What it does

OpenClaw RPA provides an LLM-assisted record-and-replay framework that captures browser, API, Excel and Word workflows and exports them as standalone Playwright Python scripts. Record a flow once with screenshots and verification; replay the generated script later with no model calls, avoiding recurring LLM costs and hallucinations.

When to use it

Use this skill when you need repeatable automation for web scraping, form-filling, API calls, Excel/Word report generation, or cross-step workflows (e.g., API → Excel → Word). It's ideal for tasks that benefit from deterministic replays, cost savings, and proof-of-run screenshots. Not recommended for heavy OS automation or flows that require interactive 2FA.

What's included

Scripts: repository contains example rpa/ scripts and a registry.json of recorded tasks (has_scripts=false flag here refers to discovery metadata).
References: scenario articles (Amazon Best Sellers, Airbnb price tracker, AP reconciliation, auto-login tutorials) and README with usage details.
Instructions: protocol for recording, #rpa-list / #rpa-run:{name} triggers, config.json locale routing, and output format (Playwright Python).