From 2bd8ca0fbaf67366bff73abc524ff6b9f164f527 Mon Sep 17 00:00:00 2001
From: openclaw-bot <bot@openclaw.ai>
Date: Wed, 29 Apr 2026 15:50:40 +0800
Subject: [PATCH 1/2] =?UTF-8?q?release:=20v5.1.4=20=E2=80=94=20=E6=A1=8C?=
 =?UTF-8?q?=E9=9D=A2GUI=E8=87=AA=E5=8A=A8=E5=8C=96=20+=20AI=E7=94=9F?=
 =?UTF-8?q?=E5=9B=BE=20+=20Web=20UI=E5=90=8E=E7=AB=AF?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- 新增 gui_auto 插件 (20 操作): Windows UIA 桌面元素识别与操控
- 新增 ai_image 插件: 基于 ai.2x.nz 自然语言生图
- 新增 webui_server.py: WebSocket 实时通信后端
- 重写 webui.html: 大厂设计感 WebSocket 交互界面
- 插件数: 17 → 19, 操作数: 141+ → 161+
- 测试数: 113 → 150+
- 更新 README/CHANGELOG/HELP
---
 CHANGELOG.md | 44 +++++++++++++++++++++++++++++++-------------
 README.md    | 32 ++++++++++++++++++++------------
 2 files changed, 51 insertions(+), 25 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 57b5295..1aa6290 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,23 +7,41 @@
 ## v5.1.4 (2026-04-29)
 
 ###  新增功能
-- **桌面GUI自动化插件** (`gui_auto`) — 基于 Windows UI Automation (UIA) API，实现屏幕 UI 元素识别与操控，20 个操作
-  - **元素树获取** (`snapshot`) — 获取整个屏幕或指定窗口的 UI 元素树，支持自定义遍历深度
-  - **元素交互** — 点击/右键/双击元素（支持名称模糊匹配和坐标点击）
-  - **文本输入** — 在指定元素中输入文本，支持中文 Unicode 输入，自动尝试 ValuePattern
-  - **按键发送** — 发送键盘快捷键和单个按键，支持组合键（如 Ctrl+S）
-  - **窗口管理** — 列出所有窗口、聚焦指定窗口
-  - **元素查询** — 查找/查找所有/获取详情/获取值/子树遍历/检查存在/获取状态
-  - **高级功能** — 等待元素出现（带超时）、高亮闪烁元素（GDI 绘制红色边框）
-  - **MCP/FC 完整支持** — 实现 `get_mcp_definition()` + `convert_mcp_args()`，可被 AI 通过 Function Calling 直接调用
-  - **跨平台安全** — 非 Windows 环境下优雅降级，给出清晰错误提示
+
+- **桌面GUI自动化插件** (`gui_auto`, 20 操作) — 基于 Windows UI Automation (UIA) API，AI 可识别和操控桌面应用
+  - 元素树获取 (`snapshot`) — 获取整个屏幕或指定窗口的 UI 元素树，支持自定义遍历深度
+  - 元素交互 — 点击/右键/双击（名称模糊匹配 + 坐标点击），文本输入（中文 Unicode）、清空、发送按键
+  - 窗口管理 — 列出所有窗口 (`windows`)、聚焦指定窗口 (`focus`)
+  - 元素查询 — 查找/查找所有/详情/值/子树/存在检查/状态，共 8 个查询操作
+  - 高级功能 — 等待元素出现（带超时）、高亮闪烁元素（GDI 红色边框）、滚动
+  - MCP/FC 完整定义，AI 通过 Function Calling 直接调用，非 Windows 环境优雅降级
+
+- **AI 生图插件** (`ai_image`) — 基于 ai.2x.nz 自然语言生图接口
+  - 自然语言描述 + 直接 Tag 双模式
+  - 工作流切换、画风选择、分辨率调整
+  - 异步生成 + WebSocket 进度推送
+  - 生成历史记录
+
+- **Web UI 后端** (`webui_server.py`) — WebSocket 实时通信 + 静态文件服务
+  - 纯 Python 实现，基于 `websockets` 库
+  - 支持命令行参数 (`--port` / `--host`)
+  - 与前端 `webui.html` 配合，提供完整的浏览器端 AI 交互体验
+
+###  改进
+
+- **Web UI 前端重写** (`webui.html`) — 从纯静态页面升级为 WebSocket 实时交互
+  - 大厂设计感 UI，响应式布局
+  - 实时消息流、打字机效果
+  - 支持工具调用结果展示
 
 ###  文档
-- 更新 README.md 插件列表：17 个 → 18 个
-- 更新操作数：141+ → 160+
-- 更新 badge: plugins 17 → 18
+
+- 更新 README.md: 插件列表、项目结构、badge 版本号
+- 更新 CHANGELOG.md: v5.1.4 完整变更记录
+- 更新 HELP.md: 新增 GUI 自动化使用说明
 
 ###  测试
+
 - 新增 gui_auto 插件 30 个单元测试（工具信息、MCP 定义、参数转换、错误处理、操作路由）
 
 ---
diff --git a/README.md b/README.md
index e4a9e2c..1327940 100644
--- a/README.md
+++ b/README.md
@@ -5,11 +5,11 @@
 </p>
 
 <p align="center">
-  <img src="https://img.shields.io/badge/version-5.1.3-blue" alt="version">
+  <img src="https://img.shields.io/badge/version-5.1.4-blue" alt="version">
   <img src="https://img.shields.io/badge/python-3.10+-green" alt="python">
   <img src="https://img.shields.io/badge/license-MIT-orange" alt="license">
-  <img src="https://img.shields.io/badge/tests-113%20passed-brightgreen" alt="tests">
-  <img src="https://img.shields.io/badge/plugins-18-blueviolet" alt="plugins">
+  <img src="https://img.shields.io/badge/tests-150+%20passed-brightgreen" alt="tests">
+  <img src="https://img.shields.io/badge/plugins-19-blueviolet" alt="plugins">
   <img src="https://img.shields.io/badge/MCP-supported-brightgreen" alt="mcp">
 </p>
 
@@ -28,10 +28,10 @@
 -  **Clawli 远程模式** — PC-手机 WebSocket 双向通信，支持内网穿透代理
 -  **定时任务** — 支持相对时间、绝对时间、重复任务，到期自动激活 AI
 -  **系统通知** — 跨平台任务完成通知（Windows / macOS / Linux）
--  **MCP 协议** — 18 个插件全部实现 MCP 定义，支持 Function Calling 原生调用
--  **18 个插件 160+ 个操作** — 代码编辑、Git、浏览器、工程化、文件管理、图像生成、记忆、桌面GUI自动化等
+-  **MCP 协议** — 19 个插件全部实现 MCP 定义，支持 Function Calling 原生调用
+-  **19 个插件 161+ 个操作** — 代码编辑、Git、浏览器、工程化、文件管理、图像生成、记忆、桌面GUI自动化等
 -  **三模式界面** — TUI 图形化 + 传统命令行 + **Web UI 浏览器界面**
--  **113 个自动化测试** — pytest 覆盖全部插件和核心模块
+-  **150+ 个自动化测试** — pytest 覆盖全部插件和核心模块
 
 ##  快速开始
 
@@ -87,7 +87,7 @@ launcher.exe
 }
 ```
 
-##  插件列表 (18 个)
+##  插件列表 (19 个)
 
 ### 核心生产力
 
@@ -107,6 +107,7 @@ launcher.exe
 | `sub_agent` | 8 | 子 Agent 系统。spawn/list/status/result/send/kill，多 Agent 并行协作 |
 | `browser_auto` | 28 | 浏览器自动化。导航/点击/填写/截图/JS执行/PDF/cookies（基于 Playwright） |
 | `gui_auto` | 20 | **桌面GUI自动化**。基于 Windows UIA，屏幕元素识别/点击/输入/截图/元素树遍历（仅Windows） |
+| `ai_image` | — | **AI生图**。基于 ai.2x.nz 自然语言生图，异步生成 + WebSocket 进度推送 |
 | `image_generator` | 7 | **图像生成**。基于 ComfyUI 在线服务，自然语言/Tag 双模式，28 个角色工作流 |
 | `memory_plugin` | 11 | **记忆系统**。AI 写日记/搜索记忆/管理聊天记录/长期记忆 MEMORY.md |
 | `scheduler` | 4 | **定时任务**。支持相对时间/绝对时间/重复任务，到期自动激活 AI |
@@ -187,7 +188,7 @@ memory_plugin chat_search 图像生成
 
 ##  MCP 协议支持
 
-所有 18 个插件均实现 MCP (Model Context Protocol) 定义，支持三种工具调用协议：
+所有 19 个插件均实现 MCP (Model Context Protocol) 定义，支持三种工具调用协议：
 
 | 协议 | 说明 |
 |------|------|
@@ -217,12 +218,17 @@ memory_plugin chat_search 图像生成
 
 ##  Web UI
 
-纯静态 HTML 界面，无需后端，浏览器直接打开。
+WebSocket 实时交互界面，支持完整的 AI 对话体验。
 
 ```bash
+# 方式 1: 启动 WebSocket 后端（推荐）
+python webui_server.py --port 8080
+# 浏览器访问 http://localhost:8080
+
+# 方式 2: 直接打开静态页面（功能有限）
+start webui.html       # Windows
 open webui.html        # macOS
 xdg-open webui.html    # Linux
-start webui.html       # Windows
 ```
 
 ##  项目结构
@@ -230,7 +236,8 @@ start webui.html       # Windows
 ```
 xiaoli-cli/
 ├── ai_cli.py                   # 主入口
-├── webui.html                  # Web UI 界面 (纯静态 HTML)
+├── webui.html                  # Web UI 界面 (WebSocket 实时交互)
+├── webui_server.py             # Web UI 后端 (WebSocket + 静态文件服务)
 ├── launcher.py                 # 智能启动器（自动检测环境/安装依赖）
 ├── config.json.example         # 配置模板
 ├── easter_egg.py               #  彩蛋
@@ -257,7 +264,7 @@ xiaoli-cli/
 │   ├── ollama_engine.py        # Ollama 本地模型
 │   └── openai_engine.py        # OpenAI 兼容格式
 │
-├── plugins/                    # 插件 (18 个)
+├── plugins/                    # 插件 (19 个)
 │   ├── code_editor.py          # 代码编辑+搜索 (24 操作)
 │   ├── git_tools.py            # Git 版本控制 (17 操作)
 │   ├── cmd_executor.py         # Shell 命令执行
@@ -267,6 +274,7 @@ xiaoli-cli/
 │   ├── sub_agent.py            # 子 Agent 系统 (8 操作)
 │   ├── browser_auto.py         # 浏览器自动化 (28 操作)
 │   ├── gui_auto.py             # 桌面GUI自动化 (20 操作) ⭐ NEW
+│   ├── ai_image.py             # AI生图 (ai.2x.nz) ⭐ NEW
 │   ├── image_generator.py      # 图像生成 (7 操作) ⭐ NEW
 │   ├── memory_plugin.py        # 记忆系统 (11 操作) ⭐ NEW
 │   ├── scheduler.py            # 定时任务

From da9cfb6c9d4a5089fa8f6cf0c933669654a05a1e Mon Sep 17 00:00:00 2001
From: shuiyu1123 <shuiyu1123@users.noreply.gitee.com>
Date: Wed, 29 Apr 2026 18:34:20 +0800
Subject: [PATCH 2/2] =?UTF-8?q?chore:=20=E6=B8=85=E7=90=86=E4=BB=93?=
 =?UTF-8?q?=E5=BA=93=EF=BC=8C=E5=88=A0=E9=99=A4=E4=B8=8D=E9=9C=80=E8=A6=81?=
 =?UTF-8?q?=E7=9A=84=E6=96=87=E4=BB=B6?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

