最近养小龙虾太费钱了非常愚蠢的选择了按次数收费的Deepseek应该选千问的code plan包月模式没办法了只能自己硬扛之前想的是安装qmd来解决核心解决方案是利用向量检索来减少每次和大模型的交互上下文达到token减少的逻辑这符合正常思路但是memos更为轻量和柔和打算装它了有cloud版本可以用但是肯定也是会泄露一些个人信息或者存储限制我翻阅了一下memos较为轻量对cpu损耗也可控就直接装本地了我的openclaw版本3.2.6不同版本不一样需要注意下官网教程https://memos-claw.openmem.net/docs/index.html#quickstart安装的过程很简单但是和openclaw结合起来很复杂1.安装memos我本地的Mac M1太古老了也没升级系统只能是通过源代码模式安装使用brew安装各种问题趟坑了算是memos源码https://github.com/usememos/memos/releasescd~/Downloadstar-zxvfmemos_0.23.0_darwin_arm64.tar.gz# 替换为你下载的版本号# 1. 创建 Memos 专用目录mkdir-p~/memos/{bin,data}# 2. 移动可执行文件并添加权限mv~/Downloads/memos ~/memos/bin/chmodx ~/memos/bin/memos# 3. 前台启动测试M1 原生运行cd~/memoschmod-R777./data# 赋予权限./bin/memos serve--data./data--port5230源码模式安装很简单没什么弯弯绕绕打开【http://localhost:5230】看到下图即代表成功左侧菜单的底部有个language选择选择【简体中文】体验更好为了方便我打算让它后台一直启动了nohup./bin/memos serve--data./data--port5230memos.log212.openclaw配置memosopenclaw pluginsinstallmemtensor/memos-local-openclaw-plugin openclaw gateway start打开openclaw.jsonplugins:{allow:[feishu,memos-local-openclaw-plugin],slots:{memory:memos-local-openclaw-plugin},entries:{memos-local-openclaw-plugin:{enabled:true,config:{embedding:{provider:local},summarizer:{provider:openai_compatible,endpoint:https://api.deepseek.com/v1,model:deepseek-chat}}},memory-core:{enabled:false},memory-lancedb:{enabled:false}},installs:{memos-local-openclaw-plugin:{source:npm,spec:memtensor/memos-local-openclaw-plugin,installPath:/Users/a58/.openclaw/extensions/memos-local-openclaw-plugin,version:1.0.2,resolvedName:memtensor/memos-local-openclaw-plugin,resolvedVersion:1.0.2,resolvedSpec:memtensor/memos-local-openclaw-plugin1.0.2,integrity:sha512-3D/kcQ4nzXr80IJhGwIZ6Tqz60AACjZFsN1cNKZUFXtzGcROpXiIf8AYKdoLSMGLR0/LwHWr3fBDEfPAqJ7HHQ,shasum:a8407f617410793dadd2f1a73e20883fcac786e0,resolvedAt:2026-03-13T03:58:43.931Z,installedAt:2026-03-13T03:58:52.494Z}}4.排查手段创建memos记忆以后使用curl命令查看是否有记录; 存储memos笔记的时候千万存成公开笔记否则查不到的curl-XGEThttp://localhost:5230/api/v1/memos?limit100\-HAuthorization: Bearer openclaw-memos\-HContent-Type: application/json{memos:[{name:memos/f2y8psnYHfEMcuPcQJk5jF,state:NORMAL,creator:users/1,createTime:2026-03-09T11:28:24Z,updateTime:2026-03-09T11:28:24Z,displayTime:2026-03-09T11:28:24Z,content:DeepSeek 模型关键参数\n\ncontextWindow128000\nmaxTokens4096\n输入 Token 成本0.14/千Token\n,visibility:PUBLIC,tags:[],pinned:false,attachments:[],relations:[],reactions:[],property:{hasLink:false,hasTaskList:false,hasCode:false,hasIncompleteTasks:false},snippet:DeepSeek 模型关键参数 contextWindow128000 maxTokens4096 输入 Token ...}],nextPageToken:}%openclaw logs |grep memos 反复查看日志持续修正5.验证效果memos的ui界面http://127.0.0.1:18799/