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Integrate Firecrawl with OpenClaw to give your agents the ability to scrape, search, crawl, extract, and interact with the web — all through the Firecrawl CLI.

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Why Firecrawl + OpenClaw

  • No local browser needed — every session runs in a remote, isolated sandbox. No Chromium installs, no driver conflicts, no RAM pressure on your machine.
  • Real parallelism — run many browser sessions at once without local resource fights. Agents can browse in batches across multiple sites simultaneously.
  • Secure by default — navigation, DOM evaluation, and extraction all happen inside disposable sandboxes, not on your workstation.
  • Better token economics — agents get back clean artifacts (snapshots, extracted fields) instead of hauling giant DOMs and driver logs into the context window.
  • Full web toolkit — scrape, search, and browser automation all through a single CLI that your agent already knows how to use.

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Setup

Tell your agent to install the Firecrawl CLI, authenticate and initialize the skill with this command:
  • --all installs the Firecrawl skill to every detected AI coding agent
  • --browser opens the browser for Firecrawl authentication automatically
or install everything seperately:
Verify everything is set up correctly:
Once the skill is installed, your OpenClaw agent automatically discovers and uses Firecrawl commands — no extra configuration needed.

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Scrape

Scrape a single page and extract its content:
Get specific formats:
Search the web and optionally scrape the results:

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Browser

Launch a remote browser session for interactive automation. Each session runs in an isolated sandbox — no local Chromium install required. agent-browser is pre-installed with 40+ commands.
Interact with page elements using refs from the snapshot:
The shorthand form (firecrawl browser "...") sends commands to agent-browser automatically and auto-launches a sandbox session if there isn’t one active. Your agent issues intent-level actions (open, click, fill, snapshot, scrape) instead of writing Playwright code.

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Example: tell your agent

Here are some prompts you can give your OpenClaw agent:
  • “Use Firecrawl to scrape https://example.com and summarize the main content.”
  • “Search for the latest OpenAI news and give me a summary of the top 5 results.”
  • “Use Firecrawl Browser to open Hacker News, get the top 5 stories, and the first 10 comments on each.”
  • “Crawl the docs at https://docs.firecrawl.dev and save them to a file.”

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Further reading