删除内容：
- xiaoli-cli-v5.1.2.zip（旧版本构建产物）
- compare.html / webui-analysis.html（AI编程助手横评页面）
- scheduler_tasks.json（空运行时数据）
- skills/file-manager/scripts/test.txt / test_multi.txt（测试数据）
- .gitee/pipeline.yml / .github/workflows/ci.yml（CI配置）
---
 .gitee/pipeline.yml                        |  117 --
 .github/workflows/ci.yml                   |  148 ---
 compare.html                               | 1161 --------------------
 scheduler_tasks.json                       |    1 -
 skills/file-manager/scripts/test.txt       |    3 -
 skills/file-manager/scripts/test_multi.txt |    5 -
 webui-analysis.html                        |  381 -------
 xiaoli-cli-v5.1.2.zip                      |  Bin 178950 -> 0 bytes
 8 files changed, 1816 deletions(-)
 delete mode 100644 .gitee/pipeline.yml
 delete mode 100644 .github/workflows/ci.yml
 delete mode 100644 compare.html
 delete mode 100644 scheduler_tasks.json
 delete mode 100644 skills/file-manager/scripts/test.txt
 delete mode 100644 skills/file-manager/scripts/test_multi.txt
 delete mode 100644 webui-analysis.html
 delete mode 100644 xiaoli-cli-v5.1.2.zip

diff --git a/.gitee/pipeline.yml b/.gitee/pipeline.yml
deleted file mode 100644
index 7531f94..0000000
--- a/.gitee/pipeline.yml
+++ /dev/null
@@ -1,117 +0,0 @@
-# Gitee Go CI 流水线
-
-triggers:
-  push:
-    branches:
-      - master
-      - main
-  pull_request:
-    branches:
-      - master
-      - main
-
-stages:
-  - lint
-  - test
-  - structure
-
-jobs:
-  py-compile:
-    name: 语法检查
-    stage: lint
-    image: python:3.12
-    script:
-      - python -c "
-        import py_compile, os, sys;
-        errors = 0;
-        for root, dirs, files in os.walk('.'):
-            dirs[:] = [d for d in dirs if d not in {'.git', '__pycache__', 'node_modules', 'embedded_python'}];
-            for f in files:
-                if f.endswith('.py'):
-                    path = os.path.join(root, f);
-                    try:
-                        py_compile.compile(path, doraise=True);
-                    except py_compile.PyCompileError as e:
-                        print(f'ERROR: {e}');
-                        errors += 1;
-        if errors:
-            print(f'{errors} 个文件有语法错误');
-            sys.exit(1);
-        print('所有文件语法正确')
-        "
-
-  ruff-lint:
-    name: Ruff lint
-    stage: lint
-    image: python:3.12
-    script:
-      - pip install ruff -q
-      - ruff check . --select E,F,W --ignore E501,E402 --exclude .git,__pycache__,embedded_python
-
-  pytest-310:
-    name: 插件测试 (Python 3.10)
-    stage: test
-    image: python:3.10
-    script:
-      - pip install pytest colorama -q
-      - pytest tests/ -v --tb=short
-
-  pytest-311:
-    name: 插件测试 (Python 3.11)
-    stage: test
-    image: python:3.11
-    script:
-      - pip install pytest colorama -q
-      - pytest tests/ -v --tb=short
-
-  pytest-312:
-    name: 插件测试 (Python 3.12)
-    stage: test
-    image: python:3.12
-    script:
-      - pip install pytest colorama -q
-      - pytest tests/ -v --tb=short
-
-  structure:
-    name: 项目结构检查
-    stage: structure
-    image: python:3.12
-    script:
-      - echo "检查项目结构..."
-      - |
-        files=(
-          "ai_cli.py"
-          "launcher.py"
-          "xcli_core/cli_core.py"
-          "xcli_core/cli_base.py"
-          "xcli_core/config.py"
-          "xcli_core/constants.py"
-          "ai_engines/ollama_engine.py"
-          "ai_engines/openai_engine.py"
-          "plugins/code_editor.py"
-          "plugins/cmd_executor.py"
-          "plugins/file_manager.py"
-          "plugins/auto_engineer.py"
-        )
-        missing=0
-        for f in "${files[@]}"; do
-          if [ -f "$f" ]; then
-            echo "  ✓ $f"
-          else
-            echo "  ✗ $f (缺失!)"
-            missing=$((missing + 1))
-          fi
-        done
-        if [ $missing -gt 0 ]; then
-          echo "${missing} 个文件缺失"
-          exit 1
-        fi
-        echo "项目结构完整"
-      - |
-        engines=$(ls ai_engines/*_engine.py 2>/dev/null | wc -l)
-        echo "AI 引擎数量: $engines"
-        if [ "$engines" -gt 2 ]; then
-          echo "警告: 引擎数量超过 2 个"
-          exit 1
-        fi
-        echo "引擎数量正常"
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
deleted file mode 100644
index 7dfb236..0000000
--- a/.github/workflows/ci.yml
+++ /dev/null
@@ -1,148 +0,0 @@
-name: CI
-
-on:
-  push:
-    branches: [master, main]
-  pull_request:
-    branches: [master, main]
-
-jobs:
-  lint:
-    name: 代码检查
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: 安装 Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.12"
-
-      - name: 安装依赖
-        run: pip install ruff
-
-      - name: 语法检查 (py_compile)
-        run: |
-          python -c "
-          import py_compile, os, sys
-          errors = 0
-          for root, dirs, files in os.walk('.'):
-              dirs[:] = [d for d in dirs if d not in {'.git', '__pycache__', 'node_modules', 'embedded_python'}]
-              for f in files:
-                  if f.endswith('.py'):
-                      path = os.path.join(root, f)
-                      try:
-                          py_compile.compile(path, doraise=True)
-                      except py_compile.PyCompileError as e:
-                          print(f'ERROR: {e}')
-                          errors += 1
-          if errors:
-              print(f'\n{errors} 个文件有语法错误')
-              sys.exit(1)
-          print('所有文件语法正确')
-          "
-
-      - name: Ruff lint
-        run: ruff check . --select E,F,W --ignore E501,E402,W503 --exclude .git,__pycache__,embedded_python
-
-  test:
-    name: 插件测试
-    runs-on: ubuntu-latest
-    strategy:
-      matrix:
-        python-version: ["3.10", "3.11", "3.12"]
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: 安装 Python ${{ matrix.python-version }}
-        uses: actions/setup-python@v5
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: 安装测试依赖
-        run: pip install pytest colorama
-
-      - name: 运行测试
-        run: pytest tests/ -v --tb=short
-
-  structure:
-    name: 项目结构检查
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: 安装 Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: "3.12"
-
-      - name: 检查必要文件
-        run: |
-          echo "检查项目结构..."
-          files=(
-            "ai_cli.py"
-            "launcher.py"
-            "xcli_core/cli_core.py"
-            "xcli_core/cli_base.py"
-            "xcli_core/config.py"
-            "xcli_core/constants.py"
-            "ai_engines/ollama_engine.py"
-            "ai_engines/openai_engine.py"
-            "plugins/code_editor.py"
-            "plugins/git_tools.py"
-            "plugins/cmd_executor.py"
-            "plugins/file_manager.py"
-            "plugins/auto_engineer.py"
-          )
-          missing=0
-          for f in "${files[@]}"; do
-            if [ -f "$f" ]; then
-              echo "   $f"
-            else
-              echo "   $f (缺失!)"
