYbXA==",
-      "funding": [
-        {
-          "type": "individual",
-          "url": "https://github.com/sponsors/antfu"
-        },
-        {
-          "type": "individual",
-          "url": "https://github.com/sponsors/sxzz"
-        }
-      ],
-      "license": "MIT",
-      "peer": true
-    },
     "node_modules/regex": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/regex/-/regex-6.0.1.tgz",
@@ -3268,12 +1937,6 @@
       "integrity": "sha512-q1b3N5QkRUWUl7iyylaaj3kOpIT0N2i9MqIEQXP73GVsN9cw3fdx8X63cEmWhJGi2PPCF23Ijp7ktmd39rawIA==",
       "license": "MIT"
     },
-    "node_modules/robust-predicates": {
-      "version": "3.0.2",
-      "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.2.tgz",
-      "integrity": "sha512-IXgzBWvWQwE6PrDI05OvmXUIruQTcoMDzRsOd5CDvHCVLcLHMTSYvOK5Cm46kWqlV3yAbuSpBZdJ5oP5OUoStg==",
-      "license": "Unlicense"
-    },
     "node_modules/rollup": {
       "version": "4.52.4",
       "resolved": "https://registry.npmjs.org/rollup/-/rollup-4.52.4.tgz",
@@ -3315,31 +1978,6 @@
         "fsevents": "~2.3.2"
       }
     },
-    "node_modules/roughjs": {
-      "version": "4.6.6",
-      "resolved": "https://registry.npmjs.org/roughjs/-/roughjs-4.6.6.tgz",
-      "integrity": "sha512-ZUz/69+SYpFN/g/lUlo2FXcIjRkSu3nDarreVdGGndHEBJ6cXPdKguS8JGxwj5HA5xIbVKSmLgr5b3AWxtRfvQ==",
-      "license": "MIT",
-      "peer": true,
-      "dependencies": {
-        "hachure-fill": "^0.5.2",
-        "path-data-parser": "^0.1.0",
-        "points-on-curve": "^0.2.0",
-        "points-on-path": "^0.2.1"
-      }
-    },
-    "node_modules/rw": {
-      "version": "1.3.3",
-      "resolved": "https://registry.npmjs.org/rw/-/rw-1.3.3.tgz",
-      "integrity": "sha512-PdhdWy89SiZogBLaw42zdeqtRJ//zFd2PgQavcICDUgJT5oW10QCRKbJ6bg4r0/UY2M6BWd5tkxuGFRvCkgfHQ==",
-      "license": "BSD-3-Clause"
-    },
-    "node_modules/safer-buffer": {
-      "version": "2.1.2",
-      "resolved": "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz",
-      "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg==",
-      "license": "MIT"
-    },
     "node_modules/search-insights": {
       "version": "2.17.3",
       "resolved": "https://registry.npmjs.org/search-insights/-/search-insights-2.17.3.tgz",
@@ -3405,13 +2043,6 @@
         "url": "https://github.com/sponsors/wooorm"
       }
     },
-    "node_modules/stylis": {
-      "version": "4.3.6",
-      "resolved": "https://registry.npmjs.org/stylis/-/stylis-4.3.6.tgz",
-      "integrity": "sha512-yQ3rwFWRfwNUY7H5vpU0wfdkNSnvnJinhF9830Swlaxl03zsOjCfmX0ugac+3LtK0lYSgwL/KXc8oYL3mG4YFQ==",
-      "license": "MIT",
-      "peer": true
-    },
     "node_modules/superjson": {
       "version": "2.2.2",
       "resolved": "https://registry.npmjs.org/superjson/-/superjson-2.2.2.tgz",
@@ -3430,13 +2061,6 @@
       "integrity": "sha512-Cat63mxsVJlzYvN51JmVXIgNoUokrIaT2zLclCXjRd8boZ0004U4KCs/sToJ75C6sdlByWxpYnb5Boif1VSFew==",
       "license": "MIT"
     },
-    "node_modules/tinyexec": {
-      "version": "1.0.1",
-      "resolved": "https://registry.npmjs.org/tinyexec/-/tinyexec-1.0.1.tgz",
-      "integrity": "sha512-5uC6DDlmeqiOwCPmK9jMSdOuZTh8bU39Ys6yidB+UTt5hfZUPGAypSgFRiEp+jbi9qH40BLDvy85jIU88wKSqw==",
-      "license": "MIT",
-      "peer": true
-    },
     "node_modules/trim-lines": {
       "version": "3.0.1",
       "resolved": "https://registry.npmjs.org/trim-lines/-/trim-lines-3.0.1.tgz",
@@ -3447,23 +2071,6 @@
         "url": "https://github.com/sponsors/wooorm"
       }
     },
-    "node_modules/ts-dedent": {
-      "version": "2.2.0",
-      "resolved": "https://registry.npmjs.org/ts-dedent/-/ts-dedent-2.2.0.tgz",
-      "integrity": "sha512-q5W7tVM71e2xjHZTlgfTDoPF/SmqKG5hddq9SzR49CH2hayqRKJtQ4mtRlSxKaJlR/+9rEM+mnBHf7I2/BQcpQ==",
-      "license": "MIT",
-      "peer": true,
-      "engines": {
-        "node": ">=6.10"
-      }
-    },
-    "node_modules/ufo": {
-      "version": "1.6.1",
-      "resolved": "https://registry.npmjs.org/ufo/-/ufo-1.6.1.tgz",
-      "integrity": "sha512-9a4/uxlTWJ4+a5i0ooc1rU7C7YOw3wT+UGqdeNNHWnOF9qcMBgLRS+4IYUqbczewFx4mLEig6gawh7X6mFlEkA==",
-      "license": "MIT",
-      "peer": true
-    },
     "node_modules/unist-util-is": {
       "version": "6.0.0",
