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…
Verify or reproduce visible product behavior by delegating to Oz's dedicated computer-use capability, requiring a native Oz video artifact for meaningful UI flows and durable Oz run/artifact links.
$ npx skills add warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install warpdotdev-demos/cloud-factory-demo verify-behavior --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/warpdotdev-demos/cloud-factory-demo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/verify-behavior .claude/skills/verify-behavior && 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 "verify-behavior" agent skill from https://github.com/warpdotdev-demos/cloud-factory-demo/tree/main/.agents/skills/verify-behavior into .claude/skills/verify-behavior/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-behavior", 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/warpdotdev-demos/cloud-factory-demo/tree/main/.agents/skills/verify-behaviorType 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 warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install warpdotdev-demos/cloud-factory-demo verify-behavior --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/warpdotdev-demos/cloud-factory-demo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/verify-behavior .agents/skills/verify-behavior && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "verify-behavior" agent skill from https://github.com/warpdotdev-demos/cloud-factory-demo/tree/main/.agents/skills/verify-behavior into .agents/skills/verify-behavior/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-behavior", 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 warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install warpdotdev-demos/cloud-factory-demo verify-behavior --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/warpdotdev-demos/cloud-factory-demo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/verify-behavior .cursor/skills/verify-behavior && 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 "verify-behavior" agent skill from https://github.com/warpdotdev-demos/cloud-factory-demo/tree/main/.agents/skills/verify-behavior into .cursor/skills/verify-behavior/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-behavior", 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/warpdotdev-demos/cloud-factory-demo.git --path .agents/skills/verify-behavior--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 warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install warpdotdev-demos/cloud-factory-demo verify-behavior --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/warpdotdev-demos/cloud-factory-demo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/verify-behavior .gemini/skills/verify-behavior && 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 "verify-behavior" agent skill from https://github.com/warpdotdev-demos/cloud-factory-demo/tree/main/.agents/skills/verify-behavior into .gemini/skills/verify-behavior/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-behavior", 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 warpdotdev-demos/cloud-factory-demo verify-behaviorInstalls 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 warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/warpdotdev-demos/cloud-factory-demo.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/verify-behavior .github/skills/verify-behavior && 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 "verify-behavior" agent skill from https://github.com/warpdotdev-demos/cloud-factory-demo/tree/main/.agents/skills/verify-behavior into .github/skills/verify-behavior/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-behavior", 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 warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install warpdotdev-demos/cloud-factory-demo verify-behavior --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/warpdotdev-demos/cloud-factory-demo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/verify-behavior .opencode/skills/verify-behavior && 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 "verify-behavior" agent skill from https://github.com/warpdotdev-demos/cloud-factory-demo/tree/main/.agents/skills/verify-behavior into .opencode/skills/verify-behavior/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "verify-behavior", 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.
verify-behaviorVerify or reproduce visible product behavior by delegating to Oz's dedicated computer-use capability, requiring a native Oz video artifact for meaningful UI flows and durable Oz run/artifact links.
Verify Behavior is an agent skill from warpdotdev-demos/cloud-factory-demo. Verify or reproduce visible product behavior by delegating to Oz's dedicated computer-use capability, requiring a native Oz video artifact for meaningful UI flows and durable Oz run/artifact links. Use when triage needs visual reproduction, implementation needs behavioral proof, review needs interactive confirmation, or any factory stage asks to verify UI/app behavior.
Its SKILL.md is about 2.2k 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 licence is MIT.
4 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit ab21d0c. 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.
Shell commands in SKILL.md call:
ghFrom the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
oz.warp.devoz.staging.warp.devFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Verify Behavior loads about 2.2k tokens when it runs. Until then it costs about 97 tokens; SKILL.md has 1,008 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 warpdotdev-demos/cloud-factory-demo at commit ab21d0c, republished under its MIT licence (© warpdotdev-demos). 1,008 words, ~2,224 tokens.
.claude/skills/verify-behavior/SKILL.md (or your agent's skills folder).Prove or disprove visible product behavior for bugs and greenfield features. Parents (triage, implementation, review) invoke this instead of driving the UI themselves.
reproduce — does the reported bug still happen on baseline? (usually default branch; triage)verify — does the implemented change match expected behavior? (features and fixes; implementation/review)Infer if unnamed: issue-only → reproduce; implementation/PR branch → verify.
