Read Working Memory

nowledge-co/community/nowledge-mem-copilot-cli-plugin/skills/read-working-memory

by nowledge-co1f4d7eb61466dbfc93ce8d7a0a806c4d4a196dd0No licenseListed Oct 9, 2026Updated Oct 9, 2026

Read your daily Working Memory briefing to understand current context. Contains active focus areas, priorities, unresolved flags, and recent knowledge changes. Load this automatically at the beginning of sessions for cross-tool continuity.

Instructions onlyProductivity & Workflow
AI-generated overview

Loads a daily Working Memory briefing at session start to restore context on focus areas, priorities and flags.

What it does
This skill instructs an agent to read a Working Memory briefing, typically by running the nmem CLI in JSON mode, and to fall back to reading a local memory file when nmem is unavailable. The briefing contains active focus areas, priorities, unresolved flags, recent knowledge changes and deep links to specific memories. The skill also describes how to use that context during a session, such as referencing relevant items naturally and avoiding duplicate reads.
When to use it
Use it at the start of a new conversation, when returning to a project after a break, or when the user asks what they are currently working on or references recent priorities and decisions. It is meant for cross-tool continuity, so context saved in other tools appears in the briefing.
Requirements
Requires the nmem CLI (installable via pip, pipx, or Arch Linux package managers) and access to a Nowledge Mem instance, which may be remote and then needs a configured URL and API key or the NMEM_API_URL and NMEM_API_KEY environment variables. Optional environment variables include NMEM_AGENT_ID, NMEM_SPACE and NMEM_HOST_AGENT_ID. A local-only fallback reads a memory file from the home directory. No scripts are shipped.

Read Working Memory

Start every session with context. Use Context Bundle when owner identity, AI Identity, active scope, or rules could matter; it includes Working Memory. Use Working Memory alone for the lighter daily briefing.

When to Use

At session start:

  • 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 copilot-cli

Read Working Memory alone when you only need current priorities:

bash
nmem --json wm read

If the runtime already knows the current project or agent lane, add --space "<space name>" to either command. Multi-agent orchestrators can set NMEM_AGENT_ID="<agent-slug>" before launching Copilot CLI. 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 — 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 loaded 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, Codex) appear here

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.

Source and attribution

Source:nowledge-co/communityinnowledge-mem-copilot-cli-plugin/skills/read-working-memoryat commit1f4d7eb

License: No license

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