       "resolved": "https://registry.npmjs.org/unist-util-is/-/unist-util-is-6.0.0.tgz",
@@ -3532,20 +2139,6 @@
         "url": "https://opencollective.com/unified"
       }
     },
-    "node_modules/uuid": {
-      "version": "11.1.0",
-      "resolved": "https://registry.npmjs.org/uuid/-/uuid-11.1.0.tgz",
-      "integrity": "sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==",
-      "funding": [
-        "https://github.com/sponsors/broofa",
-        "https://github.com/sponsors/ctavan"
-      ],
-      "license": "MIT",
-      "peer": true,
-      "bin": {
-        "uuid": "dist/esm/bin/uuid"
-      }
-    },
     "node_modules/vfile": {
       "version": "6.0.3",
       "resolved": "https://registry.npmjs.org/vfile/-/vfile-6.0.3.tgz",
@@ -3674,74 +2267,6 @@
         }
       }
     },
-    "node_modules/vitepress-plugin-mermaid": {
-      "version": "2.0.17",
-      "resolved": "https://registry.npmjs.org/vitepress-plugin-mermaid/-/vitepress-plugin-mermaid-2.0.17.tgz",
-      "integrity": "sha512-IUzYpwf61GC6k0XzfmAmNrLvMi9TRrVRMsUyCA8KNXhg/mQ1VqWnO0/tBVPiX5UoKF1mDUwqn5QV4qAJl6JnUg==",
-      "license": "MIT",
-      "optionalDependencies": {
-        "@mermaid-js/mermaid-mindmap": "^9.3.0"
-      },
-      "peerDependencies": {
-        "mermaid": "10 || 11",
-        "vitepress": "^1.0.0 || ^1.0.0-alpha"
-      }
-    },
-    "node_modules/vscode-jsonrpc": {
-      "version": "8.2.0",
-      "resolved": "https://registry.npmjs.org/vscode-jsonrpc/-/vscode-jsonrpc-8.2.0.tgz",
-      "integrity": "sha512-C+r0eKJUIfiDIfwJhria30+TYWPtuHJXHtI7J0YlOmKAo7ogxP20T0zxB7HZQIFhIyvoBPwWskjxrvAtfjyZfA==",
-      "license": "MIT",
-      "peer": true,
-      "engines": {
-        "node": ">=14.0.0"
-      }
-    },
-    "node_modules/vscode-languageserver": {
-      "version": "9.0.1",
-      "resolved": "https://registry.npmjs.org/vscode-languageserver/-/vscode-languageserver-9.0.1.tgz",
-      "integrity": "sha512-woByF3PDpkHFUreUa7Hos7+pUWdeWMXRd26+ZX2A8cFx6v/JPTtd4/uN0/jB6XQHYaOlHbio03NTHCqrgG5n7g==",
-      "license": "MIT",
-      "peer": true,
-      "dependencies": {
-        "vscode-languageserver-protocol": "3.17.5"
-      },
-      "bin": {
-        "installServerIntoExtension": "bin/installServerIntoExtension"
-      }
-    },
-    "node_modules/vscode-languageserver-protocol": {
-      "version": "3.17.5",
-      "resolved": "https://registry.npmjs.org/vscode-languageserver-protocol/-/vscode-languageserver-protocol-3.17.5.tgz",
-      "integrity": "sha512-mb1bvRJN8SVznADSGWM9u/b07H7Ecg0I3OgXDuLdn307rl/J3A9YD6/eYOssqhecL27hK1IPZAsaqh00i/Jljg==",
-      "license": "MIT",
-      "peer": true,
-      "dependencies": {
-        "vscode-jsonrpc": "8.2.0",
-        "vscode-languageserver-types": "3.17.5"
-      }
-    },
-    "node_modules/vscode-languageserver-textdocument": {
-      "version": "1.0.12",
-      "resolved": "https://registry.npmjs.org/vscode-languageserver-textdocument/-/vscode-languageserver-textdocument-1.0.12.tgz",
-      "integrity": "sha512-cxWNPesCnQCcMPeenjKKsOCKQZ/L6Tv19DTRIGuLWe32lyzWhihGVJ/rcckZXJxfdKCFvRLS3fpBIsV/ZGX4zA==",
-      "license": "MIT",
-      "peer": true
-    },
-    "node_modules/vscode-languageserver-types": {
-      "version": "3.17.5",
-      "resolved": "https://registry.npmjs.org/vscode-languageserver-types/-/vscode-languageserver-types-3.17.5.tgz",
-      "integrity": "sha512-Ld1VelNuX9pdF39h2Hgaeb5hEZM2Z3jUrrMgWQAu82jMtZp7p3vJT3BzToKtZI7NgQssZje5o0zryOrhQvzQAg==",
-      "license": "MIT",
-      "peer": true
-    },
-    "node_modules/vscode-uri": {
-      "version": "3.0.8",
-      "resolved": "https://registry.npmjs.org/vscode-uri/-/vscode-uri-3.0.8.tgz",
-      "integrity": "sha512-AyFQ0EVmsOZOlAnxoFOGOq1SQDWAB7C6aqMGS23svWAllfOaxbuFvcT8D1i8z3Gyn8fraVeZNNmN6e9bxxXkKw==",
-      "license": "MIT",
-      "peer": true
-    },
     "node_modules/vue": {
       "version": "3.5.22",
       "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.22.tgz",
diff --git a/src/agents/mini_agent/graph.py b/src/agents/mini_agent/graph.py
index ab78188d..e6279ec1 100644
--- a/src/agents/mini_agent/graph.py
+++ b/src/agents/mini_agent/graph.py
@@ -1,6 +1,7 @@
 from langchain.agents import create_agent
 from langchain.agents.middleware import ModelRequest, ModelResponse, dynamic_prompt, wrap_model_call
 