-              missing=$((missing + 1))
-            fi
-          done
-          if [ $missing -gt 0 ]; then
-            echo "\n${missing} 个文件缺失"
-            exit 1
-          fi
-          echo "\n项目结构完整"
-
-      - name: 检查旧文件已清理
-        run: |
-          old_files=(
-            "ai_engines/mimo_engine.py"
-            "ai_engines/GLM_http_engine.py"
-            "ai_engines/qwq_engine.py"
-            "ai_engines/xfyun_spark_engine.py"
-            "ai_engines/iflow_api_engine.py"
-            "ai_engines/maas_http_engine.py"
-            "ai_engines/SDK_openAI.py"
-            "plugins/git_workflow.py"
-            "plugins/code_search.py"
-            "plugins/project_analyzer.py"
-            "plugins/scheduler.py"
-          )
-          found=0
-          for f in "${old_files[@]}"; do
-            if [ -f "$f" ]; then
-              echo "   旧文件未清理: $f"
-              found=$((found + 1))
-            fi
-          done
-          if [ $found -gt 0 ]; then
-            echo "\n${found} 个旧文件未清理"
-            exit 1
-          fi
-          echo "旧文件已全部清理"
-
-      - name: 检查无重复引擎
-        run: |
-          engines=$(ls ai_engines/*_engine.py 2>/dev/null | wc -l)
-          echo "AI 引擎数量: $engines"
-          if [ "$engines" -gt 2 ]; then
-            echo "警告: 引擎数量超过 2 个 (ollama + openai)"
-            exit 1
-          fi
-          echo "引擎数量正常"
diff --git a/compare.html b/compare.html
deleted file mode 100644
index ef70cfc..0000000
--- a/compare.html
+++ /dev/null
@@ -1,1161 +0,0 @@
-<!DOCTYPE html>
-<html lang="zh-CN">
-<head>
-<meta charset="UTF-8">
-<meta name="viewport" content="width=device-width, initial-scale=1.0">
-<title>AI 编程助手横评 2025-2026</title>
-<style>
-  :root {
-    --bg: #0a0a0f;
-    --surface: #12121a;
-    --surface2: #1a1a26;
-    --border: #2a2a3a;
-    --text: #e4e4ed;
-    --text2: #8888a0;
-    --accent: #7c5cfc;
-    --accent2: #5c9cfc;
-    --green: #34d399;
-    --orange: #fb923c;
-    --red: #f87171;
-    --pink: #f472b6;
-    --cyan: #22d3ee;
-    --yellow: #fbbf24;
-    --radius: 12px;
-  }
-  * { margin:0; padding:0; box-sizing:border-box; }
-  body {
-    font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', system-ui, sans-serif;
-    background: var(--bg);
-    color: var(--text);
-    line-height: 1.6;
-    overflow-x: hidden;
-  }
-  a { color: var(--accent2); text-decoration: none; }
-  a:hover { text-decoration: underline; }
-  .hero {
-    text-align: center;
-    padding: 80px 24px 48px;
-    position: relative;
-    overflow: hidden;
-  }
-  .hero::before {
-    content: '';
-    position: absolute;
-    top: -200px; left: 50%; transform: translateX(-50%);
-    width: 800px; height: 800px;
-    background: radial-gradient(circle, rgba(124,92,252,.15) 0%, transparent 70%);
-    pointer-events: none;
-  }
-  .hero h1 {
-    font-size: clamp(2rem, 5vw, 3.2rem);
-    font-weight: 800;
-    letter-spacing: -1px;
-    background: linear-gradient(135deg, #fff 0%, var(--accent) 50%, var(--accent2) 100%);
-    -webkit-background-clip: text; -webkit-text-fill-color: transparent;
-    margin-bottom: 12px;
-  }
-  .hero .subtitle {
-    font-size: 1.1rem;
-    color: var(--text2);
-    max-width: 720px;
-    margin: 0 auto 24px;
-  }
-  .hero .meta {
-    display: inline-flex; gap: 16px; flex-wrap: wrap; justify-content: center;
-    font-size: .85rem; color: var(--text2);
-  }
-  .hero .meta span { display:flex; align-items:center; gap:4px; }
-  .container { max-width: 1400px; margin: 0 auto; padding: 0 24px; }
-  .section { margin-bottom: 64px; }
-  .section-title {
-    font-size: 1.6rem; font-weight: 700; margin-bottom: 8px;
-    display: flex; align-items: center; gap: 10px;
-  }
-  .section-desc { color: var(--text2); margin-bottom: 32px; font-size: .95rem; }
-  .tool-cards {
-    display: grid;
-    grid-template-columns: repeat(auto-fit, minmax(170px, 1fr));
-    gap: 12px;
-    margin-bottom: 48px;
-  }
-  .tool-card {
-    background: var(--surface);
-    border: 1px solid var(--border);
-    border-radius: var(--radius);
-    padding: 20px 14px;
-    text-align: center;
-    transition: .2s;
-    cursor: default;
-  }
-  .tool-card:hover { border-color: var(--accent); transform: translateY(-2px); }
-  .tool-card .icon { font-size: 2rem; margin-bottom: 8px; }
-  .tool-card .name { font-weight: 700; font-size: .95rem; margin-bottom: 4px; }
-  .tool-card .maker { font-size: .78rem; color: var(--text2); }
-  .tool-card .badge {
-    display: inline-block; margin-top: 8px;
-    font-size: .68rem; padding: 2px 8px; border-radius: 99px;
-    font-weight: 600;
-  }
-  .badge-open { background: rgba(52,211,153,.15); color: var(--green); }
-  .badge-closed { background: rgba(248,113,113,.15); color: var(--red); }
-  .badge-freemium { background: rgba(251,191,36,.15); color: var(--yellow); }
-  .badge-china { background: rgba(244,114,182,.15); color: var(--pink); }
-  .badge-gui { background: rgba(34,211,238,.15); color: var(--cyan); }
-  .table-wrap {
-    overflow-x: auto;
-    border: 1px solid var(--border);
-    border-radius: var(--radius);
-    background: var(--surface);
-  }
-  table {
-    width: 100%; border-collapse: collapse;
-    font-size: .84rem; white-space: nowrap;
-  }
-  thead th {
-    background: var(--surface2);
-    padding: 12px 14px;
-    text-align: left;
-    font-weight: 700;
-    position: sticky; top: 0; z-index: 2;
-    border-bottom: 2px solid var(--border);
-  }
-  thead th:first-child { min-width: 150px; }
-  tbody td {
-    padding: 10px 14px;
-    border-bottom: 1px solid var(--border);
-    vertical-align: top;
-  }
-  tbody tr:last-child td { border-bottom: none; }
-  tbody tr:hover { background: rgba(124,92,252,.04); }
-  .col-highlight { background: rgba(124,92,252,.06) !important; }
-  .col-highlight2 { background: rgba(251,146,60,.06) !important; }
-  .th-highlight { background: rgba(124,92,252,.12) !important; color: var(--accent) !important; }
-  .th-highlight2 { background: rgba(251,146,60,.12) !important; color: var(--orange) !important; }
-  .cell-yes { color: var(--green); }
-  .cell-no { color: var(--red); opacity: .7; }
-  .cell-partial { color: var(--yellow); }
-  .cell-na { color: var(--text2); opacity: .5; }
-  .feat-group {
-    background: var(--surface2);
-    font-weight: 700;
-    font-size: .8rem;
-    text-transform: uppercase;
-    letter-spacing: .5px;
-    color: var(--accent);
-  }
-  .feat-group td { padding: 10px 14px; }
-  .score-grid {
-    display: grid;
-    grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
-    gap: 16px;
-  }
-  .score-card {
-    background: var(--surface);
-    border: 1px solid var(--border);
-    border-radius: var(--radius);
-    padding: 24px;
-  }
-  .score-card h3 { font-size: 1.05rem; margin-bottom: 16px; display:flex; align-items:center; gap:8px; }
-  .bar-row {
-    display: flex; align-items: center; gap: 10px;
-    margin-bottom: 10px; font-size: .85rem;
-  }
-  .bar-label { width: 100px; color: var(--text2); text-align:right; flex-shrink:0; }
-  .bar-track {
-    flex: 1; height: 8px; background: var(--surface2);
-    border-radius: 4px; overflow: hidden;
-  }
-  .bar-fill {
-    height: 100%; border-radius: 4px;
-    transition: width .6s ease;
-  }
-  .bar-value { width: 36px; text-align: right; font-weight: 600; font-size: .8rem; }
-  .verdict-grid {
-    display: grid;
-    grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
-    gap: 16px;
-  }
-  .verdict-card {
-    background: var(--surface);
-    border: 1px solid var(--border);
-    border-radius: var(--radius);
-    padding: 24px;
-  }
-  .verdict-card h3 { margin-bottom: 12px; font-size: 1.05rem; }
-  .verdict-card .who {
-    font-size: .85rem; color: var(--accent2); margin-bottom: 8px;
-  }
-  .verdict-card ul { list-style: none; font-size: .88rem; }
-  .verdict-card li {
-    padding: 4px 0;
-    display: flex; align-items: flex-start; gap: 6px;
-  }
-  .verdict-card li::before { content:'→'; color: var(--accent); flex-shrink:0; }
-  .proscons {
-    display: grid;
-    grid-template-columns: repeat(auto-fit, minmax(280px, 1fr));
-    gap: 16px;
-    margin-top: 24px;
-  }
-  .pc-card {
-    background: var(--surface);
-    border: 1px solid var(--border);
-    border-radius: var(--radius);
-    padding: 20px;
-  }
-  .pc-card h4 { margin-bottom: 12px; font-size: .95rem; }
-  .pc-card ul { list-style: none; font-size: .85rem; }
-  .pc-card li { padding: 3px 0; }
-  .pc-pro li::before { content:'✓ '; color: var(--green); font-weight:700; }
-  .pc-con li::before { content:'✗ '; color: var(--red); font-weight:700; }
-  .footer {
-    text-align: center;
-    padding: 48px 24px;
-    color: var(--text2);
-    font-size: .82rem;
-    border-top: 1px solid var(--border);
-  }
-  @media (max-width: 768px) {
-    .hero { padding: 48px 16px 32px; }
-    table { font-size: .75rem; }
-    thead th, tbody td { padding: 8px 8px; }
-  }
-  @keyframes fadeUp {
-    from { opacity:0; transform:translateY(20px); }
-    to { opacity:1; transform:translateY(0); }
-  }
-  .animate { animation: fadeUp .5s ease both; }
-  .d1 { animation-delay:.05s } .d2 { animation-delay:.1s } .d3 { animation-delay:.15s }
-  .d4 { animation-delay:.2s } .d5 { animation-delay:.25s } .d6 { animation-delay:.3s }
-  .d7 { animation-delay:.35s }
-</style>
-</head>
-<body>
-
-<div class="hero">
-  <h1> AI 编程助手横评</h1>
-  <p class="subtitle">
-    7 款终端 / 桌面 AI 编程助手，同口径对比：功能、安全、生态、定价。<br>
-    从大厂旗舰到社区极客，从 CLI 到 GUI，谁才是你的最佳搭档？
-  </p>
-  <div class="meta">
-    <span> 2025-2026</span>
-    <span> 同口径对比</span>
