Vision Skills
Anionex/agent-vision-toolkit
Local vision CLIs: glance (describe/ask/OCR an image), ground (locate a target, pixel box), detect (element inventory), trace (image to SVG geometry), crop (cut a pixel box to a file), and…
A skill your agent uses when asked to open, run, test, or show an app in Crabbox, including native desktops, web previews, and computer use on a temporary machine.
$ npx skills add openclaw/openclaw --skill crabbox-apps -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install openclaw/openclaw crabbox-apps --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/extensions/crabbox/skills/crabbox-apps .claude/skills/crabbox-apps && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "crabbox-apps" agent skill from https://github.com/openclaw/openclaw/tree/main/extensions/crabbox/skills/crabbox-apps into .claude/skills/crabbox-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crabbox-apps", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/openclaw/openclaw/tree/main/extensions/crabbox/skills/crabbox-appsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add openclaw/openclaw --skill crabbox-apps -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install openclaw/openclaw crabbox-apps --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .agents/skills && cp -r skills-src/extensions/crabbox/skills/crabbox-apps .agents/skills/crabbox-apps && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "crabbox-apps" agent skill from https://github.com/openclaw/openclaw/tree/main/extensions/crabbox/skills/crabbox-apps into .agents/skills/crabbox-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crabbox-apps", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add openclaw/openclaw --skill crabbox-apps -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install openclaw/openclaw crabbox-apps --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/extensions/crabbox/skills/crabbox-apps .cursor/skills/crabbox-apps && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "crabbox-apps" agent skill from https://github.com/openclaw/openclaw/tree/main/extensions/crabbox/skills/crabbox-apps into .cursor/skills/crabbox-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crabbox-apps", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/openclaw/openclaw.git --path extensions/crabbox/skills/crabbox-apps--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add openclaw/openclaw --skill crabbox-apps -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install openclaw/openclaw crabbox-apps --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/extensions/crabbox/skills/crabbox-apps .gemini/skills/crabbox-apps && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "crabbox-apps" agent skill from https://github.com/openclaw/openclaw/tree/main/extensions/crabbox/skills/crabbox-apps into .gemini/skills/crabbox-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crabbox-apps", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install openclaw/openclaw crabbox-appsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add openclaw/openclaw --skill crabbox-apps -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .github/skills && cp -r skills-src/extensions/crabbox/skills/crabbox-apps .github/skills/crabbox-apps && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "crabbox-apps" agent skill from https://github.com/openclaw/openclaw/tree/main/extensions/crabbox/skills/crabbox-apps into .github/skills/crabbox-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crabbox-apps", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add openclaw/openclaw --skill crabbox-apps -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install openclaw/openclaw crabbox-apps --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openclaw/openclaw.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/extensions/crabbox/skills/crabbox-apps .opencode/skills/crabbox-apps && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "crabbox-apps" agent skill from https://github.com/openclaw/openclaw/tree/main/extensions/crabbox/skills/crabbox-apps into .opencode/skills/crabbox-apps/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "crabbox-apps", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
crabbox-appsA skill your agent uses when asked to open, run, test, or show an app in Crabbox, including native desktops, web previews, and computer use on a temporary machine.
Crabbox Apps is an agent skill from openclaw/openclaw. Use when asked to open, run, test, or show an app in Crabbox, including native desktops, web previews, and computer use on a temporary machine.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Productivity & Automation, covering Desktop control. The repository describes itself as: The AI that really does things. Any OS. Any Platform. The lobster way. 🦞. The licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 1eb5970. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.openclaw.aiFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
OPENAI_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Crabbox Apps loads about 1.5k tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 830 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from openclaw/openclaw at commit 1eb5970, republished under its MIT licence (© openclaw). 830 words, ~1,498 tokens.
.claude/skills/crabbox-apps/SKILL.md (or your agent's skills folder)."Open in Crabbox and show me" means launch the working application and open its view in the requesting user's chat side panel. Finish both operations.
Use the enabled crabbox tool to inspect the current attachment before creating
one. Reuse that environment for follow-ups. profiles discovers configured
profiles; choose one compatible with the application. Native desktop viewing
and CUA require a desktop-enabled profile. Never silently substitute another OS
for an application that requires a particular platform.
create attaches the machine to this conversation without moving the agent or
its primary workspace. For an open-and-show request with the screen capability
available, pass presentation: "desktop" for a native app or
presentation: "portal" for a web app. This opens the right sidebar with machine
startup progress before provisioning finishes. Its result identifies the
environment. Use exec for commands on that environment; the ordinary shell still has its existing target.
