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每个记忆都是独立的记忆片段，支持 `[[记忆片段名]]` 引用语法\r\n- **自底向上**: 让知识结构自然呈现，而不是预设分类体系\r\n- **权重计算**: 通过递归链接关系自动计算记忆片段重要性\r\n- **优化建议**: 识别低价值记忆片段，协助维护系统健康\r\n\r\n## 功能特性\r\n\r\n### 核心操作\r\n- `getMemory`: 获取记忆片段内容，支持递归展开引用\r\n- `setMemory`: 创建或更新记忆片段内容\r\n- `deleteMemory`: 删除记忆片段\r\n- `renameMemory`: 重命名或合并记忆片段，自动更新所有引用\r\n\r\n### 智能提示\r\n- `getMemoryHints`: 获取按权重排序的重要记忆片段列表\r\n- `getOptimizeSuggestions`: 获取记忆片段优化建议，包括低价值片段和孤立片段\r\n\r\n### 资源访问\r\n- **列出资源**: 自动列出所有记忆片段作为 MCP 资源\r\n- **灵活访问**: 支持 `memory:///fragmentName#expandDepth` 格式，等效于 `getMemory(fragmentName, expandDepth)`\r\n\r\n### 智能提示模板\r\n- **话题灵感** (`topic_inspiration`): 当不知道聊什么话题时，基于重要记忆片段提供话题建议\r\n- **聊天优化** (`chat_optimization`): 聊天结束时，提供系统优化建议和维护指导\r\n\r\n## 安装和使用\r\n\r\n### 安装依赖\r\n\r\n```bash\r\nnpm install\r\n```\r\n\r\n### 构建项目\r\n\r\n```bash\r\nnpm run build\r\n```\r\n\r\n### 启动服务器\r\n\r\n```bash\r\nnpm start\r\n```\r\n\r\n或者直接运行：\r\n\r\n```bash\r\nnode build/index.js\r\n```\r\n\r\n### 自定义存储目录\r\n\r\n通过环境变量指定存储目录：\r\n\r\n```bash\r\nZETTELKASTEN_STORAGE_DIR=\"/path/to/your/cards\" npm start\r\n```\r\n\r\n### 重复读取限制机制\r\n\r\n为了防止不必要的重复读取操作，系统引入了重复读取限制机制：\r\n\r\n- **环境变量**: `MEMORY_REPEAT_ACCESS_RESTRICTION=true` 启用限制（默认启用）\r\n- **机制说明**: 已获取最新内容的记忆片段无需重复 getMemory 操作\r\n- **编辑操作影响**: 任何编辑操作（setMemory、extractMemory、insertLinkAt、renameMemory）后会移除最新内容标记\r\n- **使用建议**: 编辑操作前必须先获取最新内容，否则操作会被拒绝\r\n\r\n```bash\r\n# 启用重复读取限制\r\nMEMORY_REPEAT_ACCESS_RESTRICTION=true npm start\r\n\r\n# 禁用重复读取限制\r\nMEMORY_REPEAT_ACCESS_RESTRICTION=false npm start\r\n```\r\n\r\n## 记忆片段语法\r\n\r\n### 基本记忆片段\r\n每个记忆片段都是一个 `.md` 文件，内容可以是任意文本：\r\n\r\n```markdown\r\n这是一张关于 JavaScript 的记忆片段。\r\n\r\nJavaScript 是一种编程语言，它有以下特点：\r\n- 动态类型\r\n- 原型继承\r\n- 事件驱动\r\n\r\n相关概念: [[编程语言]]、[[Web开发]]\r\n```\r\n\r\n### 引用语法\r\n使用 `[[记忆片段名]]` 来引用其他记忆片段：\r\n\r\n```markdown\r\n今天学习了 [[React]]，它是基于 [[JavaScript]] 的前端框架。