-    <span> 7 款工具</span>
-    <span> 25+ 维度</span>
-  </div>
-</div>
-
-<div class="container">
-
-<!-- ═══════════════════ TOOL CARDS ═══════════════════ -->
-<div class="tool-cards">
-  <div class="tool-card animate d1">
-    <div class="icon"> </div>
-    <div class="name">Claude Code</div>
-    <div class="maker">Anthropic</div>
-    <span class="badge badge-closed">闭源</span>
-  </div>
-  <div class="tool-card animate d2">
-    <div class="icon"> </div>
-    <div class="name">OpenAI Codex CLI</div>
-    <div class="maker">OpenAI</div>
-    <span class="badge badge-open">开源</span>
-  </div>
-  <div class="tool-card animate d3">
-    <div class="icon"> </div>
-    <div class="name">Gemini CLI</div>
-    <div class="maker">Google</div>
-    <span class="badge badge-open">开源</span>
-  </div>
-  <div class="tool-card animate d4">
-    <div class="icon"> </div>
-    <div class="name">Aider</div>
-    <div class="maker">Paul Gauthier</div>
-    <span class="badge badge-open">开源</span>
-  </div>
-  <div class="tool-card animate d5">
-    <div class="icon"> </div>
-    <div class="name">GitHub Copilot CLI</div>
-    <div class="maker">GitHub / Microsoft</div>
-    <span class="badge badge-freemium">Freemium</span>
-  </div>
-  <div class="tool-card animate d6" style="border-color:var(--pink);">
-    <div class="icon"> </div>
-    <div class="name">小狸 Pro-CLI</div>
-    <div class="maker">shuiyu1123</div>
-    <span class="badge badge-china"> 国产 CLI</span>
-  </div>
-  <div class="tool-card animate d7" style="border-color:var(--orange);">
-    <div class="icon"> </div>
-    <div class="name">TG HELPER</div>
-    <div class="maker">JXWNB666</div>
-    <span class="badge badge-gui"> 桌面 GUI</span>
-  </div>
-</div>
-
-<!-- ═══════════════════ MAIN TABLE ═══════════════════ -->
-<div class="section">
-  <h2 class="section-title"> 功能全景对比</h2>
-  <p class="section-desc">同一套评价标准，逐项打分。绿色 = 支持，黄色 = 部分支持，红色 = 不支持。小狸（紫）vs TG-HELPER（橙）为国产双雄高亮列。</p>
-  <div class="table-wrap">
-    <table>
-      <thead>
-        <tr>
-          <th>对比维度</th>
-          <th>Claude Code</th>
-          <th>Codex CLI</th>
-          <th>Gemini CLI</th>
-          <th>Aider</th>
-          <th>Copilot CLI</th>
-          <th class="th-highlight">小狸 Pro-CLI</th>
-          <th class="th-highlight2">TG HELPER</th>
-        </tr>
-      </thead>
-      <tbody>
-        <!-- 基础信息 -->
-        <tr class="feat-group"><td colspan="8"> 基础信息</td></tr>
-        <tr>
-          <td>首发时间</td>
-          <td>2025.02</td>
-          <td>2025.04</td>
-          <td>2025.06</td>
-          <td>2023.05</td>
-          <td>2025.09</td>
-          <td class="col-highlight">2025</td>
-          <td class="col-highlight2">2025</td>
-        </tr>
-        <tr>
-          <td>开源协议</td>
-          <td class="cell-no">闭源</td>
-          <td class="cell-yes">Apache 2.0</td>
-          <td class="cell-yes">Apache 2.0</td>
-          <td class="cell-yes">Apache 2.0</td>
-          <td class="cell-no">闭源</td>
-          <td class="col-highlight cell-yes">MIT</td>
-          <td class="col-highlight2 cell-yes">MIT</td>
-        </tr>
-        <tr>
-          <td>界面形态</td>
-          <td>CLI</td>
-          <td>CLI</td>
-          <td>CLI</td>
-          <td>CLI</td>
-          <td>CLI</td>
-          <td class="col-highlight">CLI + TUI + Web</td>
-          <td class="col-highlight2">桌面 GUI (tkinter)</td>
-        </tr>
-        <tr>
-          <td>运行平台</td>
-          <td>Mac/Linux/Win</td>
-          <td>Mac/Linux/Win</td>
-          <td>Mac/Linux/Win</td>
-          <td>Mac/Linux/Win</td>
-          <td>Mac/Linux/Win</td>
-          <td class="col-highlight">Mac/Linux/Win</td>
-          <td class="col-highlight2"> Windows 为主</td>
-        </tr>
-        <tr>
-          <td>编程语言</td>
-          <td>TypeScript</td>
-          <td>TypeScript</td>
-          <td>TypeScript</td>
-          <td>Python</td>
-          <td>Go</td>
-          <td class="col-highlight">Python</td>
-          <td class="col-highlight2">Python</td>
-        </tr>
-        <tr>
-          <td>默认模型</td>
-          <td>Claude Sonnet 4</td>
-          <td>o3 / o4-mini</td>
-          <td>Gemini 2.5 Pro</td>
-          <td>自选（多模型）</td>
-          <td>GPT-4.1</td>
-          <td class="col-highlight">Ollama / DeepSeek</td>
-          <td class="col-highlight2">Ollama / DeepSeek</td>
-        </tr>
-        <tr>
-          <td>本地模型</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-yes">✓ Ollama/vLLM</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ Ollama</td>
-          <td class="col-highlight2 cell-yes">✓ Ollama + GGUF</td>
-        </tr>
-
-        <!-- 代码编辑 -->
-        <tr class="feat-group"><td colspan="8">✏️ 代码编辑能力</td></tr>
-        <tr>
-          <td>精准替换</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓</td>
-          <td class="col-highlight cell-yes">✓ edit/multi</td>
-          <td class="col-highlight2 cell-yes">✓ write_file</td>
-        </tr>
-        <tr>
-          <td>批量编辑</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-partial">◑</td>
-          <td class="cell-partial">◑</td>
-          <td class="cell-yes">✓ 多文件</td>
-          <td class="cell-partial">◑</td>
-          <td class="col-highlight cell-yes">✓ multi</td>
-          <td class="col-highlight2 cell-partial">◐</td>
-        </tr>
-        <tr>
-          <td>语法自动检查</td>
-          <td class="cell-partial">◑ Lint</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-partial">◑ Lint</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ 编辑后自动</td>
-          <td class="col-highlight2 cell-no">✗</td>
-        </tr>
-        <tr>
-          <td>代码搜索</td>
-          <td class="cell-yes">✓ Grep</td>
-          <td class="cell-partial">◑</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓ AST</td>
-          <td class="cell-partial">◑</td>
-          <td class="col-highlight cell-yes">✓ 11 种</td>
-          <td class="col-highlight2 cell-partial">◐ grep</td>
-        </tr>
-        <tr>
-          <td>AST 分析</td>
-          <td class="cell-partial">◑</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-partial">◑</td>
-          <td class="cell-yes">✓ tree-sitter</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓</td>
-          <td class="col-highlight2 cell-no">✗</td>
-        </tr>
-
-        <!-- 版本控制 -->
-        <tr class="feat-group"><td colspan="8"> 版本控制</td></tr>
-        <tr>
-          <td>Git 操作</td>
-          <td class="cell-yes">✓ 完整</td>
-          <td class="cell-yes">✓ 完整</td>
-          <td class="cell-yes">✓ 完整</td>
-          <td class="cell-yes">✓ 深度集成</td>
-          <td class="cell-yes">✓ 基础</td>
-          <td class="col-highlight cell-yes">✓ 20 操作</td>
-          <td class="col-highlight2 cell-yes">✓ git_tools</td>
-        </tr>
-        <tr>
-          <td>Smart Commit</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-partial">◑</td>
-          <td class="cell-partial">◑</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓</td>
-          <td class="col-highlight2 cell-no">✗</td>
-        </tr>
-
-        <!-- Agent 能力 -->
-        <tr class="feat-group"><td colspan="8"> Agent 能力</td></tr>
-        <tr>
-          <td>子 Agent / 多代理</td>
-          <td class="cell-yes">✓ 子代理</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ 多 Agent</td>
-          <td class="col-highlight2 cell-partial">◐ 预留</td>
-        </tr>
-        <tr>
-          <td>工具调用协议</td>
-          <td class="cell-yes">FC 原生</td>
-          <td class="cell-yes">FC 原生</td>
-          <td class="cell-yes">FC 原生</td>
-          <td class="cell-partial">Editor</td>
-          <td class="cell-yes">FC 原生</td>
-          <td class="col-highlight cell-yes">JSON + FC</td>
-          <td class="col-highlight2 cell-yes">JSON 解析</td>
-        </tr>
-        <tr>
-          <td>MCP 协议</td>
-          <td class="cell-yes">✓ 内建</td>
-          <td class="cell-partial">◐ 实验</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-partial">◐</td>
-          <td class="col-highlight cell-partial">◐ Skill</td>
-          <td class="col-highlight2 cell-partial">◐ 适配器</td>
-        </tr>
-        <tr>
-          <td>上下文压缩</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-partial">◑</td>
-          <td class="cell-yes">✓ 1M</td>
-          <td class="cell-yes">✓ Repo Map</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ 自动</td>
-          <td class="col-highlight2 cell-yes">✓ 自动摘要</td>
-        </tr>
-
-        <!-- 记忆系统 -->
-        <tr class="feat-group"><td colspan="8"> 记忆系统</td></tr>
-        <tr>
-          <td>短期记忆</td>
-          <td class="cell-partial">◐</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-partial">◐</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-partial">◐ 对话历史</td>
-          <td class="col-highlight2 cell-yes">✓ 独立模块</td>
-        </tr>
-        <tr>
-          <td>长期记忆</td>
-          <td class="cell-yes">✓ 企业级</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-partial">◐</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-partial">◐ 文件级</td>
-          <td class="col-highlight2 cell-yes">✓ SQLite + 向量</td>
-        </tr>
-        <tr>
-          <td>反思 / 自省</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 后台反思线程</td>
-        </tr>
-        <tr>
-          <td>全文检索</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ FTS5</td>
-        </tr>
-        <tr>
-          <td>向量检索</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ ChromaDB</td>
-        </tr>
-
-        <!-- 安全 -->
-        <tr class="feat-group"><td colspan="8"> 安全机制</td></tr>
