white-stone-mem

Memory system with 5 categories - knowledge, projects, error log, daily review, and tasks. Load on demand to avoid memory pollution. 记忆系统 - 包含常识记忆、项目记忆、错题本、每日回顾和任务追踪。按需加载,避免记忆污染。

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Install skill "white-stone-mem" with this command: npx skills add russellfei/white-stone-mem

White Stone Memory / 白石记忆系统

Your personal memory system with 5 categories, loaded on demand.

Memory Categories / 记忆分类

1. Knowledge / 常识记忆

  • Path: memory/knowledge/common.md
  • Content: Work habits, logical thinking, product sense / 工作习惯、逻辑思维、产品意识
  • Loading: Auto-loaded on agent startup / Agent启动时自动读取

2. Projects / 项目记忆

  • Path: memory/projects/[project_name].md
  • Loading: Only when user explicitly mentions a project / 用户明确提及项目时加载
  • Do NOT load: Agents must not proactively read project memory to avoid pollution / 避免污染

3. Error Log / 错题本

  • Path: memory/errors/
  • Content: Past mistakes, lessons learned / 使用错误、经验总结
  • Loading: Auto-loaded by all Agents and Sub-Agents on startup / 所有Agent启动时加载

4. Daily Review / 每日回顾

  • Path: memory/diary/[date].md
  • Timing: Auto-created daily / 每天自动创建
  • Content: Work summary, insights to distill / 工作总结、待提炼内容

5. Tasks / 子任务追踪

  • Path: memory/tasks/[task_name].md
  • Content: Subagent task specs, config, progress / 任务规格、配置、进度
  • Loading: On demand when managing subagents / 管理 subagent 时按需加载

目录结构

~/.openclaw/workspace/memory/
├── knowledge/          # 常识记忆 (启动加载)
│   ├── common.md
│   └── reflection-log.md
├── projects/           # 项目记忆 (按需加载)
│   └── [项目名].md
├── errors/             # 错题本 (全局加载)
│   └── [类别].md
├── diary/              # 每日回顾 (日期命名)
│   └── YYYY-MM-DD.md
└── tasks/              # 子任务追踪 (subagent 任务)
    └── [任务名].md

Rules / 重要规则

  1. No proactive project reads — Only load project memory when user explicitly asks / 不主动读取项目记忆
  2. Error log is global — All Agents must load on startup / 错题本全局共享
  3. Knowledge loads at startup — Auto-read on agent init / 常识记忆启动加载
  4. Daily review is scheduled — Created daily, can be updated manually / 每日回顾定时创建
  5. Bilingual logging — ALL memory entries must be written in bilingual format (English + Chinese). Titles use EN / 中文, details include both languages. This applies regardless of which language the original context was in. / 所有记忆条目必须双语记录

使用方法

初始化

首次使用需要创建目录结构:

mkdir -p memory/knowledge memory/projects memory/errors memory/daily

常识记忆

# 读取
cat memory/knowledge/common.md

# 编辑
vim memory/knowledge/common.md

项目记忆

# 加载项目记忆(用户明确要求时)
cat memory/projects/[项目名].md

错题本

# 读取错题本
cat memory/errors/*.md

# 添加新错误
echo "## 新错误\n- 问题:...\n- 原因:...\n- 解决方案:..." >> memory/errors/general.md

每日回顾

# 创建今日回顾
echo "# $(date +%Y-%m-%d) 回顾" > memory/daily/$(date +%Y-%m-%d).md

向量搜索功能 (可选,需配置)

概述

在现有关键词搜索基础上,增加向量语义搜索能力。

开启方式

在配置文件中启用:

memory:
  vector_search:
    enabled: true

启用后的提示

⚠️ 开启向量搜索需要配置以下之一

选项说明
A. Gemini API提供 GEMINI_API_KEY 环境变量
B. 本地 Ollama确保运行 ollama run qwen3-embedding-0.6B

配置检查

# 检查 Ollama 是否运行
curl -s localhost:11434/api/tags

技术选型

组件推荐
EmbeddingGemini API 或 Ollama + qwen3-embedding-0.6B
向量库FAISS 或 LanceDB
索引HNSW (O(log n))

命令

/memory build-index   # 构建索引
/memory search "xxx"  # 搜索
/memory index-status  # 查看状态

注意

  • 默认关闭向量搜索
  • 启用后需配置 Gemini API Key 或本地 Ollama
  • 新增/修改文件后需重新索引

更新日志

  • 2026-02-28: 新增向量搜索功能设计

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