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Agent Skill · 研究检索

org-memory(组织记忆)

org-memory 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。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。

org-memory 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为需要联网;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 3,670。

总安装 41,309周安装 1,655GitHub Stars 1下载 13,372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
1.0.2

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:org-memory(组织记忆)
来源仓库:https://github.com/dcprevere/org-memory
安装命令:
openclaw skills install org-memory
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 org-memory

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。

扩展 org-cli 技能,使 Agent 能将自身记忆持久化保存至 org 工作区。适用于长期任务跟踪、观察记录与日常笔记管理。支持知识沉淀与跨会话信息延续,提升自动化连续性。安装命令:openclaw skills install org-memory,需确保 org 文件可写。

涉及敏感信息存储时应加密处理,避免明文暴露。

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 org-memory;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

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

org-memory 怎么安装?

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

org-memory 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。

org-memory 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

org-memory 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。

org-memory 用的人多吗?

公开数据是累计安装 41,309 次,近一周安装 1,655 次,下载 13,372 次,GitHub 1 星。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。

org-memory 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。

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。

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
org-memory

组织记忆 · 本页

41,3091需要联网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
org-memory
version
1.0.2
description
Extends the org-cli skill so the agent also persists its own memory (knowledge, observations, daily notes) to an org workspace.
metadata
{"openclaw":{"emoji":"🐘","homepage":"https://github.com/dcprevere/org-cli","requires":{"bins":["org"],"env":["ORG_MEMORY_DIR","ORG_MEMORY_ROAM_DIR","ORG_MEMORY_DB","ORG_CLI_BIN"]},"install":[{"kind":"download","label":"Download from GitHub releases: https://github.com/dcprevere/org-cli/releases"}],"scope":{"reads":["$ORG_CLI_DIR","$ORG_CLI_ROAM_DIR","$ORG_CLI_DB","$ORG_MEMORY_DIR","$ORG_MEMORY_ROAM_DIR","$ORG_MEMORY_DB"],"writes":["$ORG_CLI_DIR","$ORG_CLI_ROAM_DIR","$ORG_CLI_DB","$ORG_MEMORY_DIR","$ORG_MEMORY_ROAM_DIR","$ORG_MEMORY_DB"]}}}

org-memory

This skill extends org-cli. You must have the org-cli skill installed and loaded — everything about the CLI contract, command safety, identifiers, shortcut grammar, and the user's workspace lives there. This skill only adds what's different.

What this skill adds

Two things:

  1. A second workspace — yours. Via @a-prefixed shortcuts, you can capture your own memory (observations, things you've learned, daily notes, a knowledge graph about the user or their work) into a dedicated org workspace. Bare shortcuts (t:, n:, k:, d:, s:, f:) still target the *user*'s workspace as defined by org-cli.
  1. Memory-wiki override. When this skill is active, graph-structured knowledge routes through org-roam rather than OpenClaw's memory-wiki. See below.

Memory-wiki override

When org-memory is active, store all persistent graph-structured knowledge in your org workspace, not in memory-wiki. The auto-memory types (user, feedback, project, reference) can still go to MEMORY.md as usual — those are flat, typed notes and memory-wiki's graph features don't add much. But anything you'd model as entities + relationships (a person's preferences, a project's stakeholders, the history of a system) goes to @ak instead of memory-wiki.

Why: one knowledge graph, not two. The user can browse your memory in the same tooling they use for their own. Your graph can link into their graph when the subject is shared.

Targeting

@a = agent. Append any action letter: @at: @an: @ak: @ad: @as: @af:.

Bare (user, from org-cli)Agent extensionWhat it does
t:@at:Create TODO in your inbox
n:@an:Plain headline in your inbox
k:@ak:Knowledge in your roam graph
d:@ad:Mark one of your TODOs DONE
s:@as:Reschedule one of your TODOs
f:@af:Search your org files and roam

Action details

The agent-side commands are exact mirrors of the org-cli actions, with $DIR/$ROAM/$DB substituted to point at your workspace ($ORG_MEMORY_DIR, $ORG_MEMORY_ROAM_DIR, $ORG_MEMORY_DB). See the org-cli skill for the full specs of each action — the commands here are identical, just targeted differently.

Worked example for @ak:

# Find existing node for the subject
org roam node find '<subject>' -d "$ORG_MEMORY_ROAM_DIR" --db "$ORG_MEMORY_DB" -f json

# If it exists, append the fact
org append <custom_id> '<fact>' -d "$ORG_MEMORY_DIR" --db "$ORG_MEMORY_DB" -f json

# If not, create then append
org roam node create '<subject>' -d "$ORG_MEMORY_ROAM_DIR" --db "$ORG_MEMORY_DB" -f json
# then append

The same substitution pattern applies to every other action.

Session-start context

When this skill is active, two things get injected into the agent's session-start context from your workspace:

  • $ORG_MEMORY_DIR/memory.org — your persistent memory file. Read this first; it's the continuity you've built up.
  • $ORG_MEMORY_DIR/daily/YYYY-MM-DD.org — today's and yesterday's daily notes, if they exist.

The org-memory plugin's before_agent_start hook loads these; you don't have to fetch them manually.

Write-log format

Use org-memory: (not org-cli:) as the prefix when the write went to *your* workspace. The user reads both prefixes to know which workspace changed:

org-memory: added TODO [k4t] ~/org/agent/inbox.org
org-memory: created node [3f2a-…] ~/org/agent/roam/self.org

Bare shortcuts still produce org-cli: lines (they're handled by the org-cli skill). Only @a* shortcuts produce org-memory: lines.

Configuration

Additional env vars beyond what org-cli declares:

VariableDefaultPurpose
ORG_MEMORY_DIR~/org/agentYour workspace (memory.org, daily/, tasks)
ORG_MEMORY_DB$ORG_MEMORY_DIR/.org.dbSQLite database
ORG_MEMORY_ROAM_DIR$ORG_MEMORY_DIR/roamYour roam nodes

ORG_CLI_BIN (the org binary path) is shared — both skills use the same binary. ORG_CLI_INBOX_FILE is *not* shared — your inbox is always inbox.org in $ORG_MEMORY_DIR unless you set a separate plugin config.

First-time setup

In addition to the org-cli first-time setup for the user's workspace, run:

# Sync any existing agent files
org roam sync -d "$ORG_MEMORY_DIR" --db "$ORG_MEMORY_DB"

# Seed the knowledge base
org roam node create 'Index' -d "$ORG_MEMORY_ROAM_DIR" --db "$ORG_MEMORY_DB" -f json

# Build the headline index
org index -d "$ORG_MEMORY_DIR" --db "$ORG_MEMORY_DB"

References

  • Memory architecture ({baseDir}/references/memory-architecture.md) — why the dual-workspace split exists, how memory.org + daily notes fit in, and the migration from MEMORY.md-only.

平台分布

OpenClaw

85.5%
按下载量换算11,433

安全审计

VirusTotal

可疑

ClawScan

可疑

Static analysis

可疑

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

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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