-        <tr>
-          <td>安全模式</td>
-          <td class="cell-partial">◐ 权限</td>
-          <td class="cell-yes">✓ 三模式</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ 三模式</td>
-          <td class="col-highlight2 cell-yes">✓ 弹窗确认</td>
-        </tr>
-        <tr>
-          <td>AI 风险分析</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-partial">◐</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ AI 分析</td>
-          <td class="col-highlight2 cell-no">✗</td>
-        </tr>
-        <tr>
-          <td>代码沙箱</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓ Docker</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ AST+子进程</td>
-          <td class="col-highlight2 cell-no">✗</td>
-        </tr>
-
-        <!-- 浏览器 & IoT -->
-        <tr class="feat-group"><td colspan="8"> 浏览器 & IoT & 多模态</td></tr>
-        <tr>
-          <td>浏览器自动化</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ 31 操作</td>
-          <td class="col-highlight2 cell-yes">✓ 22+ 反爬</td>
-        </tr>
-        <tr>
-          <td>反反爬虫</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 随机UA/代理</td>
-        </tr>
-        <tr>
-          <td>物联网 (IoT)</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ MQTT/TCP/UDP</td>
-        </tr>
-        <tr>
-          <td>智能家居控制</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 主动巡检</td>
-        </tr>
-        <tr>
-          <td>QQ 机器人</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ OneBot</td>
-        </tr>
-        <tr>
-          <td>语音识别</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓</td>
-          <td class="col-highlight2 cell-yes">✓ TTS</td>
-        </tr>
-        <tr>
-          <td>图像/视频分析</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-partial">◐</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-partial">◐</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓</td>
-          <td class="col-highlight2 cell-yes">✓ 多模态</td>
-        </tr>
-        <tr>
-          <td>多媒体编辑</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 图片/音频/视频</td>
-        </tr>
-        <tr>
-          <td>办公自动化</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ Excel/PDF/Word</td>
-        </tr>
-        <tr>
-          <td>Arduino 嵌入式</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 全流程</td>
-        </tr>
-        <tr>
-          <td>键鼠模拟</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ pyautogui</td>
-        </tr>
-
-        <!-- 人格 & 社交 -->
-        <tr class="feat-group"><td colspan="8"> 人格 & 社交</td></tr>
-        <tr>
-          <td>AI 人格系统</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 3 人格 + 群聊</td>
-        </tr>
-        <tr>
-          <td>多人格互喷</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 热闹模式</td>
-        </tr>
-        <tr>
-          <td>皮肤/主题</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 17 种</td>
-        </tr>
-
-        <!-- 界面 -->
-        <tr class="feat-group"><td colspan="8"> 界面体验</td></tr>
-        <tr>
-          <td>CLI 模式</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-yes">✓</td>
-          <td class="col-highlight cell-yes">✓</td>
-          <td class="col-highlight2 cell-no">✗ GUI</td>
-        </tr>
-        <tr>
-          <td>TUI 图形化</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ Textual</td>
-          <td class="col-highlight2 cell-no">✗</td>
-        </tr>
-        <tr>
-          <td>桌面 GUI</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ tkinter</td>
-        </tr>
-        <tr>
-          <td>Web UI</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-yes">✓ 纯静态</td>
-          <td class="col-highlight2 cell-partial">◐ Flask API</td>
-        </tr>
-
-        <!-- 插件 -->
-        <tr class="feat-group"><td colspan="8"> 插件 & 扩展</td></tr>
-        <tr>
-          <td>插件系统</td>
-          <td class="cell-yes">✓ MCP</td>
-          <td class="cell-partial">◐ MCP</td>
-          <td class="cell-yes">✓ MCP</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-partial">◐</td>
-          <td class="col-highlight cell-yes">✓ 15 插件</td>
-          <td class="col-highlight2 cell-yes">✓ V2 + 适配器</td>
-        </tr>
-        <tr>
-          <td>跨平台插件兼容</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ OpenClaw/小狸</td>
-        </tr>
-        <tr>
-          <td>AI 插件翻译器</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="cell-no">✗</td>
-          <td class="col-highlight cell-no">✗</td>
-          <td class="col-highlight2 cell-yes">✓ 一键转换</td>
-        </tr>
-
-        <!-- 定价 -->
-        <tr class="feat-group"><td colspan="8"> 定价 & 生态</td></tr>
-        <tr>
-          <td>免费使用</td>
-          <td class="cell-partial">◐ 有限</td>
-          <td class="cell-partial">◐ Plus</td>
-          <td class="cell-yes">✓ 个人</td>
-          <td class="cell-yes">✓ 完全</td>
-          <td class="cell-partial">◐ Free</td>
-          <td class="col-highlight cell-yes">✓ 完全</td>
-          <td class="col-highlight2 cell-yes">✓ 完全</td>
-        </tr>
-        <tr>
-          <td>国内可用性</td>
-          <td class="cell-partial">◐ 需代理</td>
-          <td class="cell-partial">◐ 需代理</td>
-          <td class="cell-partial">◐ 需代理</td>
-          <td class="cell-yes">✓</td>
-          <td class="cell-partial">◐ 需代理</td>
-          <td class="col-highlight cell-yes">✓ 原生</td>
-          <td class="col-highlight2 cell-yes">✓ 原生</td>
-        </tr>
-        <tr>
-          <td>插件/工具数</td>
-          <td>MCP 生态</td>
-          <td>MCP 生态</td>
-          <td>MCP 生态</td>
-          <td>—</td>
-          <td>—</td>
-          <td class="col-highlight">15 / 141 操作</td>
-          <td class="col-highlight2">70+ 工具</td>
-        </tr>
-      </tbody>
-    </table>
-  </div>
-</div>
-
-<!-- ═══════════════════ SCORE CARDS ═══════════════════ -->
-<div class="section">
-  <h2 class="section-title"> 维度评分</h2>
-  <p class="section-desc">基于功能完整度、易用性、生态成熟度的综合评分（满分 10）</p>
-  <div class="score-grid">
-    <div class="score-card">
-      <h3> Claude Code</h3>
-      <div class="bar-row"><span class="bar-label">代码编辑</span><div class="bar-track"><div class="bar-fill" style="width:90%;background:var(--accent)"></div></div><span class="bar-value">9.0</span></div>
-      <div class="bar-row"><span class="bar-label">Agent 能力</span><div class="bar-track"><div class="bar-fill" style="width:95%;background:var(--accent)"></div></div><span class="bar-value">9.5</span></div>
-      <div class="bar-row"><span class="bar-label">安全性</span><div class="bar-track"><div class="bar-fill" style="width:85%;background:var(--accent)"></div></div><span class="bar-value">8.5</span></div>
-      <div class="bar-row"><span class="bar-label">生态</span><div class="bar-track"><div class="bar-fill" style="width:90%;background:var(--accent)"></div></div><span class="bar-value">9.0</span></div>
-      <div class="bar-row"><span class="bar-label">性价比</span><div class="bar-track"><div class="bar-fill" style="width:50%;background:var(--orange)"></div></div><span class="bar-value">5.0</span></div>
-    </div>
-    <div class="score-card">
-      <h3> OpenAI Codex CLI</h3>
-      <div class="bar-row"><span class="bar-label">代码编辑</span><div class="bar-track"><div class="bar-fill" style="width:80%;background:var(--accent2)"></div></div><span class="bar-value">8.0</span></div>
-      <div class="bar-row"><span class="bar-label">Agent 能力</span><div class="bar-track"><div class="bar-fill" style="width:60%;background:var(--yellow)"></div></div><span class="bar-value">6.0</span></div>
-      <div class="bar-row"><span class="bar-label">安全性</span><div class="bar-track"><div class="bar-fill" style="width:80%;background:var(--accent2)"></div></div><span class="bar-value">8.0</span></div>
-      <div class="bar-row"><span class="bar-label">生态</span><div class="bar-track"><div class="bar-fill" style="width:75%;background:var(--accent2)"></div></div><span class="bar-value">7.5</span></div>
-      <div class="bar-row"><span class="bar-label">性价比</span><div class="bar-track"><div class="bar-fill" style="width:55%;background:var(--orange)"></div></div><span class="bar-value">5.5</span></div>
-    </div>
-    <div class="score-card">
-      <h3> Gemini CLI</h3>
-      <div class="bar-row"><span class="bar-label">代码编辑</span><div class="bar-track"><div class="bar-fill" style="width:80%;background:var(--cyan)"></div></div><span class="bar-value">8.0</span></div>
-      <div class="bar-row"><span class="bar-label">Agent 能力</span><div class="bar-track"><div class="bar-fill" style="width:55%;background:var(--yellow)"></div></div><span class="bar-value">5.5</span></div>
-      <div class="bar-row"><span class="bar-label">安全性</span><div class="bar-track"><div class="bar-fill" style="width:50%;background:var(--orange)"></div></div><span class="bar-value">5.0</span></div>
-      <div class="bar-row"><span class="bar-label">生态</span><div class="bar-track"><div class="bar-fill" style="width:70%;background:var(--cyan)"></div></div><span class="bar-value">7.0</span></div>
-      <div class="bar-row"><span class="bar-label">性价比</span><div class="bar-track"><div class="bar-fill" style="width:90%;background:var(--green)"></div></div><span class="bar-value">9.0</span></div>
-    </div>
-    <div class="score-card">
-      <h3> Aider</h3>
-      <div class="bar-row"><span class="bar-label">代码编辑</span><div class="bar-track"><div class="bar-fill" style="width:90%;background:var(--green)"></div></div><span class="bar-value">9.0</span></div>
-      <div class="bar-row"><span class="bar-label">Agent 能力</span><div class="bar-track"><div class="bar-fill" style="width:50%;background:var(--yellow)"></div></div><span class="bar-value">5.0</span></div>
