01 · Cowork

本地 + 沙箱双执行Local + sandboxed execution

任务既能直接在你的电脑上跑(速度快,可访问真实文件),也能放进 OpenClaw 沙箱跑(隔离危险命令)。每一次执行前你都能看到完整指令。 Tasks run either directly on your machine (fast, full file access) or inside the OpenClaw sandbox (isolated for risky commands). You see the full command every time.

  • 纯文本任务 → 直接本地执行Pure text tasks → local execution
  • 陌生脚本 / 网络抓取 → 沙箱里跑Unknown scripts / scraping → sandboxed
  • 所有 shell / 文件 / 网络调用 → 弹审批卡Every shell / file / network call → approval card
tongdaai ▸ 分析 sales_q1.xlsx,按区域聚合Analyse sales_q1.xlsx, group by region
→ planning…
read_excel(sales_q1.xlsx) — 1842 rows
groupby(region).agg(['sum','mean'])
write_file(report_q1.md) — 等待批准awaiting approval
toolfile.write
path~/Documents/report_q1.md
bytes4,218
02 · Skills

开箱即用的技能包Skills, batteries included

Office 文档生成、Web 搜索、Playwright 自动化、Remotion 视频生成 — 每个技能都是独立的可执行模块,按需加载、可自由扩展。 Office authoring, web search, Playwright automation, Remotion video. Each skill is a self-contained module — loaded on demand, easy to extend.

  • 覆盖文档、表格、PPT、视频、搜索、邮件全流程Covers documents, spreadsheets, decks, video, search, email
  • Windows 安装包内置 Python 运行时,零配置Windows installer ships a Python runtime — zero config
  • 支持自定义技能:写一份 SKILL.md 即可Custom skills land via a single SKILL.md file
python_office web_search playwright remotion_video imap_email sqlite_query
pdf_extract csv_to_chart markdown_render git_ops ffmpeg image_ocr

# skills/weekly_report/SKILL.md --- name: weekly_report tools: [python_office, csv_to_chart] when: "周报|weekly report" --- # 步骤 1. read input excel 2. groupby region 3. render pptx via template
03 · IM 远程操控remote

在手机上指挥桌面 AgentDrive the desktop agent from your phone

把指令发到微信、企业微信、钉钉、飞书、Telegram… Agent 在桌面上干完活,把结果(PPT、图片、链接)回推到聊天里。 Send instructions through WeChat, WeCom, DingTalk, Lark, Telegram, and others. The agent finishes the work on your desktop and posts the result (deck, image, link) back to the chat.

  • 群聊 @ 召唤 / 私聊直发 / 频道里发Group @-mention, DM, or channel post
  • 支持图片、语音、文件附件作为输入Inputs accept images, voice notes, file attachments
  • 会话状态在 IM 与桌面之间双向同步Session state syncs both ways between IM and desktop
@TongdaAI 给老板做一份周报 PPT,数据在 OneDrive/sales_q1.xlsx @TongdaAI deck the Q1 sales for the boss — data in OneDrive/sales_q1.xlsx
收到,开始处理…On it…
→ fetching OneDrive file
→ generating slides (12)
完成 ✓ 文件:q1-report.pptx (2.1 MB) Done ✓ File: q1-report.pptx (2.1 MB)
📎 q1-report.pptx
via 飞书 · Lark
04 · Memory

记得你,越用越懂你Remembers you. Gets sharper with use.

对话中提到的偏好、身份、常用项目,会自动沉淀成结构化记忆条目。下次开新会话时,Agent 不必再问一遍。 Preferences, identity, recurring projects mentioned in chat are auto-distilled into structured memory entries. Next session, the agent doesn't ask again.

  • 记忆全部本地 SQLite 存储All memory stored in local SQLite
  • 每条都可读、可编辑、可删除Every entry is readable, editable, deletable
  • 区分用户事实 / 工作偏好 / 项目上下文Separated by: user facts / work prefs / project context
USER2026-05-12
"用户是销售经理,每周一上午做周报""User is sales manager; produces weekly report Monday morning"
PREF2026-05-08
"PPT 偏好深色背景 + 思源黑体""Prefers dark slide backgrounds + Source Han Sans"
PROJECT2026-05-22
"Q2 OKR 关注东北区与华南区销量""Q2 OKR focus: NE & SC region volume"
05 · 定时任务Scheduled

设一次,长期执行Set once, runs forever

对话式发起,或在 GUI 里手动添加。每日新闻、邮箱整理、周期性报告 — 时间一到 Agent 自动开干,干完通过 IM 推送结果。 Set up by chat or via the GUI. Daily news, inbox triage, periodic reports — the agent runs on time and pushes results to your IM.

  • cron 表达式 + 自然语言双向解析Cron expressions and natural language, both directions
  • 失败重试与失败通知Retry on failure with notification
  • 历史运行记录可回看Run history fully browsable
已激活 4 个定时任务4 scheduled jobs
每日新闻摘要Daily news digest
0 8 * * * · 每天 08:00daily 08:00
active
周一 9:00 销售周报Mon 9:00 sales report
0 9 * * 1 · 每周一weekly
active
收件箱整理Inbox triage
*/30 * * * * · 每 30 分钟every 30 min
active
季度数据备份Quarterly backup
0 0 1 */3 * · 每季度 1 号1st of each quarter
paused

把这五件事交给 AgentHand these five jobs to the agent