Copy or recreate the task's required files explicitly. Do not assume the local
project was synchronized.
exec as needed.exec and background: true. Retain its processId for
status, logs, and stop. Do not detach a shell process to escape lifecycle ownership.computer tool is available, select the returned environmentId
and observe the application. CUA operates on the same desktop shown by VNC.screen tool is available, call desktop_show with that
environmentId and dock: "right". Verify the app is ready before claiming
success. An allocated machine or a blank desktop alone is insufficient.portal tool is available, open a portal for the environment and
application's port using environmentId. Keep its portal ID and public URL.exec, background: true, and the
application's PORT and PUBLIC_URL set explicitly. Verify it responds.screen tool is available, use portal_show with the returned
portalId and dock: "right". Show the web application directly in the portal.If an essential tool or desktop capability is unavailable, report the missing capability and the actual completed state. A portal that the user's browser cannot reach is not a completed preview. Preserve the separate-origin portal transport; never expose arbitrary application scripts on the Gateway origin.
Cloud-agent inference already uses Gateway-held authentication. An application inside the lease making its own API calls needs a separate protected route. For an exclusively owned coordinator-backed Linux lease, use the host CLI:
openclaw crabbox run --id <lease-id> --model <provider/model> -- <command> <args>Run from the credential-owning host and the local project directory that owns
the lease. Prepare source and dependencies first: the command skips sync and
hydration, and its bridge permits only the model host. A lease ID does not
override Crabbox's repository claim. Require no active egress session and a
Crabbox binary supporting egress run --upstream-proxy-env. Crabbox owns the
foreground bridge, remote command, and session cleanup.
The provider must have a configured API-key SecretRef and an OpenAI-compatible
HTTPS endpoint on port 443. Auth-profile/OAuth credentials, custom headers, and
request transport overrides are unsupported. The CLI injects a sentinel as
OPENAI_API_KEY, plus OPENAI_BASE_URL, OPENAI_MODEL, proxy settings, and
public CA trust. The actual key and upstream proxy credentials stay on the host.
Use a client that honors the proxy and CA environment; Node.js needs
NODE_USE_ENV_PROXY support, while Python's default urllib.request opener
honors the environment. Custom SDK clients may need explicit proxy/trust setup.
Keep this command alive for the full app lifetime. Do not detach the app or
copy a key into the box. Ordinary tool exec and background do not acquire
this model grant. Cancellation revokes access before cleanup; if settlement is
uncertain, inspect the named session and remote process before reusing the lease.
This path needs no Gateway restart or persistent egress setting. See the
setup, runnable example, and recovery guide.
Reopen the current environment or portal for "show me again". A viewer reconnect
must not allocate another machine. Before showing a remembered portal, confirm
it still exists with portal list; portal IDs can expire across Gateway restarts.
If it is gone, open a replacement for the same environment and running app port,
then show and verify that new portal. Refresh the app's PUBLIC_URL if it relies
on that URL for links or redirects. Use process_status to inspect a launched
app and process_stop to stop just that process. stop releases the entire
temporary environment. Closing the side panel only hides the view.
Observe again before CUA input. When the user takes desktop control, stop sending input until they release control; screenshot reads may continue. Never work around a control-ownership refusal with shell-injected clicks.
The machine is disposable and follows its configured lifetime. Preserve requested outputs before stopping it; the conversation transcript alone is not a backup of remote files.
© openclaw, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in extensions/crabbox/skills/crabbox-apps of openclaw/openclaw.
