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.claude/skills/slack-gif-creator/.openskills.json new file: .claude/skills/slack-gif-creator/LICENSE.txt new file: .claude/skills/slack-gif-creator/SKILL.md new file: .claude/skills/slack-gif-creator/core/easing.py new file: .claude/skills/slack-gif-creator/core/frame_composer.py new file: .claude/skills/slack-gif-creator/core/gif_builder.py new file: .claude/skills/slack-gif-creator/core/validators.py new file: .claude/skills/slack-gif-creator/requirements.txt new file: .claude/skills/template/.openskills.json new file: .claude/skills/template/SKILL.md new file: .claude/skills/theme-factory/.openskills.json new file: .claude/skills/theme-factory/LICENSE.txt new file: .claude/skills/theme-factory/SKILL.md new file: .claude/skills/theme-factory/theme-showcase.pdf new file: .claude/skills/theme-factory/themes/arctic-frost.md new file: .claude/skills/theme-factory/themes/botanical-garden.md new file: .claude/skills/theme-factory/themes/desert-rose.md new file: .claude/skills/theme-factory/themes/forest-canopy.md new file: .claude/skills/theme-factory/themes/golden-hour.md new file: .claude/skills/theme-factory/themes/midnight-galaxy.md new file: .claude/skills/theme-factory/themes/modern-minimalist.md new file: .claude/skills/theme-factory/themes/ocean-depths.md new file: .claude/skills/theme-factory/themes/sunset-boulevard.md new file: .claude/skills/theme-factory/themes/tech-innovation.md new file: .claude/skills/web-artifacts-builder/.openskills.json new file: .claude/skills/web-artifacts-builder/LICENSE.txt new file: .claude/skills/web-artifacts-builder/SKILL.md new file: .claude/skills/web-artifacts-builder/scripts/bundle-artifact.sh new file: .claude/skills/web-artifacts-builder/scripts/init-artifact.sh new file: .claude/skills/web-artifacts-builder/scripts/shadcn-components.tar.gz new file: .claude/skills/webapp-testing/.openskills.json new file: .claude/skills/webapp-testing/LICENSE.txt new file: .claude/skills/webapp-testing/SKILL.md new file: .claude/skills/webapp-testing/examples/console_logging.py new file: .claude/skills/webapp-testing/examples/element_discovery.py new file: .claude/skills/webapp-testing/examples/static_html_automation.py new file: .claude/skills/webapp-testing/scripts/with_server.py new file: .claude/skills/xlsx/.openskills.json new file: .claude/skills/xlsx/LICENSE.txt new file: .claude/skills/xlsx/SKILL.md new file: .claude/skills/xlsx/scripts/office/helpers/__init__.py new file: .claude/skills/xlsx/scripts/office/helpers/merge_runs.py new file: .claude/skills/xlsx/scripts/office/helpers/simplify_redlines.py new file: .claude/skills/xlsx/scripts/office/pack.py new file: .claude/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-chart.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-chartDrawing.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/dml-diagram.xsd new file: 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file: .claude/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/vml-spreadsheetDrawing.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/vml-wordprocessingDrawing.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/wml.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ISO-IEC29500-4_2016/xml.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ecma/fouth-edition/opc-contentTypes.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ecma/fouth-edition/opc-coreProperties.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ecma/fouth-edition/opc-digSig.xsd new file: .claude/skills/xlsx/scripts/office/schemas/ecma/fouth-edition/opc-relationships.xsd new file: .claude/skills/xlsx/scripts/office/schemas/mce/mc.xsd new file: .claude/skills/xlsx/scripts/office/schemas/microsoft/wml-2010.xsd new file: .claude/skills/xlsx/scripts/office/schemas/microsoft/wml-2012.xsd new file: .claude/skills/xlsx/scripts/office/schemas/microsoft/wml-2018.xsd new file: .claude/skills/xlsx/scripts/office/schemas/microsoft/wml-cex-2018.xsd new file: .claude/skills/xlsx/scripts/office/schemas/microsoft/wml-cid-2016.xsd new file: .claude/skills/xlsx/scripts/office/schemas/microsoft/wml-sdtdatahash-2020.xsd new file: .claude/skills/xlsx/scripts/office/schemas/microsoft/wml-symex-2015.xsd new file: .claude/skills/xlsx/scripts/office/soffice.py new file: .claude/skills/xlsx/scripts/office/unpack.py new file: .claude/skills/xlsx/scripts/office/validate.py new file: .claude/skills/xlsx/scripts/office/validators/__init__.py new file: .claude/skills/xlsx/scripts/office/validators/base.py new file: .claude/skills/xlsx/scripts/office/validators/docx.py new file: .claude/skills/xlsx/scripts/office/validators/pptx.py new file: .claude/skills/xlsx/scripts/office/validators/redlining.py new file: .claude/skills/xlsx/scripts/recalc.py new file: .env.example new file: .gitignore new file: config/mcp.json new file: config/models.json new file: config/personalities.json new file: docs/AGENTS.md new file: docs/AI_IMPLEMENTATION.md new file: docs/AI_INTEGRATION_COMPLETE.md new file: docs/AI_QUICKSTART.md new file: docs/AI_SUMMARY.md new file: docs/CHANGELOG.md new file: docs/CONFIG_GUIDE.md new file: docs/FIXES.md new file: docs/PROJECT_REFACTOR.md new file: docs/README.md new file: docs/README_INDEX.md new file: examples/ai_example.py new file: main.py new file: pytest.ini new file: requirements.txt new file: scripts/migrate_to_vector_db.py new file: skills/cmd_zip_skill/README.md new file: skills/cmd_zip_skill/__init__.py new file: skills/cmd_zip_skill/main.py new file: skills/cmd_zip_skill/skill.json new file: skills/cmd_zip_skill_1772465404375/README.md new file: skills/cmd_zip_skill_1772465404375/__init__.py new file: skills/cmd_zip_skill_1772465404375/main.py new file: skills/cmd_zip_skill_1772465404375/skill.json new file: skills/cmd_zip_skill_1772465434774/README.md new file: skills/cmd_zip_skill_1772465434774/__init__.py new file: skills/cmd_zip_skill_1772465434774/main.py new file: skills/cmd_zip_skill_1772465434774/skill.json new file: skills/cmd_zip_skill_1772465467809/README.md new file: skills/cmd_zip_skill_1772465467809/__init__.py new file: skills/cmd_zip_skill_1772465467809/main.py new file: skills/cmd_zip_skill_1772465467809/skill.json new file: skills/cmd_zip_skill_1772465652075/README.md new file: skills/cmd_zip_skill_1772465652075/__init__.py new file: skills/cmd_zip_skill_1772465652075/main.py new file: skills/cmd_zip_skill_1772465652075/skill.json new file: skills/cmd_zip_skill_1772465685352/README.md new file: skills/cmd_zip_skill_1772465685352/__init__.py new file: skills/cmd_zip_skill_1772465685352/main.py new file: skills/cmd_zip_skill_1772465685352/skill.json new file: skills/cmd_zip_skill_1772465936294/README.md new file: skills/cmd_zip_skill_1772465936294/__init__.py new file: skills/cmd_zip_skill_1772465936294/main.py new file: skills/cmd_zip_skill_1772465936294/skill.json new file: skills/cmd_zip_skill_1772465966322/README.md new file: skills/cmd_zip_skill_1772465966322/__init__.py new file: skills/cmd_zip_skill_1772465966322/main.py new file: skills/cmd_zip_skill_1772465966322/skill.json new file: skills/cmd_zip_skill_1772466071278/README.md new file: skills/cmd_zip_skill_1772466071278/__init__.py new file: skills/cmd_zip_skill_1772466071278/main.py new file: skills/cmd_zip_skill_1772466071278/skill.json new file: skills/skills_creator/README.md new file: skills/skills_creator/__init__.py new file: skills/skills_creator/main.py new file: skills/skills_creator/skill.json new file: src/__init__.py new file: src/ai/__init__.py new file: src/ai/base.py new file: src/ai/client.py new file: src/ai/docs/README.md new file: src/ai/mcp/__init__.py new file: src/ai/mcp/base.py new file: src/ai/mcp/servers/__init__.py new file: src/ai/mcp/servers/filesystem.py new file: src/ai/memory.py new file: src/ai/models/__init__.py new file: src/ai/models/anthropic_model.py new file: src/ai/models/openai_model.py new file: src/ai/personality.py new file: src/ai/skills/__init__.py new file: src/ai/skills/base.py new file: src/ai/task_manager.py new file: src/ai/vector_store/__init__.py new file: src/ai/vector_store/base.py new file: src/ai/vector_store/chroma_store.py new file: src/ai/vector_store/json_store.py new file: src/core/__init__.py new file: src/core/bot.py new file: src/core/config.py new file: src/handlers/__init__.py new file: src/handlers/message_handler.py new file: src/handlers/message_handler_ai.py new file: src/utils/__init__.py new file: src/utils/logger.py new file: start.bat new file: tests/test_ai.py
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# QQBot AI功能实现完成 ✅
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## 已实现的功能
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### 1. ✅ AI模型接入
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- **多模型支持**：OpenAI、Anthropic Claude、DeepSeek、Qwen
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- **统一接口**：`AIClient` 提供统一的对话接口
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- **流式响应**：支持流式输出
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- **工具调用**：支持Function Calling
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**核心文件**：
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- `src/ai/base.py` - 基础类和接口定义
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- `src/ai/models/openai_model.py` - OpenAI模型实现
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- `src/ai/models/anthropic_model.py` - Anthropic模型实现
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- `src/ai/client.py` - AI客户端统一接口
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### 2. ✅ 人格系统
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- **预设人格**：默认助手、技术专家、创意伙伴
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- **自定义人格**：支持定义性格特质、说话风格、示例回复
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- **动态切换**：运行时切换人格
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- **持久化**：人格配置保存到JSON文件
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**核心文件**：
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- `src/ai/personality.py` - 人格系统实现
