Overview
- Skill Key
- abczsl520/memory-cn
- Author
- abczsl520
- Source Repo
- openclaw/skills
- Version
- -
- Source Path
- skills/abczsl520/memory-cn
- Latest Commit SHA
- 9a4756875260eb6c8f65bdf637eef68737abe1fc
OpenClaw + Ollama 中文记忆系统优化。诊断 FTS5 unicode61 中文分词 bug,优化搜索参数,自动维护记忆文件。命中率从 55% 提升到 100%。
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Status
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Visibility
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直接复制以下提示词,发送给你的 AI 助手即可完成安装。
请先检查是否已安装 SkillHub 商店,若未安装,请根据 https://skillhub-1388575217.cos.ap-guangzhou.myqcloud.com/install/skillhub.md 安装 SkillHub 商店,然后安装 memory-cn 技能。 若已安装,则直接安装 memory-cn 技能。
# 中文记忆优化 Skill (memory-cn)
当用户请求诊断或优化记忆系统时,按以下步骤执行:
## 1. 诊断
运行诊断脚本检测问题:
```bash
bash SKILL_DIR/scripts/diagnose.sh
```
报告包括:
- FTS5 中文分词 bug 检测(unicode61 把连续中文粘成一个 token)
- 记忆文件大小分布
- tags 标签覆盖率
- lessons 知识库健康度
## 2. 优化搜索配置
如果诊断发现问题,应用优化配置:
```json
{
"agents": {
"defaults": {
"memorySearch": {
"chunking": { "tokens": 250, "overlap": 60 },
"query": {
"maxResults": 10,
"minScore": 0.15,
"hybrid": {
"enabled": true,
"vectorWeight": 0.75,
"textWeight": 0.25,
"candidateMultiplier": 8,
"mmr": { "enabled": true, "lambda": 0.7 },
"temporalDecay": { "enabled": true, "halfLifeDays": 90 }
}
}
}
}
}
}
```
使用 `gateway config.patch` 应用。
## 3. 优化 memoryFlush prompt
让新日志自动加 tags + 中文分词:
```json
{
"agents": {
"defaults": {
"compaction": {
"memoryFlush": {
"prompt": "将对话内容整理为结构化日志,写入 memory/YYYY-MM-DD.md。\n\n格式要求:\n1. 文件第一行必须是 <!-- tags: 关键词1, 关键词2, ... --> 标签行\n2. 中文关键词之间加空格分隔\n3. 只保留有价值的信息\n4. 控制在 5KB 以内"
}
}
}
}
}
```
## 4. 批量加 tags
对 memory/projects/*.md 中缺少 tags 的文件,根据内容自动添加 `<!-- tags: ... -->` 行。
```bash
python3 SKILL_DIR/scripts/add-tags.py /path/to/memory/projects/
```
## 5. 压缩日志
压缩 >8KB 的旧日志到 <5KB,原文备份到 archive/:
```bash
python3 SKILL_DIR/scripts/compress-logs.py /path/to/memory/ --max-kb 5
```
## 6. 重建索引
```bash
openclaw memory index --force
```
## 7. 设置自动维护 cron
建议每周日凌晨自动执行压缩+清理+补标签+重建索引。
## 关键技术点
### FTS5 unicode61 Bug
- `unicode61` 分词器把连续 CJK 字符当作一个 token
- 搜索 "怀孕" 无法匹配 "老婆刚怀孕"(因为后者是一个 token)
- Workaround:中文关键词之间加空格 → FTS5 正确分词...
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