Open the folder on GitHubat commit 1eb5970
Crabbox Apps next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Crabbox Apps this skillopenclaw/openclaw | 392k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Vision SkillsAnionex/agent-vision-toolkit | 1.2k | 1 repos | ~4k | Automated safety check: Pass | MIT | |
| Mac Computer UseTo3akaRin/mac-computer-use | 1.1k | 1 repos | ~495 | Automated safety check: Pass | MIT | |
| Agent Managementautonomous-ai/Physical-AI-Operating-System | 381 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Computer Usebam-bam-2/solo-skills | 367 | 1 repos | ~915 | Automated safety check: Pass | MIT | |
| Cloud Computer Usedavidondrej/cloudroom-core | 272 | — | ~881 | Automated safety check: Notes | Apache-2.0 |
Anionex/agent-vision-toolkit
Local vision CLIs: glance (describe/ask/OCR an image), ground (locate a target, pixel box), detect (element inventory), trace (image to SVG geometry), crop (cut a pixel box to a file), and…
To3akaRin/mac-computer-use
操作 macOS 桌面应用,探测窗口和自动化接口、截图、读取或修改辅助功能元素、执行鼠标键盘动作,以及通过 CDP 操作内嵌 Chromium 页面。适用于桌面应用自动化与界面验收;普通网页任务优先使用已有浏览器工具。
autonomous-ai/Physical-AI-Operating-System
Legacy Autonomous Buddy control for explicitly requested Buddy coding sessions.
bam-bam-2/solo-skills
Use Orca's computer-use CLI to inspect and operate local desktop app windows through accessibility trees, screenshots, and safe UI actions.
davidondrej/cloudroom-core
See and control desktop apps on this Cloud sandbox’s virtual Linux screen with cloudroom computer-use: launch GUI apps you build or install, read their UI, click, type, and take screenshots.
Heartcoolman/warp-cn
Invoke this automatically after completing any user-facing client change, ONLY in non-sandboxed environments and local environments.
openclaw/openclaw
Maintain the canonical live OpenClaw main checkout, macOS LaunchAgent-managed Gateway, local macOS app, exact-head main CI, and recurring full release validation.
openclaw/openclaw
Control tmux sessions/panes for interactive CLIs: list, capture output, send keys, paste text, monitor prompts.
openclaw/openclaw
Feishu document read/write workflows. An agent skill from openclaw/openclaw.
openclaw/openclaw
Review, triage, repair, or land OpenClaw issues and pull requests with current-source evidence and the native maintainer workflow.
openclaw/openclaw
A skill your agent uses when controlling web pages with the OpenClaw browser tool, especially multi-step flows, login checks, tab management, or recovery from stale refs/timeouts.
openclaw/openclaw
A skill your agent uses for all ClawSweeper work: OpenClaw issue/PR sweep reports, repair jobs, cloud fix PRs, @clawsweeper maintainer mention commands, trusted ClawSweeper-reviewed…
Categories
A skill your agent uses when asked to open, run, test, or show an app in Crabbox, including native desktops, web previews, and computer use on a temporary machine. Crabbox Apps is an agent skill from openclaw/openclaw. Use when asked to open, run, test, or show an app in Crabbox, including native desktops, web previews, and computer use on a temporary machine.
Crabbox Apps fits situations like: show an app in Crabbox; including native desktops; computer use on a temporary machine.
Run `npx skills add openclaw/openclaw --skill crabbox-apps -a claude-code`. Or copy the skill folder (extensions/crabbox/skills/crabbox-apps in openclaw/openclaw) into .claude/skills/crabbox-apps in your project. Claude Code loads it when a task matches its description.
Run `npx skills add openclaw/openclaw --skill crabbox-apps -a codex`. Or copy the skill folder (extensions/crabbox/skills/crabbox-apps in openclaw/openclaw) into .agents/skills/crabbox-apps in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add openclaw/openclaw --skill crabbox-apps -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/crabbox-apps, .gemini/skills/crabbox-apps, .github/skills/crabbox-apps and .opencode/skills/crabbox-apps in your project.
Going by SKILL.md and its folder, Crabbox Apps needs credentials named OPENAI_API_KEY. Our summary lists: Node.js; A credential in OPENAI_API_KEY.
SKILL.md names 1 domain. As links in the text: docs.openclaw.ai. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Crabbox Apps is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.5k tokens (SKILL.md is roughly 6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Crabbox Apps: Vision Skills (Anionex/agent-vision-toolkit, 1.2k stars), Mac Computer Use (To3akaRin/mac-computer-use, 1.1k stars), Agent Management (autonomous-ai/Physical-AI-Operating-System, 381 stars) and Computer Use (bam-bam-2/solo-skills, 367 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
openclaw (a GitHub organization) maintains it in openclaw/openclaw, which has 391,610 GitHub stars. The repository holds 93 skills in this directory. The repository was last updated on October 8, 2026.
Source: openclaw/openclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.