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- `config/personalities.json` - 人格配置文件
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### 3. ✅ 记忆系统
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- **短期记忆**：
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- 滑动窗口（默认20条）
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- 自动过期（默认30分钟）
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- 按用户隔离
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- **长期记忆**：
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- 重要性评估（基于长度、关键词、元数据）
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- 持久化存储
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- 访问统计
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- **RAG检索**：
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- 向量嵌入
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- 余弦相似度搜索
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- 智能上下文组装
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**核心文件**：
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- `src/ai/memory.py` - 记忆系统实现
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- `data/ai/long_term_memory.json` - 长期记忆存储
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### 4. ✅ 长任务处理
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- **任务分解**：将复杂任务分解为多个步骤
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- **进度跟踪**：实时进度回调
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- **状态管理**：支持暂停、恢复、取消
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- **持久化**：任务状态保存到JSON
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- **动作注册**：灵活的动作处理器系统
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**核心文件**：
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- `src/ai/task_manager.py` - 长任务管理器
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- `data/ai/tasks.json` - 任务存储
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### 5. ✅ Skills插件系统
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- **插件架构**：基于类的插件系统
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- **热加载**：运行时加载/卸载技能
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- **工具注册**：技能可注册多个工具
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- **元数据管理**：skill.json配置文件
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- **示例技能**：天气查询技能
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**核心文件**：
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- `src/ai/skills/base.py` - Skills基础框架
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- `skills/weather/` - 示例天气技能
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### 6. ✅ MCP支持
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- **标准协议**：Model Context Protocol支持
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- **服务器架构**：可扩展的MCP服务器
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- **资源管理**：资源、工具、提示词注册
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- **文件系统服务器**：内置文件访问MCP服务器
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**核心文件**：
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- `src/ai/mcp/base.py` - MCP基础框架
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- `src/ai/mcp/servers/filesystem.py` - 文件系统MCP服务器
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- `config/mcp.json` - MCP配置
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## 项目结构
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```
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QQbot/
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├── src/
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│ ├── ai/ # AI模块
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│ │ ├── __init__.py
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│ │ ├── base.py # 基础类定义
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│ │ ├── client.py # AI客户端
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│ │ ├── personality.py # 人格系统
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│ │ ├── memory.py # 记忆系统
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│ │ ├── task_manager.py # 长任务管理
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│ │ ├── models/ # 模型实现
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│ │ │ ├── openai_model.py
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│ │ │ └── anthropic_model.py
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│ │ ├── skills/ # Skills系统
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│ │ │ ├── base.py
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│ │ │ └── __init__.py
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│ │ └── mcp/ # MCP系统
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│ │ ├── base.py
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│ │ ├── __init__.py
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│ │ └── servers/
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│ │ └── filesystem.py
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│ ├── handlers/
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│ │ └── message_handler_ai.py # AI集成的消息处理器
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│ └── ...
