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Agent Skill · 研究检索

aoto(aoto 命令行)

aoto 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。

aoto 是研究检索类 Agent Skill,可用宿主为 OpenClaw,通过ClawHub获取,权限为执行命令;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 11,863。

总安装 10,811周安装 446GitHub Stars 公开资料未说明下载 3,532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
1.0.0

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:aoto(aoto 命令行)
来源仓库:https://github.com/darryek/aoto
安装命令:
openclaw skills install aoto
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 aoto

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。

用于桌面自动化操作,基于操作系统可访问性树进行交互。支持窗口观察、控件点击与流程自动化。适用宿主包括 OpenClaw,接入前应确认版本、权限和运行环境要求。适用于跨平台 GUI 测试与辅助操作场景。使用时需确保目标应用支持无障碍接口访问。涉及敏感操作时应添加二次确认机制。

aoto 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

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 aoto;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

    它需要执行命令,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

aoto 怎么安装?

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

aoto 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。

aoto 需要什么权限?

权限级别是执行命令。安装流程涉及命令执行,可能通过 openclaw skills install aoto 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

aoto 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。

aoto 用的人多吗?

公开数据是累计安装 10,811 次,近一周安装 446 次,下载 3,532 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。

aoto 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

  • 需要执行命令,装到常用环境前要先评估影响面。
  • 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

  • 不能接受 Skill 在你机器上执行命令的人。
  • 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
aoto

aoto 命令行 · 本页

10,811—执行命令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
agent-desktop
version
0.1.8
tags
desktop-automation, accessibility, ai-agent, gui-automation, cli
requirements
description
>

agent-desktop

CLI tool enabling AI agents to observe and control desktop applications via native OS accessibility trees.

Core principle: agent-desktop is NOT an AI agent. It is a tool that AI agents invoke. It outputs structured JSON with ref-based element identifiers. The observation-action loop lives in the calling agent.

Installation

npm install -g agent-desktop
# or
bun install -g --trust agent-desktop

Requires macOS 12+ with Accessibility permission granted to your terminal.

Reference Files

Detailed documentation is split into focused reference files. Read them as needed:

ReferenceContents
references/commands-observation.mdsnapshot, find, get, is, screenshot, list-surfaces — all flags, output examples
references/commands-interaction.mdclick, type, set-value, select, toggle, scroll, drag, keyboard, mouse — choosing the right command
references/commands-system.mdlaunch, close, windows, clipboard, wait, batch, status, permissions, version
references/workflows.md12 common patterns: forms, menus, dialogs, scroll-find, drag-drop, async wait, anti-patterns
references/macos.mdmacOS permissions/TCC, AX API internals, smart activation chain, surfaces, Notification Center, troubleshooting

The Observe-Act Loop

Every automation follows this pattern:

1. OBSERVE  → agent-desktop snapshot --app "App Name" -i
2. REASON   → Parse JSON, find target element by ref (@e1, @e2...)
3. ACT      → agent-desktop click @e5  (or type, select, toggle...)
4. VERIFY   → agent-desktop snapshot again to confirm state change
5. REPEAT   → Continue until task is complete

Always snapshot before acting. Refs are snapshot-scoped and become stale after UI changes.

Ref System

  • Refs assigned depth-first: @e1, @e2, @e3...
  • Only interactive elements get refs: button, textfield, checkbox, link, menuitem, tab, slider, combobox, treeitem, cell
  • Static text, groups, containers remain in tree for context but have no ref
  • Refs are deterministic within a snapshot but NOT stable across snapshots if UI changed
  • After any action that changes UI, run snapshot again for fresh refs

JSON Output Contract

Every command returns a JSON envelope on stdout:

Success: { "version": "1.0", "ok": true, "command": "snapshot", "data": { ... } } Error: { "version": "1.0", "ok": false, "command": "click", "error": { "code": "STALE_REF", "message": "...", "suggestion": "..." } }

Exit codes: 0 success, 1 structured error, 2 argument error.

Error Codes

CodeMeaningRecovery
PERM_DENIEDAccessibility permission not grantedGrant in System Settings > Privacy > Accessibility
ELEMENT_NOT_FOUNDRef not in current refmapRe-run snapshot, use fresh ref
APP_NOT_FOUNDApp not runningLaunch it first
ACTION_FAILEDAX action rejectedTry alternative approach or coordinate-based click
ACTION_NOT_SUPPORTEDElement can't do thisUse different command
STALE_REFRef from old snapshotRe-run snapshot
WINDOW_NOT_FOUNDNo matching windowCheck app name, use list-windows
TIMEOUTWait condition not metIncrease --timeout
INVALID_ARGSBad argumentsCheck command syntax

Command Quick Reference (54 commands)

Observation

agent-desktop snapshot --app "App" -i           # Accessibility tree with refs
agent-desktop screenshot --app "App" out.png    # PNG screenshot
agent-desktop find --app "App" --role button    # Search elements
agent-desktop get @e1 --property text           # Read element property
agent-desktop is @e1 --property enabled         # Check element state
agent-desktop list-surfaces --app "App"         # Available surfaces

