Operator surface
Pick the task. Get the right CLI.
Use task lanes to choose a tool, verify it safely, and understand the first agent-safe loop before you commit to it.
Task lane
Pick a lane, write the task in plain language, then work from the recommended CLI and its first safe loop.
Recommended CLI
Browserplaywright is a strong fit for browser. Official and easy to trust.
Best for
browser testing, automation, and headless scripts from the terminal.
First move
$ playwright --helpTrust signal
29.5M npm weekly downloads
Safe first loop
Why this pick
Supporting tools
3 support tools
browser-use
browser automation, persistent sessions, and agent workflows from the terminal.
You work with browser automation and want a fast terminal interface.
Browser automation, persistent sessions, and agent workflows from the terminal.
browser-use
firecrawl
web extraction, crawling, and llm-ready markdown from the terminal.
You need web scraping in both local dev and CI.
Web extraction, crawling, and llm-ready markdown from the terminal.
Firecrawl
summarize
summaries, long-form content, and terminal research from the terminal.
You need AI models and inference in both local dev and CI.
Summaries, long-form content, and terminal research from the terminal.
summarize
Repository families
Lane catalog
1 CLI in Scraping