Memory system
Skill nzl153/memory-system
10层记忆系统 — 让你的OpenClaw Agent不再忘记你
npx -y skills add nzl153/memory-systemAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
2 things to look at
- no licenseNo license file was found in the repository. Code published without one is not open source by default, so using it at work is a question for whoever answers licensing questions where you are.
- 1 stars1 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
What its author says it does
Copied from the file, not written here
10层记忆系统 — 日记、搜索、图联、会话索引、能力自检。
SKILL.md
0.8 KB, 241 tokens by cl100k_base, as published. Nobody here has run it
Memory System
日记 + 结构化事实 + 图联 + 全文搜索 + 会话索引。为 OpenClaw Agent 提供持久记忆能力。
文件结构
memory/ ← 日记（YYYY-MM-DD.md）
MEMORY.md ← 长时记忆
~/.claw/
├── memory.json ← 结构化事实
├── memory-graph.json ← 图联
└── session_index.json ← 会话索引
工具
remember— 写入日记和事实search— 跨层搜索cap_check— 工具状态检查memory_tool— 事实管理session_index— 会话索引graph— 图联cleanup_graph— 数据清理
安装
chmod +x scripts/*.py
ln -s $(pwd)/scripts/*.py /usr/local/bin/
mkdir -p ~/.claw memory
Gives 0 of the 12 instructions most memory context skills give in 241 tokens
Counted across 674 of the 847 authors here whose files we hold, read 2026-08-06
- inform the user when setup is completein 21 of 674, across 6 files
- confirm the draft with the user before writingin 21 of 674, across 6 files
- update the agent skills block in place if it existsin 21 of 674, across 6 files
- present findings to the userin 20 of 674, across 5 files
- write the three docs files from seed templatesin 20 of 674, across 5 files
- ask the user about each decision one at a timein 19 of 674, across 4 files
- edit CLAUDE.md if it existsin 18 of 674, across 3 files
- explore current repo statein 18 of 674, across 3 files
- do not overwrite user edits to surrounding sectionsin 18 of 674, across 3 files
- back up the original file before overwritingin 16 of 674, across 8 files
- keep the memory index under 200 linesin 15 of 674
- Provide actionable steps and verificationin 13 of 674, across 2 files
Said here and by no other author read
- create the .claw directory
- link scripts to the bin directory
- write diary entries daily
- write structured facts to memory files
- maintain a graph of relationships
- perform cross-layer memory searches
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.