Interaction

agent-desktop click @e5                         # Click element
agent-desktop double-click @e3                  # Double-click
agent-desktop triple-click @e2                  # Triple-click (select line)
agent-desktop right-click @e5                   # Right-click (context menu)
agent-desktop type @e2 "hello"                  # Type text into element
agent-desktop set-value @e2 "new value"         # Set value directly
agent-desktop clear @e2                         # Clear element value
agent-desktop focus @e2                         # Set keyboard focus
agent-desktop select @e4 "Option B"             # Select dropdown option
agent-desktop toggle @e6                        # Toggle checkbox/switch
agent-desktop check @e6                         # Idempotent check
agent-desktop uncheck @e6                       # Idempotent uncheck
agent-desktop expand @e7                        # Expand disclosure
agent-desktop collapse @e7                      # Collapse disclosure
agent-desktop scroll @e1 --direction down       # Scroll element
agent-desktop scroll-to @e8                     # Scroll into view

Keyboard & Mouse

agent-desktop press cmd+c                       # Key combo
agent-desktop press return --app "App"          # Targeted key press
agent-desktop key-down shift                    # Hold key
agent-desktop key-up shift                      # Release key
agent-desktop hover @e5                         # Cursor to element
agent-desktop hover --xy 500,300                # Cursor to coordinates
agent-desktop drag --from @e1 --to @e5          # Drag between elements
agent-desktop mouse-click --xy 500,300          # Click at coordinates
agent-desktop mouse-move --xy 100,200           # Move cursor
agent-desktop mouse-down --xy 100,200           # Press mouse button
agent-desktop mouse-up --xy 300,400             # Release mouse button

App & Window

agent-desktop launch "System Settings"          # Launch and wait
agent-desktop close-app "TextEdit"              # Quit gracefully
agent-desktop close-app "TextEdit" --force      # Force kill
agent-desktop list-windows --app "Finder"       # List windows
agent-desktop list-apps                         # List running GUI apps
agent-desktop focus-window --app "Finder"       # Bring to front
agent-desktop resize-window --app "App" --width 800 --height 600
agent-desktop move-window --app "App" --x 0 --y 0
agent-desktop minimize --app "App"
agent-desktop maximize --app "App"
agent-desktop restore --app "App"

Notifications

agent-desktop list-notifications                # List all notifications
agent-desktop list-notifications --app "Slack"  # Filter by app
agent-desktop list-notifications --text "deploy" --limit 5  # Filter by text
agent-desktop dismiss-notification 1            # Dismiss by index
agent-desktop dismiss-all-notifications         # Dismiss all
agent-desktop dismiss-all-notifications --app "Slack"  # Dismiss all from app
agent-desktop notification-action 1 --action "Reply"   # Click action button

Clipboard

agent-desktop clipboard-get                     # Read clipboard
agent-desktop clipboard-set "text"              # Write to clipboard
agent-desktop clipboard-clear                   # Clear clipboard

Wait

agent-desktop wait 1000                         # Pause 1 second
agent-desktop wait --element @e5 --timeout 5000 # Wait for element
agent-desktop wait --window "Title"             # Wait for window
agent-desktop wait --text "Done" --app "App"    # Wait for text
agent-desktop wait --menu --app "App"           # Wait for context menu
agent-desktop wait --menu-closed --app "App"    # Wait for menu dismissal
agent-desktop wait --notification --app "App"   # Wait for new notification

System

agent-desktop status                            # Health check
agent-desktop permissions                       # Check permission
agent-desktop permissions --request             # Trigger permission dialog
agent-desktop version --json                    # Version info
agent-desktop batch '[...]' --stop-on-error     # Batch commands

Key Principles for Agents

  1. Always snapshot first. Never assume UI state.
  2. Use -i flag. Filters to interactive elements only, reducing tokens.
  3. Refs are ephemeral. Snapshot again after any UI-changing action.
  4. Prefer refs over coordinates. click @e5 > mouse-click --xy 500,300.
  5. Use wait for async UI. After launch/dialog triggers, wait for expected state.
  6. Check permissions first. Run permissions on first use.
  7. Handle errors. Parse error.code and follow error.suggestion.
  8. Use find for targeted searches. Faster than full snapshot when you know role/name.
  9. Use surfaces for menus. snapshot --surface menu captures open menus.
  10. Batch for performance. Multiple commands in one invocation.

平台分布

OpenClaw

96.25%
按下载量换算3,400

安全审计

VirusTotal

可疑

ClawScan

可疑

Static analysis

未展示

权限和风险

执行命令

安装流程涉及命令执行,可能通过 openclaw skills install aoto 联网下载 Skill 或依赖。用户安装前应确认命令来源、仓库内容和执行环境。

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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