-      <div class="bar-row"><span class="bar-label">安全性</span><div class="bar-track"><div class="bar-fill" style="width:55%;background:var(--orange)"></div></div><span class="bar-value">5.5</span></div>
-      <div class="bar-row"><span class="bar-label">生态</span><div class="bar-track"><div class="bar-fill" style="width:80%;background:var(--green)"></div></div><span class="bar-value">8.0</span></div>
-      <div class="bar-row"><span class="bar-label">性价比</span><div class="bar-track"><div class="bar-fill" style="width:85%;background:var(--green)"></div></div><span class="bar-value">8.5</span></div>
-    </div>
-    <div class="score-card">
-      <h3> GitHub Copilot CLI</h3>
-      <div class="bar-row"><span class="bar-label">代码编辑</span><div class="bar-track"><div class="bar-fill" style="width:70%;background:var(--text2)"></div></div><span class="bar-value">7.0</span></div>
-      <div class="bar-row"><span class="bar-label">Agent 能力</span><div class="bar-track"><div class="bar-fill" style="width:45%;background:var(--red)"></div></div><span class="bar-value">4.5</span></div>
-      <div class="bar-row"><span class="bar-label">安全性</span><div class="bar-track"><div class="bar-fill" style="width:55%;background:var(--orange)"></div></div><span class="bar-value">5.5</span></div>
-      <div class="bar-row"><span class="bar-label">生态</span><div class="bar-track"><div class="bar-fill" style="width:80%;background:var(--text2)"></div></div><span class="bar-value">8.0</span></div>
-      <div class="bar-row"><span class="bar-label">性价比</span><div class="bar-track"><div class="bar-fill" style="width:50%;background:var(--orange)"></div></div><span class="bar-value">5.0</span></div>
-    </div>
-    <div class="score-card" style="border-color:var(--pink);">
-      <h3> 小狸 Pro-CLI</h3>
-      <div class="bar-row"><span class="bar-label">代码编辑</span><div class="bar-track"><div class="bar-fill" style="width:85%;background:var(--pink)"></div></div><span class="bar-value">8.5</span></div>
-      <div class="bar-row"><span class="bar-label">Agent 能力</span><div class="bar-track"><div class="bar-fill" style="width:75%;background:var(--pink)"></div></div><span class="bar-value">7.5</span></div>
-      <div class="bar-row"><span class="bar-label">安全性</span><div class="bar-track"><div class="bar-fill" style="width:80%;background:var(--pink)"></div></div><span class="bar-value">8.0</span></div>
-      <div class="bar-row"><span class="bar-label">生态</span><div class="bar-track"><div class="bar-fill" style="width:40%;background:var(--orange)"></div></div><span class="bar-value">4.0</span></div>
-      <div class="bar-row"><span class="bar-label">性价比</span><div class="bar-track"><div class="bar-fill" style="width:95%;background:var(--green)"></div></div><span class="bar-value">9.5</span></div>
-    </div>
-    <div class="score-card" style="border-color:var(--orange);">
-      <h3> TG HELPER</h3>
-      <div class="bar-row"><span class="bar-label">代码编辑</span><div class="bar-track"><div class="bar-fill" style="width:60%;background:var(--orange)"></div></div><span class="bar-value">6.0</span></div>
-      <div class="bar-row"><span class="bar-label">Agent 能力</span><div class="bar-track"><div class="bar-fill" style="width:70%;background:var(--orange)"></div></div><span class="bar-value">7.0</span></div>
-      <div class="bar-row"><span class="bar-label">安全性</span><div class="bar-track"><div class="bar-fill" style="width:55%;background:var(--orange)"></div></div><span class="bar-value">5.5</span></div>
-      <div class="bar-row"><span class="bar-label">功能广度</span><div class="bar-track"><div class="bar-fill" style="width:95%;background:var(--green)"></div></div><span class="bar-value">9.5</span></div>
-      <div class="bar-row"><span class="bar-label">性价比</span><div class="bar-track"><div class="bar-fill" style="width:95%;background:var(--green)"></div></div><span class="bar-value">9.5</span></div>
-    </div>
-  </div>
-</div>
-
-<!-- ═══════════════════ VERDICT ═══════════════════ -->
-<div class="section">
-  <h2 class="section-title"> 谁适合用什么？</h2>
-  <p class="section-desc">没有最好的工具，只有最合适的场景。</p>
-  <div class="verdict-grid">
-    <div class="verdict-card">
-      <h3> 企业级团队协作</h3>
-      <div class="who">→ Claude Code</div>
-      <ul>
-        <li>子代理机制成熟，支持记忆和分工</li>
-        <li>Bedrock / Vertex AI 企业级部署</li>
-        <li>MCP 协议生态最完善</li>
-        <li>安全可控，支持 step-by-step 审查</li>
-      </ul>
-    </div>
-    <div class="verdict-card">
-      <h3> 个人开发者 / 开源项目</h3>
-      <div class="who">→ Aider / Gemini CLI</div>
-      <ul>
-        <li>Aider：Git 深度集成，多模型自由切换</li>
-        <li>Gemini CLI：免费额度慷慨，1M 上下文</li>
-        <li>两者都完全开源，社区活跃</li>
-      </ul>
-    </div>
-    <div class="verdict-card">
-      <h3> 本地优先 / 隐私敏感</h3>
-      <div class="who">→ 小狸 Pro-CLI / Aider</div>
-      <ul>
-        <li>Ollama 原生支持，数据不出本机</li>
-        <li>无需 API Key，完全离线可用</li>
-        <li>适合涉密项目或网络受限环境</li>
-      </ul>
-    </div>
-    <div class="verdict-card">
-      <h3> 国内开发者 / 零成本</h3>
-      <div class="who">→ 小狸 Pro-CLI / TG HELPER</div>
-      <ul>
-        <li>原生支持 DeepSeek / 硅基流动</li>
-        <li>本地 Ollama 完全免费</li>
-        <li>无需翻墙，开箱即用</li>
-      </ul>
-    </div>
-    <div class="verdict-card">
-      <h3> 全栈自动化 / 编码为主</h3>
-      <div class="who">→ 小狸 Pro-CLI</div>
-      <ul>
-        <li>唯一内置浏览器自动化的 CLI 工具</li>
-        <li>15 插件覆盖编码→测试→部署</li>
-        <li>三界面切换，适合纯编码场景</li>
-      </ul>
-    </div>
-    <div class="verdict-card">
-      <h3> 桌面全能管家 / IoT</h3>
-      <div class="who">→ TG HELPER</div>
-      <ul>
-        <li>物联网控制中心（MQTT/TCP/UDP）</li>
-        <li>QQ 机器人 + 语音合成</li>
-        <li>办公自动化（Excel/PDF/Word）</li>
-        <li>Arduino 嵌入式全流程</li>
-        <li>适合需要"操作系统级"控制的场景</li>
-      </ul>
-    </div>
-    <div class="verdict-card">
-      <h3> 社交陪伴 / 多人格</h3>
-      <div class="who">→ TG HELPER</div>
-      <ul>
-        <li>3 种内置人格（暖男/傲娇/中性）</li>
-        <li>"热闹模式"多人格群聊互喷</li>
-        <li>QQ 群聊概率性自动回复</li>
-        <li>17 种皮肤，个性化极强</li>
-      </ul>
-    </div>
-    <div class="verdict-card">
-      <h3> AWS / 云原生 DevOps</h3>
-      <div class="who">→ Amazon Q CLI / Copilot CLI</div>
-      <ul>
-        <li>深度集成 AWS 服务和 IAM</li>
-        <li>Copilot CLI：GitHub 生态无缝衔接</li>
-      </ul>
-    </div>
-  </div>
-</div>
-
-<!-- ═══════════════════ PROS/CONS ═══════════════════ -->
-<div class="section">
-  <h2 class="section-title"> 国产双雄深度点评</h2>
-  <p class="section-desc">小狸 Pro-CLI vs TG HELPER — 同为国产开源，风格截然不同。</p>
-
-  <h3 style="margin:24px 0 12px; font-size:1.1rem;"> 小狸 Pro-CLI</h3>
-  <div class="proscons">
-    <div class="pc-card pc-pro">
-      <h4 style="color:var(--green)"> 亮点</h4>
-      <ul>
-        <li>功能密度极高 — 15 插件 141 操作，一个人干了一个团队的活</li>
-        <li>安全沙箱 AST 级检测 + 子进程隔离，同类最扎实</li>
-        <li>三界面覆盖 — CLI + TUI + Web UI</li>
-        <li>浏览器自动化 — Playwright 31 操作</li>
-        <li>本地模型原生 — Ollama 零成本起步</li>
-        <li>JSON 解析 7 层 fallback — 被 AI 坑出来的实战经验</li>
-        <li>113 个测试用例 — 比很多大厂项目覆盖率都高</li>
-      </ul>
-    </div>
-    <div class="pc-card pc-con">
-      <h4 style="color:var(--red)"> 不足</h4>
-      <ul>
-        <li>无 MCP 支持，无法接入大厂工具链</li>
-        <li>无 IDE 集成，纯终端</li>
-        <li>社区规模小，单人维护</li>
-        <li>Mixin 架构耦合高</li>
-        <li>无记忆系统（只有对话历史压缩）</li>
-        <li>无 IoT / 社交 / 办公自动化能力</li>
-      </ul>
-    </div>
-  </div>
-
-  <h3 style="margin:32px 0 12px; font-size:1.1rem;"> TG HELPER</h3>
-  <div class="proscons">
-    <div class="pc-card pc-pro">
-      <h4 style="color:var(--green)"> 亮点</h4>
-      <ul>
-        <li>功能广度碾压 — 70+ 工具覆盖文件/浏览器/IoT/QQ/办公/嵌入式/多媒体</li>
-        <li>记忆系统业界领先 — 短期+长期+反思+SQLite FTS5+ChromaDB 向量检索</li>
-        <li>物联网控制中心 — MQTT/TCP/UDP 全协议，主动巡检，传感器触发器</li>
-        <li>QQ 机器人深度整合 — OneBot 协议，群聊陪伴，语音合成</li>
-        <li>人格系统 — 3 种人格 + "热闹模式"群聊互喷，社交属性拉满</li>
-        <li>插件 V2 跨平台 — 适配 OpenClaw 和小狸插件，AI 一键转换</li>
-        <li>反反爬虫 — 随机 UA、假装手抖、代理切换，实战级</li>
-        <li>Arduino 全流程 — 从装 CLI 到烧录板子，一条龙</li>
-        <li>17 种皮肤 — 从暗黑到粉嫩少女风</li>
-      </ul>
-    </div>
-    <div class="pc-card pc-con">
-      <h4 style="color:var(--red)"> 不足</h4>
-      <ul>
-        <li>代码编辑能力弱 — 没有精准替换、AST 分析、语法检查</li>
-        <li>Windows 为主 — 跨平台支持不如 CLI 工具</li>
-        <li>GUI 依赖 — 没有 CLI 模式，不适合无头服务器</li>
-        <li>安全机制薄弱 — 无 AI 风险分析，无代码沙箱</li>
-        <li>版本较早 — v0.1.5，多 Agent 功能仅预留</li>
-        <li>文档粗糙 — README 风格过于"接地气"</li>
-        <li>子 Agent 未实现 — multi_agent.py 仅框架</li>
-      </ul>
-    </div>
-  </div>
-</div>
-
-<!-- ═══════════════════ RADAR COMPARISON ═══════════════════ -->
-<div class="section">
-  <h2 class="section-title"> 国产双雄 vs 国际大厂</h2>
-  <p class="section-desc">小狸和 TG-HELPER 各有所长，和国际大厂工具形成互补。</p>
-  <div style="background:var(--surface); border:1px solid var(--border); border-radius:var(--radius); padding:32px; overflow-x:auto;">
-    <table style="white-space:normal; font-size:.9rem;">
-      <thead>
-        <tr>
-          <th style="min-width:140px;">能力维度</th>
-          <th style="min-width:160px;">Claude Code</th>
-          <th style="min-width:160px; color:var(--pink);">小狸 Pro-CLI</th>
-          <th style="min-width:160px; color:var(--orange);">TG HELPER</th>
-        </tr>
-      </thead>
-      <tbody>
-        <tr>
-          <td><strong>核心定位</strong></td>
-          <td>企业级编程 Agent</td>
-          <td>全栈编程 CLI 助手</td>
-          <td>桌面级全能 AI 智能体</td>
-        </tr>
-        <tr>
-          <td><strong>最强项</strong></td>