\r\n\r\nReact 的核心概念包括：\r\n- [[组件化]]\r\n- [[状态管理]]\r\n- [[虚拟DOM]]\r\n```\r\n\r\n### 展开引用\r\n使用 `getMemory` 工具时，可以指定展开深度来递归获取引用记忆片段的内容：\r\n\r\n```typescript\r\n// 展开深度为 1，会展开第一层引用的记忆片段内容\r\ngetMemory(\"React\", 1)\r\n```\r\n\r\n展开后的内容格式：\r\n```markdown\r\n今天学习了 React，它是基于 JavaScript 的前端框架。\r\n\r\n![[JavaScript]]start\r\n\r\nJavaScript 是一种编程语言，它有以下特点：\r\n- 动态类型\r\n- 原型继承\r\n- 事件驱动\r\n\r\n![[JavaScript]]end\r\n\r\nReact 的核心概念包括：\r\n- 组件化\r\n- 状态管理\r\n- 虚拟DOM\r\n```\r\n\r\n## 权重计算机制\r\n\r\n系统会自动计算每个记忆片段的权重：\r\n\r\n- **叶子记忆片段** (无外链): 权重 = 1\r\n- **有外链的记忆片段**: 权重 = 所有引用记忆片段权重的平均值\r\n\r\n这个机制让经常被引用的基础概念获得更高权重，有助于识别知识体系中的核心节点。\r\n\r\n## 信息散度与优化建议\r\n\r\n系统提供智能优化建议功能，通过信息散度计算和孤立片段识别来帮助维护知识库的健康。\r\n\r\n### 信息散度概念\r\n\r\n信息散度是衡量记忆片段价值的重要指标：\r\n\r\n**信息散度 = 权重 / 字符数**\r\n\r\n- **低信息散度**: 表示信息过于集中，可能需要拆分\r\n  - 权重高但字符数少：信息密度过高，建议拆分为更小的概念单元\r\n  - 权重低且字符数少：可能是孤立或无用的片段\r\n- **高信息散度**: 表示信息分布合理，网络连接良好\r\n  - 权重高且字符数适中：核心概念，保持现状\r\n  - 权重低但字符数少：可能是新兴概念，需要更多连接\r\n\r\n### 系统片段的只读特性\r\n\r\n系统片段是知识库的核心组成部分，具有特殊的保护机制：\r\n\r\n- **识别方法**: 内容以 `<!-- core memory -->` 开头的记忆片段\r\n- **只读特性**: 无法通过 setMemory、extractMemory 等方法修改\r\n- **保护目的**: 确保系统核心的稳定性和一致性\r\n- **操作建议**: 如需修改系统相关内容，应在其他可编辑片段中进行操作\r\n\r\n### getOptimizeSuggestions 工具详解\r\n\r\n`getOptimizeSuggestions` 工具提供全面的记忆片段优化建议：\r\n\r\n**参数:**\r\n- `optimizationThreshold` (number, 可选): 优化阈值，默认为 0.1\r\n- `maxFileCount` (number, 可选): 返回的记忆片段最大数量，默认为 10\r\n\r\n**功能特点:**\r\n1. **低价值片段识别**: 识别信息散度低于阈值的记忆片段\r\n2. **孤立片段检测**: 发现没有反向链接的孤立记忆片段\r\n3. **系统片段过滤**: 自动跳过系统片段，只分析可编辑内容\r\n4. **优化策略建议**: 提供具体的优化步骤和操作指导\r\n\r\n**返回内容:**\r\n- 信息散度计算原理说明\r\n- 孤立片段概念解释\r\n- 系统片段保护机制说明\r\n- 低价值片段列表及优化建议\r\n- 孤立片段列表及处理策略\r\n- 维护建议和推荐工具使用\r\n\r\n## MCP 工具列表\r\n\r\n### getMemory\r\n获取指定记忆片段的内容，支持递归展开引用。\r\n\r\n**参数:**\r\n- `fragmentName` (string): 记忆片段名称\r\n- `expandDepth` (number, 可选): 展开深度，默认为 0\r\n- `withLineNumber` (boolean, 可选): 是否显示行号，默认为 false\r\n\r\n### setMemory  \r\n创建或更新记忆片段的内容。\r\n\r\n**参数:**\r\n- `fragmentName` (string): 记忆片段名称\r\n- `content` (string): 记忆片段内容\r\n\r\n### deleteMemory\r\n删除指定的记忆片段。