Oz computer use is a dedicated capability, not a generic remote child and not a set of parent-callable capture APIs.
| Layer | What happens |
|---|---|
| Outer Oz cloud run | Must already have computer use enabled (computer_use: true / --computer-use / computer_use_enabled: true). Factory implement workflows set this on the parent run. |
| Parent / orchestrator | Delegates GUI work through the platform computer_use capability with a concrete task and expected evidence. |
| Permission | request_computer_use is emitted automatically when the computer-use subagent starts. Parents must not call it, simulate it, or document fake tool calls for it. |
| Computer-use subagent | Native prompt already covers GUI actions, proactive start_recording / stop_recording, report_screenshot, and forbids ffmpeg / screen-capture CLIs. Do not re-teach capture plumbing or shell out to recorders. |
Never:
request_computer_use, start_recording, or stop_recording from the parent LLMrun_agents remote children as a substitute for computer_usegh ... --attach can upload Oz videos to GitHub (it cannot reliably attach native Oz recordings)Use for UI, browser, desktop, mobile, or other interactive behavior where visual proof helps.
Skip pure backend/CI/text-only work, or when credentials/state are unavailable (report the blocker). If this skill file is missing, parents continue without visual verification.
When PRODUCT.md exists it is the primary source of stories and acceptance criteria:
specs/<issue-slug>/PRODUCT.md, or issue/PR links).reproduce: stories tied to the failure + path to reach it. verify: all in-scope stories (or one assigned story if fanning out).computer_use capability with a task that includes:reproduce | verify)verify: fan out bounded parallel computer_use delegations (about 4–6), one key independent story each; stay single-delegation for reproduce, one story, sequential stories, or scarce credentials.review.json. Do not claim behavioral verification without evidence or an explicit blocker.Mode: verify | reproduce
Branch/ref: <implementation head or baseline>
Setup: <install/start commands or URL>
Story or repro: <one checklist item or full path>
Checks: <what must be visibly true>
Evidence required:
- Native Oz computer-use recording of the critical interactive path
- Reported screenshots for baseline, key action, and outcome states
Return: steps taken, observations per check, blockers, artifact/run referencesPrefer browser-oriented interaction when the product is a pure web app and the environment provides browser automation inside computer use; prefer full desktop computer use for native surfaces, OS dialogs, or multi-window flows. Record Channel: browser | desktop | hybrid and a one-line why in the parent summary.
For every meaningful UI flow:
https://oz.warp.dev/runs/<run-id> (or https://oz.staging.warp.dev/runs/<run-id> on staging). Never app.warp.dev or /run/ (singular).report_screenshot path; useful, not a substitute for video on multi-step flows.get_artifacts_for_pull_request_description) when available so managed screenshot/video markdown is embedded. Do not invent gh --attach video uploads.Screenshots-only is allowed only when recording was attempted and failed, with the error quoted, or when the check is a single static state with no meaningful motion.
A verification that never delegated to computer_use on a computer-use-enabled run is incomplete.
Whenever a screenshot is posted back to a GitHub issue or PR — including platform-managed evidence blocks, PR body sections, issue comments, and any other evidence summary — put a concise caption immediately below each screenshot that states:
Apply captions for managed markdown (e.g.  from artifact helpers) and for any hand-written evidence summary. Prefer short one-liners under each image; do not dump long prose. If the platform helper only supplies alt text, still add an explicit caption line under the image in the issue/PR write-up when you control that text.
Do not invent unsupported upload commands to satisfy captions. Captions travel with whatever evidence path the platform already supports.
Behavior verification:
- Mode / change type / channel(s) / fan-out
- Status / issue-PR / branch-ref
- PRODUCT.md stories: n passed / failed / blocked / not run
- Oz run: https://oz.warp.dev/runs/<id>
- Evidence: native video (required for flows) + captioned screenshots (supplementary)
- Findings / next stepreproduce statuses: confirmed | partially confirmed | not reproduced | blocked
verify statuses: verified | partially verified | not verified | blocked
computer_use; parents do not click through unless the user explicitly asksrequest_computer_use or parent-level recording APIsOptional verify-behavior-local may specialize setup/surface/fan-out only — not weaken evidence, privacy, captions, or this contract.
