Read Working Memory

nowledge-co/community/nowledge-mem-claude-code-plugin/skills/read-working-memory

作者 nowledge-co1f4d7eb61466dbfc93ce8d7a0a806c4d4a196dd0无许可证收录于 2026年10月9日更新于 2026年10月9日

Read your daily Working Memory briefing to understand current context. Contains active focus areas, priorities, unresolved flags, and recent knowledge changes. In Grok Build, invoke this on the first relevant turn because passive startup-hook output is not model context.

AI 生成的概览

在会话开始时读取每日工作记忆简报,了解当前重点、优先级、待处理标记与近期变化。

功能
该技能指示智能体读取工作记忆简报,其中列出当前重点领域、优先级、未解决的标记、知识库近期变化以及深层链接。它优先使用上下文包命令获取启动上下文,其次单独读取工作记忆;当命令行工具不可用时,回退到读取本地记忆文件。它还说明在开始流程性工作前,如何通过记忆 MCP 服务器或命令行查找受管技能。
适用场景
适用于新对话开始时、中断后重新回到某个项目时,或用户询问自己在做什么、提到近期优先级时。若本次会话已加载过上下文、用户希望全新开始,或任务独立且与上下文无关,则应跳过。
运行要求
需要 nmem 命令行工具(可通过 pip、pipx 或 Arch 软件包安装)或 Nowledge Mem MCP 服务器;远程服务器需配置 URL 和 API 密钥,也可通过环境变量提供。本地回退方式读取主目录下的记忆文件。不附带脚本,仅为说明性内容。

Read Working Memory

Start every relevant session with context. Claude Code hooks prefer Context Bundle when available: owner identity, AI Identity, active scope, active rules, and Working Memory. Grok Build loads the same context through this skill because it discards passive hook stdout. Working Memory alone is the lighter fallback.

When to Use

At session start or the first relevant Grok Build turn:

  • Beginning of a new conversation
  • Returning to a project after a break
  • When context about recent work would help

During session:

  • User asks "what am I working on?" or "what's my context?"
  • User references recent priorities or decisions
  • Need to understand what's been happening across tools

Skip when:

  • Already loaded this session
  • User explicitly wants a fresh start
  • Working on an isolated, context-independent task

Usage

Prefer Context Bundle for startup context:

bash
nmem --json context --source-app claude-code# In Grok Build:nmem --json context --source-app grok

Read Working Memory alone when you only need current priorities:

bash
nmem wm read

Only add --space "<space name>" when the user or environment explicitly provided that existing Mem space (for example NMEM_SPACE). Never infer a space from the current folder, git repository, branch, or project name. Multi-agent orchestrators can set NMEM_AGENT_ID="<agent-slug>" before launching Claude Code or Grok Build so hooks read the right AI Identity automatically. Add NMEM_SPACE only when that whole run should override the identity's default space. Use NMEM_HOST_AGENT_ID only for advanced external aliases.

Fallback for local-only (when nmem is not installed):

bash
cat ~/ai-now/memory.md

This fallback is only for older local-only Default-space setups.

What You'll Find

The Working Memory briefing contains:

  • Active Focus Areas — Topics you're currently engaged with, ranked by recent activity
  • Priorities — Items flagged as important or needing attention
  • Unresolved Flags — Contradictions, stale information, or items needing verification
  • Recent Activity — What changed in your knowledge base since the last briefing
  • Deep Links — References to specific memories for further exploration

How to Use This Context

  1. Read once at session start — in Grok Build, run this skill on the first relevant turn; don't re-read unless asked
  2. Reference naturally — mention relevant context when it connects to the current task
  3. Avoid duplicate reads — if Context Bundle was already injected and includes Working Memory, do not read Working Memory again
  4. Don't overwhelm — share only the parts relevant to what the user is working on
  5. Cross-tool continuity — insights saved in other tools (Cursor, Claude Code, Grok Build, Codex) appear here

Managed Skills

Nowledge Mem can hold managed skills: proven procedures for recurring, multi-step work. If the task is procedural and the Nowledge Mem MCP server exposes find_skills, check for a matching skill before starting. When looking for skills, always use find_skills first; do not search the filesystem or memory for skills. If one matches, read and follow its SKILL.md, then report the outcome with report_skill_outcome when the task is done.

If MCP is unavailable but nmem is present, use:

bash
nmem skills match "<task>"nmem skills show <skill_id>nmem skills outcome <skill_id> --version <version> --outcome completed

Do this for recurring or procedural work, not for every question.

Troubleshooting

If nmem is not in PATH: pip install nmem-cli, pipx install nmem-cli, or on Arch Linux yay -S nmem-cli / paru -S nmem-cli

If Nowledge Mem is on a remote server, run nmem config client set url https://... and nmem config client set api-key ... once on this machine, or use NMEM_API_URL / NMEM_API_KEY for a temporary override.

来源与署名

来源:nowledge-co/community位于nowledge-mem-claude-code-plugin/skills/read-working-memory提交1f4d7eb

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