\r\n\r\n**参数:**\r\n- `fragmentName` (string): 要删除的记忆片段名称\r\n\r\n### renameMemory\r\n重命名记忆片段或将两个记忆片段合并。\r\n\r\n**参数:**\r\n- `oldFragmentName` (string): 原记忆片段名称  \r\n- `newFragmentName` (string): 新记忆片段名称\r\n\r\n### extractMemory\r\n从现有记忆片段中提取内容创建新片段。\r\n\r\n**参数:**\r\n- `sourceFragmentName` (string): 源记忆片段名称\r\n- `newFragmentName` (string): 新记忆片段名称\r\n- `startLine` (number): 起始行号\r\n- `endLine` (number): 结束行号\r\n\r\n### getMemoryHints\r\n获取按权重排序的重要记忆片段提示。\r\n\r\n**参数:**\r\n- `fileCount` (number, 可选): 返回的记忆片段数量，默认为 10\r\n\r\n### getOptimizeSuggestions\r\n获取记忆片段优化建议，包括低价值片段和孤立片段。\r\n\r\n**参数:**\r\n- `optimizationThreshold` (number, 可选): 优化阈值，默认为 0.1\r\n- `maxFileCount` (number, 可选): 返回的记忆片段最大数量，默认为 10\r\n\r\n**使用示例:**\r\n\r\n```javascript\r\n// 获取默认的优化建议\r\nconst suggestions = await tools.call(\"getOptimizeSuggestions\");\r\n\r\n// 自定义参数获取更详细的建议\r\nconst detailedSuggestions = await tools.call(\"getOptimizeSuggestions\", {\r\n  optimizationThreshold: 0.05,  // 更低的阈值，识别更多需要优化的片段\r\n  maxFileCount: 20              // 返回更多建议\r\n});\r\n```\r\n\r\n**优化策略示例:**\r\n\r\n1. **低信息散度片段处理**:\r\n   ```markdown\r\n   # 原始片段 (需要拆分)\r\n   这是一个包含多个概念的冗长记忆片段，包含了概念A、概念B和概念C...\r\n   \r\n   # 优化后\r\n   # 概念A\r\n   [概念A的详细内容]\r\n   相关概念: [[概念B]]、[[概念C]]\r\n   \r\n   # 概念B\r\n   [概念B的详细内容]\r\n   相关概念: [[概念A]]\r\n   \r\n   # 概念C\r\n   [概念C的详细内容]\r\n   相关概念: [[概念A]]\r\n   ```\r\n\r\n2. **孤立片段处理**:\r\n   ```markdown\r\n   # 孤立片段\r\n   这是一个没有其他记忆片段链接的内容...\r\n   \r\n   # 优化方法\r\n   # 方法1: 在相关片段中添加链接\r\n   在 [[相关概念]] 中添加: \"更多信息可参考 [[孤立片段]]\"\r\n   \r\n   # 方法2: 合并到相关片段\r\n   将孤立片段的内容合并到 [[相关概念]] 中\r\n   \r\n   # 方法3: 删除无用片段\r\n   如果内容不再需要，可直接删除\r\n   ```\r\n\r\n3. **系统片段注意事项**:\r\n   ```markdown\r\n   <!-- core memory -->\r\n   # 系统片段\r\n   这是系统核心内容，无法直接修改...\r\n   \r\n   # 正确操作方式\r\n   # 1. 在其他可编辑片段中引用系统片段\r\n   # 2. 使用 extractMemory 从系统片段中提取内容到新片段\r\n   # 3. 在新片段中进行编辑操作\r\n   ```\r\n\r\n## 新特性说明\r\n\r\n- getMemory 支持 withLineNumber 参数，输出带行号内容。