+from src import config
 from src.agents.common import BaseAgent, load_chat_model, get_buildin_tools
 from src.agents.common.middlewares import context_aware_prompt, context_based_model
 
@@ -21,7 +22,7 @@ class MiniAgent(BaseAgent):
 
         # 创建 MiniAgent
         graph = create_agent(
-            model=load_chat_model("siliconflow/Qwen/Qwen3-235B-A22B-Instruct-2507"),  # 实际会被覆盖
+            model=load_chat_model(config.default_model),  # 实际会被覆盖
             tools=self.get_tools(),
             middleware=[context_aware_prompt, context_based_model],
             checkpointer=await self._get_checkpointer(),
diff --git a/src/agents/reporter/graph.py b/src/agents/reporter/graph.py
index 74ce52d9..46dfee50 100644
--- a/src/agents/reporter/graph.py
+++ b/src/agents/reporter/graph.py
@@ -3,6 +3,7 @@ import textwrap
 from langchain.agents import create_agent
 from langchain.agents.middleware import ModelRequest, ModelResponse, dynamic_prompt, wrap_model_call
 
+from src import config
 from src.agents.common import BaseAgent, load_chat_model, get_mcp_tools
 from src.agents.common.middlewares import context_aware_prompt, context_based_model
 from src.agents.common.toolkits.mysql import get_mysql_tools
@@ -34,7 +35,7 @@ class SqlReporterAgent(BaseAgent):
 
         # 创建 SqlReporterAgent
         graph = create_agent(
-            model=load_chat_model("siliconflow/Qwen/Qwen3-235B-A22B-Instruct-2507"),
+            model=load_chat_model(config.default_model),  # 默认模型，会被 middleware 覆盖
             tools=await self.get_tools(),
             middleware=[context_aware_prompt, context_based_model],
             checkpointer=await self._get_checkpointer(),
diff --git a/src/models/embed.py b/src/models/embed.py
index f442ce09..528e1ccf 100644
--- a/src/models/embed.py
+++ b/src/models/embed.py
@@ -132,6 +132,22 @@ class OllamaEmbedding(BaseEmbeddingModel):
                 logger.error(f"Ollama Embedding async request failed: {e}, {payload}")
                 raise ValueError(f"Ollama Embedding async request failed: {e}")
 
+    async def test_connection(self) -> tuple[bool, str]:
+        """
+        测试embedding模型的连接性
+
+        Returns:
+            tuple: (success: bool, message: str)
+        """
+        try:
+            # 使用简单的测试文本
+            test_text = ["Hello world"]
+            await self.aencode(test_text)
+            return True, "连接正常"
+        except Exception as e:
+            error_msg = str(e)
+            return False, error_msg
+
 
 class OtherEmbedding(BaseEmbeddingModel):
     def __init__(self, **kwargs) -> None:
diff --git a/web/package.json b/web/package.json
index 66f3c472..809d198c 100644
--- a/web/package.json
+++ b/web/package.json
@@ -1,6 +1,6 @@
 {
   "name": "yuxi-know-web",
-  "version": "0.2.1.web",
+  "version": "0.3.0.web",
   "private": true,
   "scripts": {
     "dev": "vite",
diff --git a/web/src/components/AgentConfigSidebar.vue b/web/src/components/AgentConfigSidebar.vue
index 92bf16bb..d6157904 100644
--- a/web/src/components/AgentConfigSidebar.vue
+++ b/web/src/components/AgentConfigSidebar.vue
@@ -695,7 +695,7 @@ watch(() => props.isOpen, (newVal) => {
         }
 
         .config-item {
-          margin-bottom: 20px;
+          margin: 30px 0;
 
           .config-description {
             margin: 4px 0 8px 0;