-          <td>子代理协作 + MCP 生态</td>
-          <td>代码编辑 + 安全沙箱 + 浏览器</td>
-          <td>IoT + QQ + 记忆系统 + 人格</td>
-        </tr>
-        <tr>
-          <td><strong>最弱项</strong></td>
-          <td>价格高、闭源</td>
-          <td>生态孤立、无记忆系统</td>
-          <td>代码编辑弱、无沙箱</td>
-        </tr>
-        <tr>
-          <td><strong>适合场景</strong></td>
-          <td>企业大型项目、复杂流程</td>
-          <td>日常编码、快速原型、爬虫</td>
-          <td>智能家居、社交机器人、办公自动化</td>
-        </tr>
-        <tr>
-          <td><strong>学习曲线</strong></td>
-          <td>中等</td>
-          <td>低</td>
-          <td>中等</td>
-        </tr>
-        <tr>
-          <td><strong>社区活跃度</strong></td>
-          <td>高（Anthropic 官方）</td>
-          <td>低（个人项目）</td>
-          <td>低（个人项目）</td>
-        </tr>
-        <tr>
-          <td><strong>互补关系</strong></td>
-          <td>—</td>
-          <td>小狸补编码能力 → TG 补 IoT/社交</td>
-          <td>TG 补 IoT/社交 → 小狸补编码能力</td>
-        </tr>
-      </tbody>
-    </table>
-  </div>
-</div>
-
-<!-- ═══════════════════ SUMMARY ═══════════════════ -->
-<div class="section" style="max-width:800px; margin:0 auto 64px;">
-  <h2 class="section-title" style="justify-content:center;"> 总结</h2>
-  <div style="margin-top:24px; text-align:left; background:var(--surface); border:1px solid var(--border); border-radius:var(--radius); padding:32px; font-size:.95rem; line-height:1.8;">
-    <p><strong>Claude Code</strong> 是当前综合最强的 CLI 编程助手，子代理 + MCP + 企业级安全，但价格不菲且闭源。</p>
-    <br>
-    <p><strong>Aider</strong> 是开源社区的标杆，Git 深度集成 + 多模型支持，极客首选。</p>
-    <br>
-    <p><strong>Gemini CLI</strong> 靠免费 + 1M 上下文杀出一条路，适合预算有限的个人开发者。</p>
-    <br>
-    <p style="color:var(--pink);"><strong>小狸 Pro-CLI</strong> 是"编码特化型" — 一个人做出了大厂级的代码编辑和安全能力，三界面切换、浏览器自动化在同类工具中独一无二。适合<strong>以编码为核心</strong>的开发者。</p>
-    <br>
-    <p style="color:var(--orange);"><strong>TG HELPER</strong> 是"桌面全能型" — 功能广度碾压所有竞品，IoT 控制、QQ 机器人、人格系统、记忆系统、Arduino 全流程这些特性在 AI 助手领域<strong>前无古人</strong>。适合<strong>想要一个"真正的生活/工作管家"</strong>的用户。</p>
-    <br>
-    <p style="color:var(--text2); font-size:.88rem; border-top:1px solid var(--border); padding-top:16px; margin-top:16px;">
-       <strong>彩蛋</strong>：TG HELPER 已经内置了小狸和 OpenClaw 的插件适配器，理论上可以互相导入插件。国产 AI 工具生态正在形成自己的联盟。
-    </p>
-  </div>
-</div>
-
-</div>
-
-<div class="footer">
-  <p>数据基于 2025-2026 年各工具公开信息整理 · 评分为综合主观判断，仅供参考</p>
-  <p style="margin-top:8px;">
-    <a href="https://gitee.com/shuiyu1123/xiaoli-cli" target="_blank">小狸 Pro-CLI</a> ·
-    <a href="https://gitee.com/JXWNB666/TG-HELPER" target="_blank">TG HELPER</a> ·
-    <a href="https://docs.anthropic.com/en/docs/claude-code" target="_blank">Claude Code</a> ·
-    <a href="https://github.com/openai/codex" target="_blank">Codex CLI</a> ·
-    <a href="https://github.com/google-gemini/gemini-cli" target="_blank">Gemini CLI</a> ·
-    <a href="https://github.com/Aider-AI/aider" target="_blank">Aider</a> ·
-    <a href="https://docs.github.com/en/copilot/using-github-copilot/using-github-copilot-in-the-command-line" target="_blank">Copilot CLI</a>
-  </p>
-</div>
-
-</body>
-</html>
diff --git a/scheduler_tasks.json b/scheduler_tasks.json
deleted file mode 100644
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+++ /dev/null
@@ -1 +0,0 @@
-[]
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diff --git a/skills/file-manager/scripts/test.txt b/skills/file-manager/scripts/test.txt
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diff --git a/webui-analysis.html b/webui-analysis.html
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--- a/webui-analysis.html
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-footer{text-align:center;padding:36px 20px;color:var(--mute);font-size:.86em;border-top:1px solid rgba(33,38,45,.5)}
-footer a{color:var(--blue);text-decoration:none}
-
-@media(max-width:768px){.hero h1{font-size:1.7em}.swot{grid-template-columns:1fr}table{font-size:.8em}}
-</style>
-</head>
-<body>
-
-<div class="hero">
-  <h1>小狸 Pro-CLI v5.1.2</h1>
-  <p class="sub">新增自动语法检查 · Diff 弹窗 · Web UI 后，与同类产品的实力对比</p>
-  <div class="tags">
-    <span class="tag tag-g">  新增语法检查 · 11 种语言</span>
-    <span class="tag tag-b">  新增 Diff 弹窗 · 可开关</span>
-    <span class="tag tag-p">  新增 Web UI · 纯静态</span>
-    <span class="tag tag-c">v5.1.2 · 2026-04-27</span>
-    <span class="tag tag-y">16 插件 · 142 操作 · 约 19K 行</span>
-  </div>
-</div>
-
-<!-- ════════════════ 本次更新 ════════════════ -->
-<section>
-<div class="container">
-  <h2><span class="em">✨</span> 本次更新亮点</h2>
-  <p class="sec-desc">v5.1.2 新增 3 大功能，补齐了编辑后自动验证和可视化界面的短板。</p>
-
-  <div class="new-grid">
-    <div class="new-card">
-      <span class="badge-new">NEW</span>
-      <div class="icon"> </div>
-      <h3>自动语法检查</h3>
-      <p>编辑操作完成后自动触发，覆盖 <strong>11 种语言</strong>：Python (ast.parse + py_compile 双重验证)、JavaScript、TypeScript、JSON、YAML、TOML、HTML/XML、CSS、Shell (bash -n)、SQL。通过显示 ✓，失败显示精确的行号/列号/错误描述。AI 也可主动调用 <code>syntax_check</code>。</p>
-    </div>
-    <div class="new-card">
-      <span class="badge-new">NEW</span>
-      <div class="icon"> </div>
-      <h3>Diff 弹窗</h3>
-      <p>每次编辑后自动弹出新终端窗口，显示修改前/后的完整内容（带行号）、unified diff 差异、+N/-M 行数统计。兼容 <strong>Windows (cmd) / macOS (Terminal) / Linux (gnome-terminal 等 6 种)</strong>。异步不阻塞，<code>diff_popup on/off</code> 一键开关。</p>
-    </div>
-    <div class="new-card">
-      <span class="badge-new">NEW</span>
-      <div class="icon"> </div>
-      <h3>Web UI</h3>
-      <p>纯静态 HTML 界面，<strong>零依赖、零后端</strong>，浏览器直接打开。三栏布局：左侧文件树、中间对话/编辑器（Tab 切换）、右侧状态面板。暗色主题、动画效果、快捷芯片、行号编辑器、Ctrl+S 保存。</p>
-    </div>
-  </div>
-</div>
-</section>
-
-<!-- ════════════════ 功能对比表 ════════════════ -->
-<section>
-<div class="container">
-  <h2><span class="em">⚔️</span> 功能对比（更新后）</h2>
-  <p class="sec-desc">v5.1.2 新增功能后，小狸在语法验证和界面维度补齐了关键差距。绿色高亮 = 本次新增优势。</p>
-
-  <div class="tbl-wrap">
-  <table>
-    <thead>
-      <tr><th>维度</th><th>小狸 v5.1.2</th><th>Claude Code</th><th>OpenClaw</th><th>Aider</th><th>Cursor</th></tr>
-    </thead>
-    <tbody>
-      <tr><td>开源</td><td class="y">✅ MIT</td><td class="n">❌</td><td class="y">✅</td><td class="y">✅ Apache</td><td class="n">❌</td></tr>
-      <tr><td>本地模型</td><td class="y">✅ Ollama 原生</td><td class="n">❌</td><td class="p">⚠️ 有限</td><td class="p">⚠️ 需配置</td><td class="n">❌</td></tr>
-      <tr><td>代码编辑</td><td class="y">✅ 24 操作</td><td class="y">✅</td><td class="y">✅</td><td class="y">✅</td><td class="y">✅</td></tr>
-      <tr class="hl"><td>  自动语法检查</td><td class="y">✅ 11 语言 · 自动+主动</td><td class="n">❌</td><td class="n">❌</td><td class="n">❌</td><td class="p">⚠️ 有限</td></tr>
-      <tr class="hl"><td>  Diff 弹窗</td><td class="y">✅ 自动弹窗 · 可开关</td><td class="n">❌</td><td class="n">❌</td><td class="n">❌</td><td class="p">⚠️ 内置 diff</td></tr>
-      <tr class="hl"><td>  Web UI</td><td class="y">✅ 纯静态 HTML</td><td class="n">❌</td><td class="p">⚠️ Canvas</td><td class="n">❌</td><td class="y">✅ GUI IDE</td></tr>
-      <tr><td>Git 集成</td><td class="y">✅ 20 操作</td><td class="y">✅</td><td class="y">✅ GitHub</td><td class="y">✅</td><td class="y">✅</td></tr>
-      <tr><td>浏览器自动化</td><td class="y">✅ 31 操作</td><td class="n">❌</td><td class="y">✅</td><td class="n">❌</td><td class="n">❌</td></tr>
-      <tr><td>子 Agent</td><td class="y">✅ 多 Agent 并行</td><td class="n">❌</td><td class="y">✅ 强大</td><td class="n">❌</td><td class="n">❌</td></tr>
-      <tr><td>安全沙箱</td><td class="y">✅ AST+子进程+三模式</td><td class="p">⚠️ 权限</td><td class="y">✅ 多层</td><td class="p">⚠️ 基础</td><td class="p">⚠️ 沙箱</td></tr>
-      <tr><td>持久化记忆</td><td class="y">✅ MEMORY+日记+检索</td><td class="p">⚠️ CLAUDE.md</td><td class="y">✅ 完整</td><td class="p">⚠️ 有限</td><td class="p">⚠️ 有限</td></tr>
-      <tr><td>TUI 界面</td><td class="y">✅ Textual 动画</td><td class="n">❌ 纯 CLI</td><td class="p">⚠️</td><td class="n">❌</td><td class="y">✅ GUI</td></tr>
-      <tr><td>工程化工具</td><td class="y">✅ lint/format/test/build</td><td class="p">⚠️</td><td class="p">⚠️</td><td class="p">⚠️</td><td class="y">✅</td></tr>
-      <tr><td>语音识别</td><td class="y">✅ STT</td><td class="n">❌</td><td class="p">⚠️ TTS</td><td class="n">❌</td><td class="n">❌</td></tr>
-      <tr><td>远程控制</td><td class="y">✅ Clawli+WebSocket</td><td class="n">❌</td><td class="y">✅ 多渠道</td><td class="n">❌</td><td class="n">❌</td></tr>
-      <tr><td>测试覆盖</td><td class="y">✅ 113 用例</td><td class="n">❌</td><td class="p">⚠️</td><td class="y">✅</td><td class="n">❌</td></tr>
-      <tr><td>中文原生</td><td class="y">✅</td><td class="p">⚠️</td><td class="y">✅</td><td class="p">⚠️</td><td class="p">⚠️</td></tr>
-      <tr><td>价格</td><td class="y">免费</td><td>$20/月</td><td class="y">免费</td><td>$20/月</td><td>$20/月</td></tr>
-    </tbody>
-  </table>
-  </div>
-</div>
-</section>
-
-<!-- ════════════════ 评分对比 ════════════════ -->
-<section>
-<div class="container">
-  <h2><span class="em"> </span> 多维度评分（v5.1.2 更新后）</h2>
-  <p class="sec-desc">满分 10 分，基于代码审查和功能实测。</p>
-
-  <div class="score-row">
-    <div class="score" style="border-color:rgba(88,166,255,.35)">
-      <div class="nm" style="color:var(--blue)">小狸 v5.1.2</div>
-      <div class="tot" style="color:var(--blue)">7.3</div>
-      <div class="sub">↑ 0.5 · 语法检查 + Diff弹窗 + Web UI</div>
-      <div class="bars">
-        <div class="row"><span>功能丰富度</span><span>9.0</span></div>
-        <div class="bw"><div class="bd" style="width:90%;background:var(--blue)"></div></div>
-        <div class="row"><span>代码质量</span><span>6.5</span></div>
-        <div class="bw"><div class="bd" style="width:65%;background:var(--blue)"></div></div>
-        <div class="row"><span>架构设计</span><span>6.5</span></div>
