Read Working Memory

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

作者 nowledge-co1f4d7eb61466dbfc93ce8d7a0a806c4d4a196dd0無授權條款收錄於 2026年10月9日更新於 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 產生的概覽

在對話開始時讀取每日工作記憶簡報,掌握目前重點、優先事項、待處理標記與近期變更。

功能
此技能指示代理讀取工作記憶簡報,內容列出目前的重點領域、優先事項、未解決的標記、知識庫近期變更以及深層連結。它優先使用情境組合指令取得啟動情境,其次單獨讀取工作記憶;當命令列工具無法使用時,改為讀取本機記憶檔案。它也說明在開始流程性工作前,如何透過記憶 MCP 伺服器或命令列尋找受管技能。
適用情境
適用於新對話開始時、中斷後重新回到某個專案時,或使用者詢問自己在做什麼、提到近期優先事項時。若本次工作階段已載入過情境、使用者想要全新開始,或任務獨立且與情境無關,則應略過。
執行需求
需要 nmem 命令列工具(可透過 pip、pipx 或 Arch 套件安裝)或 Nowledge Mem MCP 伺服器;遠端伺服器需設定 URL 與 API 金鑰,也可透過環境變數提供。本機備援方式會讀取主目錄下的記憶檔案。不附帶指令碼,僅為說明性內容。

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.

來源與署名

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

授權條款: 無授權條款

內容歸原作者所有。SourceWeft 從公開儲存庫中收錄這些內容。

檢舉或申請下架