\r\n- getMemory 返回内容最大长度为 2k，超出会被截断并提示。\r\n- 已获取最新内容的文件无需重复 getMemory，编辑操作前必须先获取最新内容，否则拒绝。\r\n- 编辑操作（setMemory、extractMemory、insertLinkAt、renameMemory）后会移除最新内容标记。\r\n- 新增重复读取限制机制，通过环境变量 MEMORY_REPEAT_ACCESS_RESTRICTION 控制。\r\n\r\n## 最佳实践\r\n\r\n### 1. 建立入口记忆片段\r\n创建 `hints` 记忆片段作为系统的入口点：\r\n\r\n```markdown\r\n# 知识体系入口\r\n\r\n## 编程相关\r\n- [[JavaScript]]\r\n- [[Python]]  \r\n- [[算法与数据结构]]\r\n\r\n## 项目管理\r\n- [[项目规划]]\r\n- [[团队协作]]\r\n\r\n## 学习笔记\r\n- [[今日学习]]\r\n- [[问题记录]]\r\n```\r\n\r\n### 2. 保持记忆片段原子化\r\n每张记忆片段只包含一个核心概念：\r\n\r\n```markdown\r\n# React Hooks\r\n\r\nReact Hooks 是 React 16.8 引入的新特性，让你可以在函数组件中使用状态和其他 React 特性。\r\n\r\n常用的 Hooks：\r\n- [[useState]]\r\n- [[useEffect]]  \r\n- [[useContext]]\r\n\r\n相关概念：[[React]]、[[函数组件]]\r\n```\r\n\r\n### 3. 建立有意义的连接\r\n不要只是罗列链接，要说明关系：\r\n\r\n```markdown\r\n# 设计模式\r\n\r\n设计模式是软件设计中常用的解决方案。\r\n\r\n## 创建型模式\r\n- [[单例模式]] - 确保类只有一个实例\r\n- [[工厂模式]] - 创建对象的接口\r\n\r\n## 行为型模式  \r\n- [[观察者模式]] - 用于 [[事件驱动编程]]\r\n\r\n设计模式在 [[JavaScript]] 和 [[Python]] 中都有广泛应用。\r\n```\r\n\r\n### 4. 定期维护\r\n使用 `getOptimizeSuggestions` 工具定期检查记忆片段，进行优化：\r\n\r\n- **识别低价值片段**: 使用信息散度计算找出需要拆分的片段\r\n- **发现孤立片段**: 找出没有链接的孤立内容\r\n- **精简冗长内容**: 拆分过于复杂的记忆片段\r\n- **删除过时信息**: 移除不再需要的孤立片段\r\n- **增强连接性**: 在相关片段间建立有意义的链接\r\n- **保护系统片段**: 避免直接修改系统核心内容\r\n\r\n## 智能提示功能\r\n\r\n### 话题灵感提示\r\n当不知道聊什么话题时，使用 `topic_inspiration` 提示：\r\n\r\n```bash\r\n# 在 MCP 客户端中\r\n请使用 \"话题灵感\" 提示模板\r\n```\r\n\r\n系统会：\r\n1. 自动获取重要记忆片段\r\n2. 按权重分类为核心话题、深度话题、轻松话题\r\n3. 提供对话建议和操作指导\r\n\r\n### 聊天优化提示\r\n聊天结束时，使用 `chat_optimization` 提示：\r\n\r\n```bash\r\n# 在 MCP 客户端中\r\n请使用 \"聊天优化\" 提示模板\r\n```\r\n\r\n系统会：\r\n1. 分析当前知识库状态\r\n2. 识别需要优化的低价值记忆片段\r\n3. 提供具体的优化建议和行动计划\r\n4. 给出系统健康度评估\r\n\r\n### 提示功能优势\r\n- **智能上下文**: 自动收集相关数据生成个性化提示\r\n- **一键操作**: 复杂的分析任务变成简单的模板选择\r\n- **引导学习**: 帮助发现知识网络中的机会和问题\r\n- **持续优化**: 保持知识库的健康和高质量\r\n- 合并相似内容\r\n- 删除过时信息\r\n- 改进内容质量\r\n\r\n## 许可证\r\n\r\nMIT License\r\n","readmeFilename":"README.md"}