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├── skills/ # 技能插件目录
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│ └── weather/ # 示例天气技能
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│ ├── skill.json
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│ ├── main.py
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│ └── README.md
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├── config/ # 配置文件
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│ ├── personalities.json # 人格配置
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│ └── mcp.json # MCP配置
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├── data/ # 数据目录
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│ └── ai/ # AI数据
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│ ├── long_term_memory.json
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│ └── tasks.json
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├── examples/ # 示例代码
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│ └── ai_example.py
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├── tests/ # 测试
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│ └── test_ai.py
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├── requirements-ai.txt # AI依赖
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├── .env.ai.example # AI配置示例
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├── AI_QUICKSTART.md # 快速开始指南
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└── src/ai/README.md # 完整文档
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```
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## 使用方法
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### 1. 安装依赖
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```bash
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pip install -r requirements-ai.txt
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```
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### 2. 配置环境变量
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复制 `.env.ai.example` 到 `.env` 并配置：
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```env
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AI_PROVIDER=openai
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AI_MODEL=gpt-4
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AI_API_KEY=your_api_key_here
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AI_API_BASE=https://api.openai.com/v1
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```
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### 3. 使用AI功能
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||||
```python
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from pathlib import Path
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from src.ai import AIClient
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from src.ai.base import ModelConfig, ModelProvider
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# 创建配置
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config = ModelConfig(
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provider=ModelProvider.OPENAI,
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model_name="gpt-4",
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api_key="your_key",
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temperature=0.7
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)
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# 初始化客户端
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client = AIClient(config, data_dir=Path("data/ai"))
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# 对话
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response = await client.chat(
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user_id="user123",
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user_message="你好",
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use_memory=True,
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use_tools=True
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)
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```
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### 4. 集成到QQ机器人
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修改 `src/core/bot.py`，使用 `message_handler_ai.py`：
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```python
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from src.handlers.message_handler_ai import MessageHandler
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```
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## 测试
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运行测试脚本：
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||||
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||||
```bash
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python tests/test_ai.py
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```
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||||
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||||
运行示例：
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||||
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||||
```bash
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||||
python examples/ai_example.py
|
||||
```
|
||||
|
||||
## 文档
|
||||
|
||||
- **快速开始**：`AI_QUICKSTART.md`
|
||||
- **完整文档**：`src/ai/README.md`
|
||||
- **示例代码**：`examples/ai_example.py`
|
||||
|
||||
## 特性亮点
|
||||
|
||||
1. **模块化设计**：各功能模块独立，易于维护和扩展
|
||||
2. **异步支持**：全异步实现，性能优秀
|
||||
3. **类型提示**：完整的类型注解，IDE友好
|
||||
4. **错误处理**：完善的异常处理和日志记录
|
||||
5. **可扩展性**：Skills和MCP系统支持无限扩展
|
||||
6. **持久化**：记忆和任务自动保存
|
||||
7. **用户隔离**：多用户数据完全隔离
|
||||
|
||||
## 下一步
|
||||
|
||||
1. **接入真实API**：配置真实的API密钥
|
||||
2. **开发自定义技能**：根据需求开发专属技能
|
||||
3. **优化人格**：调整人格配置以适应场景
|
||||
4. **扩展MCP服务器**：开发更多MCP服务器
|
||||
5. **性能调优**：根据实际使用情况调整参数
|
||||
|
||||
## 技术栈
|
||||
|
||||
- **Python 3.8+**
|
||||
- **OpenAI SDK** - OpenAI API客户端
|
||||
- **Anthropic SDK** - Claude API客户端
|
||||
- **NumPy** - 向量计算
|
||||
- **asyncio** - 异步编程
|
||||
|
||||
## 许可证
|
||||
|
||||
MIT License
|
||||
|
||||
---
|
||||
|
||||
**实现完成时间**：2024-03-02
|
||||
**版本**：v1.0.0
|
||||
Reference in New Issue
Block a user