Local Memory Skill
Use when an agent needs to set up, read, write, or maintain a fully local Markdown-based memory system; when the user says "remember this", "save to memory", "set up local memory", or wants cross-session context without a cloud memory provider.
Install
$ agentstack add skill-yaoxiao99-local-memory-skill-local-memory-skill ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Links to your public security report.[](https://agentstack.voostack.com/security/report/skill-yaoxiao99-local-memory-skill-local-memory-skill) Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
Local Memory Manager
> 把记忆还给本地。不上云，不分心，用自己的文件系统当数据库。
核心理念
本地记忆系统的三层结构：
MEMORY.md ← 启动索引（/home/` |
| Claude Code | `~/.claude/` 或项目目录 |
| Codex | `~/.codex/` |
| Cursor | `~/.cursor/` |
| OpenClaw | `~/.openclaw/workspace/` |
| 其他 | 使用 workspace 根目录 |
完整结构：
/ ├── MEMORY.md ← 启动索引（ 业务专属文件（按需创建）：如 flower-business.md 用于特定业务资料。不同 profile 按业务需要创建不同文件。
二、默认不使用云端 Memory
本方案默认不需要外部 Memory Provider。除非用户明确要求，否则不要启用以下服务：
- Mem0、Honcho、OpenViking、Supermemory、ByteRover、RetainDB、Hindsight、Holographic
本方案完全本地化，不上云。
三、初始化操作
首次搭建
# 1. 确定 workspace 目录
# Hermes:
WORKSPACE=~/.hermes/profiles//home
# Claude Code / 其他:
WORKSPACE=.
# 2. 创建目录结构
mkdir -p $WORKSPACE/local-memory
# 3. 创建所有文件
touch $WORKSPACE/MEMORY.md
touch $WORKSPACE/USER.md
touch $WORKSPACE/local-memory/{index,user-profile,nas-docker,projects,ai-tools,troubleshooting,archive}.md填充模板
用 assets/templates/ 目录下的模板文件填充每个文件（见下方模板索引）。
模板索引：
| 文件 | 模板 | 说明 | |------|------|------| | MEMORY.md | assets/templates/MEMORY.md | 启动索引，保持
或手动整理：
请整理 local-memory/ 下的所有记忆：
- 删除重复内容
- 删除过期内容
- 把长句压缩成短句
- 把临时记录移动到 archive.md
- 保持 MEMORY.md 和 USER.md 不超过 1000 字
- 不要删除长期稳定、有复用价值的信息
- 整理后告诉我改动摘要
---
## Common Pitfalls
1. **把 MEMORY.md 当知识库用** — MEMORY.md 只放索引，详细资料必须放 local-memory
2. **自动把所有对话总结写入** — 只有长期稳定、有复用价值的信息才写入
3. **使用云端 Memory Provider** — 本方案完全本地化，不上云
4. **写入一次性任务** — 临时排错、当天计划、过程日志不写入任何 memory 文件
5. **不读取直接回答** — 回答问题前应先读取对应 local-memory 文件
---
## Verification Checklist
初始化完成后，验证：
- [ ] `MEMORY.md` 存在且 /skills/note-taking/local-memory-skill/` |
| 其他 | clone 到对应 runtime 的 `skills/` 目录 |
```bash
git clone https://github.com/yaoxiao99/local-memory-skill ~/.claude/skills/local-memory-skill方式三：Agent 自动初始化
告诉任何兼容 Agent：
帮我搭建本地记忆系统初始化 local memory我要用本地 markdown 管理 memory，不使用云服务Agent 会自动读取此 SKILL.md 并执行初始化。
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: yaoxiao99
- Source: yaoxiao99/local-memory-skill
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.