© warpdotdev-demos, 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 .agents/skills/verify-behavior of warpdotdev-demos/cloud-factory-demo.
Open the folder on GitHubat commit ab21d0c
Verify Behavior 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 |
|---|---|---|---|---|---|---|
| Verify Behavior this skillwarpdotdev-demos/cloud-factory-demo | 320 | — | ~2.2k | Automated safety check: Pass | MIT | |
| Vision SkillsAnionex/agent-vision-toolkit | 1.2k | — | ~3.9k | Automated safety check: Pass | MIT | |
| Mac Computer UseTo3akaRin/mac-computer-use | 1.1k | — | ~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 | |
| Verify UI Change In CloudHeartcoolman/warp-cn | 119 | — | ~1.1k | Automated safety check: Pass | AGPL-3.0 |
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.
Heartcoolman/warp-cn
Invoke this automatically after completing any user-facing client change, ONLY in non-sandboxed environments and local environments.
rselbach/reel
Verify Reel, the macOS menu-bar screen recorder, by launching a disposable app bundle and driving its real UI with Computer Use.
warpdotdev-demos/cloud-factory-demo
Daily outer loop that reviews human reactions to automated review-pr comments, synthesizes durable organizational knowledge, and opens a PR to update the review-pr skill when the feedback is worth…
warpdotdev-demos/cloud-factory-demo
Review a PR from local annotated-diff artifacts and write validated review.json for the workflow to publish.
warpdotdev-demos/cloud-factory-demo
Triage an incoming GitHub, Jira, Linear, or other issue-tracker issue against the current codebase and related open issues, then return a structured decision with exactly one…
warpdotdev-demos/cloud-factory-demo
Sets up a beginner-friendly Oz cloud software factory that automatically triages new GitHub issues, specs issues labeled ready-to-spec, implements issues labeled ready-to-implement, reviews PRs, and…
warpdotdev-demos/cloud-factory-demo
Implement a fix or feature from a GitHub, Jira, Linear, or other issue-tracker issue by fetching issue context, inspecting the current codebase, making code changes, validating them, verifying…
warpdotdev-demos/cloud-factory-demo
Coordinate spec-driven development for a GitHub, Jira, Linear, or other issue-tracker issue marked ready-to-spec by using write-product-spec and write-tech-spec, creating PRODUCT.md and TECH.md…
Categories
Verify or reproduce visible product behavior by delegating to Oz's dedicated computer-use capability, requiring a native Oz video artifact for meaningful UI flows and durable Oz run/artifact links. Verify Behavior is an agent skill from warpdotdev-demos/cloud-factory-demo. Verify or reproduce visible product behavior by delegating to Oz's dedicated computer-use capability, requiring a native Oz video artifact for meaningful UI flows and durable Oz run/artifact links.
Verify Behavior fits situations like: triage needs visual reproduction; implementation needs behavioral proof; review needs interactive confirmation; any factory stage asks to verify UI/app behavior.
Run `npx skills add warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a claude-code`. Or copy the skill folder (.agents/skills/verify-behavior in warpdotdev-demos/cloud-factory-demo) into .claude/skills/verify-behavior in your project. Claude Code loads it when a task matches its description.
Run `npx skills add warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a codex`. Or copy the skill folder (.agents/skills/verify-behavior in warpdotdev-demos/cloud-factory-demo) into .agents/skills/verify-behavior 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 warpdotdev-demos/cloud-factory-demo --skill verify-behavior -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/verify-behavior, .gemini/skills/verify-behavior, .github/skills/verify-behavior and .opencode/skills/verify-behavior in your project.
Going by SKILL.md and its folder, Verify Behavior needs the command-line tools its instructions call (gh).
SKILL.md names 2 domains. In commands or code: oz.warp.dev and oz.staging.warp.dev; the agent is likely to contact these when it follows the instructions. 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.
Verify Behavior is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.2k tokens (SKILL.md is roughly 8.9k 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 Verify Behavior: 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.
warpdotdev-demos (a GitHub organization) maintains it in warpdotdev-demos/cloud-factory-demo, which has 320 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on August 12, 2026.
Source: warpdotdev-demos/cloud-factory-demo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.