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Agent Skill · 研究检索

memory-dreaming(记忆做梦)

memory-dreaming 用于记录任务执行中的错误、用户纠正、经验和能力缺口,适合在 OpenClaw 中希望让 Agent 持续沉淀问题、修正和最佳实践时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

memory-dreaming 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为只读;许可证为 MIT-0,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 19,063。

总安装 5,777周安装 236GitHub Stars 公开资料未说明下载 1,850核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
MIT-0
版本
0.2.0

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:memory-dreaming(记忆做梦)
来源仓库:https://github.com/oryanmoshe/memory-dreaming
安装命令:
openclaw skills install memory-dreaming
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

ClawHubOpenClaw
openclaw skills install memory-dreaming

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

memory-dreaming 模拟代理自主记忆整合过程,定期从日志与学习中提炼信号并归档。适用于 OpenClaw 中实现类生物记忆巩固机制的长期代理进化场景。能从日常交互中提取模式、纠正偏差并形成稳定心智表征。

安装命令为 openclaw skills install memory-dreaming,需持续访问会话记录权限。使用前应设置归档频率与容量上限,防止无限增长导致性能下降。

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 OpenClaw;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 openclaw skills install memory-dreaming;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它标注为只读,先用只读任务试一次,确认行为符合预期再扩大使用范围。

常见问题

6 条

memory-dreaming 怎么安装?

在终端执行 openclaw skills install memory-dreaming。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

memory-dreaming 支持哪些 AI 工具?

公开资料标注支持 OpenClaw。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

memory-dreaming 需要什么权限?

权限级别是只读。该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

memory-dreaming 是免费的吗?

来源标注的许可证是 MIT-0。本站不代收任何费用,也不托管安装包;能否商用、要不要署名,以许可证原文为准。

memory-dreaming 用的人多吗?

公开数据是累计安装 5,777 次,近一周安装 236 次,下载 1,850 次。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

memory-dreaming 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

值得选的地方和要先想清楚的地方

值得选的地方

  • 专注 OpenClaw 一种宿主,触发方式和使用习惯不用来回切换。
  • 许可证明确为 MIT-0,商用和分发边界好判断。
  • 标注为只读权限,试用阶段不容易误改本地文件。

先想清楚的地方

  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 OpenClaw,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。
  • 只想先试试效果、不希望它改动本地文件的人。

不太适合

  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
memory-dreaming

记忆做梦 · 本页

5,777—只读MIT-0有提醒

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

name
memory-dreaming
description
Autonomous memory consolidation for OpenClaw agents — like REM sleep. Periodically gathers signal from daily logs, session transcripts, and learnings; consolidates into MEMORY.md; syncs structured knowledge to an Obsidian vault (or any markdown knowledge base); tracks plans; prunes stale entries. Use when: (1) setting up periodic memory maintenance, (2) manually triggering a dream cycle, (3) configuring Obsidian vault sync, (4) agent memory is getting noisy/contradictory and needs consolidation.

Memory Dreaming

Autonomous memory consolidation ("dreaming") for OpenClaw agents. Runs as a cron job, consolidates scattered daily notes into curated long-term memory, and syncs structured knowledge to an Obsidian vault.

Quick Start

  1. Install: clawhub install oryanmoshe/memory-dreaming
  2. Configure your vault path (optional): edit dreaming-config.json in your workspace
  3. Set up the cron: run scripts/setup-cron.sh
  4. Done — the agent dreams automatically every 8 hours

To trigger a dream manually, tell the agent: "Run a dream cycle now."

How It Works

The dream cycle has 4 phases, inspired by biological REM sleep and Claude Code's AutoDream:

Phase 1: Orient

Read current memory state — MEMORY.md, recent daily logs, learnings, dreaming log. Build a map of what exists and when it was last touched.

Phase 2: Gather Signal

Search for high-value information added since the last dream:

  • Daily logs (memory/YYYY-MM-DD.md) since last dream
  • Learnings (.learnings/*.md) — pending corrections, errors, best practices
  • Session transcripts — grep for corrections ("actually...", "no that's wrong"), decisions ("let's do X"), proper nouns, preferences
  • Plan files — scan workspace for task_plan.md files

Key: grep narrowly for high-signal patterns. Don't read full transcripts — that burns tokens for marginal value.

Phase 3: Consolidate

Update MEMORY.md with gathered signal:

  • Merge duplicate entries (same fact from 3 sessions → one entry)
  • Absolute dates — convert "yesterday" → "2026-03-25"
  • Delete contradicted facts (if preference changed, remove old one)
  • Remove stale entries (references to deleted files, completed tasks)
  • Promote high-priority learnings from .learnings/ to MEMORY.md

Phase 4: Sync

Push consolidated knowledge to external targets:

  • Obsidian vault (opt-in) — create/update notes with tags, wikilinks, full depth
  • Plan tracking — ensure every task_plan.md has a corresponding Plans/<name>.md in the vault
  • Dreaming log — write what changed, tokens used, duration

Gate

The cron fires on schedule but the dream cycle only executes if ≥6 hours have passed since the last dream (checked via dreaming-log.md timestamp). This prevents wasted runs when nothing has changed.

Configuration

Create dreaming-config.json in your workspace root to customize. All fields are optional — sensible defaults are used.

See assets/dreaming-config.json for the full schema with defaults.

Key options:

  • schedule — cron expression (default: "0 */8 * * *")
  • model — which model runs the dream (default: "anthropic/claude-sonnet-4-6")
  • gate.minHours — minimum hours between dreams (default: 6)
  • obsidian.enabled — enable vault sync (default: false)
  • obsidian.vaultPath — absolute path to Obsidian vault
  • delivery.mode — "none" or "announce" changes to a channel

Obsidian Sync Details

When enabled, the sync phase:

  1. Compares MEMORY.md sections against existing vault notes
  2. Creates new notes in configured subfolders (People/, Projects/, Plans/, Tools/)
  3. Updates existing notes with new information (appends, doesn't overwrite)
  4. Follows formatting rules: tags on first line, [[wikilinks]] throughout, full depth content
  5. Tracks plans: scans for task_plan.md files → creates/updates Plans/<name>.md

For detailed sync behavior, see references/obsidian-sync.md.

Manual Dream

Tell the agent any of these:

  • "Run a dream cycle"
  • "Consolidate memory"
  • "Dream now"
  • "Sync to obsidian"

The agent reads this skill and executes the 4-phase cycle immediately, ignoring the gate.

Setup Script

# Creates the cron job in OpenClaw
bash scripts/setup-cron.sh

The script reads dreaming-config.json (or uses defaults) and creates an isolated agentTurn cron job. See scripts/setup-cron.sh for details.

Architecture

For the detailed 4-phase architecture, design decisions, and how this compares to Claude Code AutoDream, see references/architecture.md.

What This Skill Does NOT Do

  • Does not replace QMD indexing (QMD handles search, this handles consolidation)
  • Does not delete source files (daily logs are never removed, only consolidated from)
  • Does not modify source code or project files
  • Does not run without explicit setup (cron must be created via setup script)

平台分布

OpenClaw

73.02%
按下载量换算1,351

安全审计

VirusTotal

可疑

ClawScan

可疑

Static analysis

通过

权限和风险

只读

该 Skill 主要提供规则、说明或参考内容,本身偏只读;真正读写文件、联网或执行命令仍取决于宿主 Agent 的任务。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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