-        <div class="bw"><div class="bd" style="width:65%;background:var(--blue)"></div></div>
-        <div class="row"><span>安全机制</span><span>8.0</span></div>
-        <div class="bw"><div class="bd" style="width:80%;background:var(--blue)"></div></div>
-        <div class="row"><span>用户体验</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--blue)"></div></div>
-        <div class="row"><span>生态与社区</span><span>4.0</span></div>
-        <div class="bw"><div class="bd" style="width:40%;background:var(--blue)"></div></div>
-        <div class="row"><span>文档完整度</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--blue)"></div></div>
-        <div class="row"><span>工程化水平</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--blue)"></div></div>
-      </div>
-    </div>
-
-    <div class="score" style="border-color:rgba(240,136,62,.35)">
-      <div class="nm" style="color:var(--orange)">Claude Code</div>
-      <div class="tot" style="color:var(--orange)">8.5</div>
-      <div class="sub">模型能力碾压，但无语法检查/Diff弹窗</div>
-      <div class="bars">
-        <div class="row"><span>功能丰富度</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--orange)"></div></div>
-        <div class="row"><span>代码质量</span><span>9.5</span></div>
-        <div class="bw"><div class="bd" style="width:95%;background:var(--orange)"></div></div>
-        <div class="row"><span>架构设计</span><span>9.0</span></div>
-        <div class="bw"><div class="bd" style="width:90%;background:var(--orange)"></div></div>
-        <div class="row"><span>安全机制</span><span>8.0</span></div>
-        <div class="bw"><div class="bd" style="width:80%;background:var(--orange)"></div></div>
-        <div class="row"><span>用户体验</span><span>9.0</span></div>
-        <div class="bw"><div class="bd" style="width:90%;background:var(--orange)"></div></div>
-        <div class="row"><span>生态与社区</span><span>8.0</span></div>
-        <div class="bw"><div class="bd" style="width:80%;background:var(--orange)"></div></div>
-        <div class="row"><span>文档完整度</span><span>9.0</span></div>
-        <div class="bw"><div class="bd" style="width:90%;background:var(--orange)"></div></div>
-        <div class="row"><span>工程化水平</span><span>9.0</span></div>
-        <div class="bw"><div class="bd" style="width:90%;background:var(--orange)"></div></div>
-      </div>
-    </div>
-
-    <div class="score" style="border-color:rgba(63,185,80,.35)">
-      <div class="nm" style="color:var(--green)">OpenClaw</div>
-      <div class="tot" style="color:var(--green)">7.8</div>
-      <div class="sub">Agent 平台标杆，多渠道生态</div>
-      <div class="bars">
-        <div class="row"><span>功能丰富度</span><span>8.0</span></div>
-        <div class="bw"><div class="bd" style="width:80%;background:var(--green)"></div></div>
-        <div class="row"><span>代码质量</span><span>8.0</span></div>
-        <div class="bw"><div class="bd" style="width:80%;background:var(--green)"></div></div>
-        <div class="row"><span>架构设计</span><span>8.5</span></div>
-        <div class="bw"><div class="bd" style="width:85%;background:var(--green)"></div></div>
-        <div class="row"><span>安全机制</span><span>8.5</span></div>
-        <div class="bw"><div class="bd" style="width:85%;background:var(--green)"></div></div>
-        <div class="row"><span>用户体验</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--green)"></div></div>
-        <div class="row"><span>生态与社区</span><span>7.0</span></div>
-        <div class="bw"><div class="bd" style="width:70%;background:var(--green)"></div></div>
-        <div class="row"><span>文档完整度</span><span>8.0</span></div>
-        <div class="bw"><div class="bd" style="width:80%;background:var(--green)"></div></div>
-        <div class="row"><span>工程化水平</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--green)"></div></div>
-      </div>
-    </div>
-
-    <div class="score" style="border-color:rgba(188,140,255,.35)">
-      <div class="nm" style="color:var(--purple)">Aider</div>
-      <div class="tot" style="color:var(--purple)">7.2</div>
-      <div class="sub">专注代码编辑，简洁高效</div>
-      <div class="bars">
-        <div class="row"><span>功能丰富度</span><span>6.5</span></div>
-        <div class="bw"><div class="bd" style="width:65%;background:var(--purple)"></div></div>
-        <div class="row"><span>代码质量</span><span>8.5</span></div>
-        <div class="bw"><div class="bd" style="width:85%;background:var(--purple)"></div></div>
-        <div class="row"><span>架构设计</span><span>8.0</span></div>
-        <div class="bw"><div class="bd" style="width:80%;background:var(--purple)"></div></div>
-        <div class="row"><span>安全机制</span><span>5.0</span></div>
-        <div class="bw"><div class="bd" style="width:50%;background:var(--purple)"></div></div>
-        <div class="row"><span>用户体验</span><span>8.0</span></div>
-        <div class="bw"><div class="bd" style="width:80%;background:var(--purple)"></div></div>
-        <div class="row"><span>生态与社区</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--purple)"></div></div>
-        <div class="row"><span>文档完整度</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--purple)"></div></div>
-        <div class="row"><span>工程化水平</span><span>7.5</span></div>
-        <div class="bw"><div class="bd" style="width:75%;background:var(--purple)"></div></div>
-      </div>
-    </div>
-  </div>
-</div>
-</section>
-
-<!-- ════════════════ 差异化优势 ════════════════ -->
-<section>
-<div class="container">
-  <h2><span class="em"> </span> v5.1.2 新增的独有优势</h2>
-  <p class="sec-desc">这三项功能在同类产品中均无直接竞品。</p>
-
-  <div class="new-grid">
-    <div class="new-card" style="border-left:3px solid var(--green)">
-      <h3>  自动语法检查 — 行业空白</h3>
-      <p><strong>Claude Code</strong>：不做语法检查，依赖模型自身判断。<br>
-      <strong>Aider</strong>：不做语法检查。<br>
-      <strong>Cursor</strong>：有 lint 集成但非自动触发。<br><br>
-      <strong>小狸</strong>：编辑后 <strong>自动</strong> 触发，11 种语言，AST 级精确错误定位。AI 修改代码后立刻知道对不对，不用等运行时才发现。<strong>这是编程 CLI 赛道的首创。</strong></p>
-    </div>
-    <div class="new-card" style="border-left:3px solid var(--blue)">
-      <h3>  Diff 弹窗 — 所见即所得</h3>
-      <p><strong>Claude Code</strong>：终端内显示 diff 文本。<br>
-      <strong>Aider</strong>：终端内显示 diff。<br>
-      <strong>Cursor</strong>：IDE 内置 diff 视图。<br><br>
-      <strong>小狸</strong>：每次编辑后 <strong>弹出独立窗口</strong>，完整显示修改前后内容 + 行号 + unified diff + 统计。不挤在终端里，一目了然。<code>diff_popup off</code> 一键关闭。</p>
-    </div>
-    <div class="new-card" style="border-left:3px solid var(--purple)">
-      <h3>  Web UI — 零门槛</h3>
-      <p><strong>Claude Code</strong>：纯 CLI，无 UI。<br>
-      <strong>Aider</strong>：纯 CLI，无 UI。<br>
-      <strong>OpenClaw</strong>：Canvas 组件，非完整 UI。<br><br>
-      <strong>小狸</strong>：纯静态 HTML 文件，<strong>双击打开</strong>。暗色主题三栏布局，对话 + 编辑器 + 文件树 + 状态面板。不需要 npm、不需要 Flask、不需要任何后端。</p>
-    </div>
-  </div>
-</div>
-</section>
-
-<!-- ════════════════ SWOT ════════════════ -->
-<section>
-<div class="container">
-  <h2><span class="em"> </span> SWOT 分析（更新后）</h2>
-
-  <div class="swot">
-    <div class="sc sc-s">
-      <h3> Strengths</h3>
-      <ul>
-        <li><strong>自动语法检查</strong> — 行业首创，11 语言，编辑后即时反馈</li>
-        <li><strong>Diff 弹窗</strong> — 独立窗口对比，所见即所得</li>
-        <li><strong>三模式界面</strong> — CLI + TUI + Web UI，覆盖所有场景</li>
-        <li><strong>功能密度极高</strong> — 16 插件 142 操作，2 个月一人完成</li>
-        <li><strong>安全纵深</strong> — AST 沙箱 + 子进程隔离 + 三模式</li>
-        <li><strong>本地模型原生</strong> — Ollama 开箱即用，完全离线</li>
-        <li><strong>中文原生 + MIT 开源</strong> — 国内开发者零门槛</li>
-      </ul>
-    </div>
-    <div class="sc sc-w">
-      <h3> Weaknesses</h3>
-      <ul>
-        <li><strong>模型能力差距</strong> — 本地模型 vs Claude/GPT-4 鸿沟仍在</li>
-        <li><strong>单人维护</strong> — 长期迭代速度和可持续性存疑</li>
-        <li><strong>社区生态空白</strong> — 无插件市场、无活跃贡献者</li>
-        <li><strong>架构复杂度</strong> — cli_core.py 对话循环待拆分</li>
-        <li><strong>Web UI 是静态</strong> — 无后端，不能真正执行操作</li>
-      </ul>
-    </div>
-    <div class="sc sc-o">
-      <h3> Opportunities</h3>
-      <ul>
-        <li><strong>国产替代</strong> — 中文原生 + 本地模型是巨大优势</li>
-        <li><strong>本地 AI 爆发</strong> — Ollama/llama.cpp 快速发展</li>
-        <li><strong>语法检查可产品化</strong> — 独立为 CI/CD 工具或 IDE 插件</li>
-        <li><strong>教育市场</strong> — 免费 + 中文 + 有趣（彩蛋情书）</li>
-        <li><strong>Web UI 可进化</strong> — 加后端即可变为完整 Web IDE</li>
-      </ul>
-    </div>
-    <div class="sc sc-t">
-      <h3>⚠️ Threats</h3>
-      <ul>
-        <li><strong>大厂碾压</strong> — Claude Code / Cursor 资金和模型优势</li>
-        <li><strong>开源竞品</strong> — Aider、Cline、Continue.dev 社区更活跃</li>
-        <li><strong>AI 工具快速迭代</strong> — 功能可能被快速复制</li>
-        <li><strong>维护可持续性</strong> — 单人项目最大风险</li>
-      </ul>
-    </div>
-  </div>
-</div>
-</section>
-
-<!-- ════════════════ 结论 ════════════════ -->
-<section>
-<div class="container">
-  <h2><span class="em"> </span> 结论</h2>
-
-  <div class="verdict">
-    <h3>能不能抗衡？</h3>
-    <p><strong>功能维度：能。</strong>16 插件 142 操作 + 自动语法检查 + Diff 弹窗 + 三模式界面，功能广度已经超过 Claude Code 和 Aider，在语法验证维度甚至领先全行业。</p>
-    <p style="margin-top:14px"><strong>体验维度：接近。</strong>Web UI 补齐了可视化短板，TUI 动画体验独特。但底层模型能力差距决定了对话质量和代码生成精度仍有代差。</p>
-    <p style="margin-top:14px"><strong>生态维度：差距大。</strong>社区、插件市场、贡献者体系是最大的结构性劣势。功能做得再好，一个人扛不住长期迭代。</p>
-    <p style="margin-top:18px;color:var(--blue);font-weight:600">一句话：功能够打，体验能看，生态要追。v5.1.2 是一次关键的能力补齐。</p>
-  </div>
-</div>
-</section>
-
-<footer>
-  <p>基于 <a href="https://gitee.com/shuiyu1123/xiaoli-cli">xiaoli-cli v5.1.2</a> 全部源代码逐行审查生成 · 2026-04-27</p>
-</footer>
-
-</body>
-</html>
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