Drive native Windows app GUIs (Office, Settings, Calculator, file dialogs, Photoshop, anything Win32) via UFO2 and the Windows accessibility tree. NOT for browser tasks -- use run_browser_task instead.
Drive a real web browser (Chromium via Playwright + browser-use) to accomplish tasks inside web pages -- forms, scraping, multi-page flows, web-based tests. Use for ANY task that interacts with rendered HTML.
Debug Node.js with node inspect, --inspect, breakpoints, CDP, heap, and CPU profiles.
Use the Crabbox wrapper for OpenClaw remote validation across Linux, macOS, Windows, and WSL2, including delegated Blacksmith Testbox proof. Report the actual provider and id.
Debug OpenClaw model, provider, tool-surface, code-mode, streaming, and live/Crabbox behavior by choosing the right logs, probes, and proof path before changing code.
Run, rerun, debug, or interpret OpenClaw Parallels install, onboarding, gateway smoke, and upgrade checks.
Run, watch, debug, extend, or explain OpenClaw qa-lab and qa-channel scenarios, artifacts, and live lanes.
Triage, redact, clean up, and resolve OpenClaw GitHub Secret Scanning alerts in issues or PRs.