Read Working Memory

nowledge-co/community/nowledge-mem-openhands-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. Load this automatically at the beginning of sessions for cross-tool continuity.

AI 生成的概览

加载每日工作记忆简报,包含关注领域、优先事项、待处理标记和近期变更,用于会话上下文。

功能
该技能指示智能体在会话开始时读取工作记忆简报,可通过 Nowledge Mem MCP 工具或 nmem 命令行完成。简报呈现当前关注领域、优先事项、未解决标记、知识库近期变更以及指向具体记忆的深层链接。它还说明了多智能体运行的配置方式,例如设置智能体标识或将运行限定到指定空间。
适用场景
适用于会话开始时、中断后重新回到项目时,或需要了解近期工作上下文时。也用于多智能体画布节点,以及回答关于当前优先事项或上下文的问题。若本会话已加载过简报,或任务与上下文无关,则应跳过。
运行要求
需要在宿主环境中配置 Nowledge Mem MCP 服务器,或具备可用的 nmem 命令行工具。多智能体路由使用 NMEM_AGENT_ID、NMEM_SPACE 等环境变量。该技能不包含脚本,仅为说明文档。

Read Working Memory

Start every session with context. Use Context Bundle when you need owner identity, AI Identity, active scope, active rules, and Working Memory together. Use Working Memory alone for the lighter daily briefing.

When to Use

At session start:

  • Beginning of a new OpenHands conversation or canvas run
  • Returning to a project after a break
  • When context about recent work would help
  • At the start of a multi-agent canvas node (e.g. planner, coder, reviewer)

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 or agent nodes

Skip when:

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

Usage

Via MCP (Preferred in OpenHands)

When Nowledge Mem MCP is configured in OpenHands:

json
// To load full Context Bundle (rules, identity, working memory)read_context_bundle()
// To load Working Memory aloneread_working_memory()

Via CLI

Prefer Context Bundle for startup or multi-agent canvas sessions:

bash
nmem --json context --source-app openhands

Read Working Memory alone when you only need current priorities:

bash
nmem --json wm read

If it succeeds but reports exists: false, say there is no Working Memory briefing yet.

Multi-Agent & Orchestrator Routing

In OpenHands or SDK orchestrations (such as Raft, Multica, Paseo):

  • Set NMEM_AGENT_ID="<agent-slug>" (e.g. planner, coder, reviewer, architect) before launching the child agent or node to identify the specialist persona.
  • Set NMEM_SPACE="<space name>" or pass --space "<space name>" when that run or canvas workspace should scope to a dedicated knowledge lane.
  • OpenHands UserPromptSubmit hook automatically injects the Context Bundle at session start.

What You'll Find

The Working Memory briefing contains:

  • Active Focus Areas — Topics 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 knowledge base since the last briefing
  • Deep Links — References to specific memories for further exploration

来源与署名

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

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