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Integration

Automate Firecrawl with AI agents

Describe what you want to scrape and where results should go. Twin builds an agent that runs Firecrawl on a schedule, extracts structured data, and writes it where you need it.

Integration guide

How Twin uses Firecrawl inside repeatable agent workflows

Twin treats Firecrawl as part of a larger workflow, not as an isolated connector. An agent can read the relevant records, combine them with context from other tools, decide what needs to happen next, and report the finished work back to the team.

The page below shows the practical automation patterns for Firecrawl: what the agent can monitor, which actions it can take, and how the workflow stays observable when it runs on a schedule.

Common starting points include sales prospecting, lead enrichment, competitive research. Each example is designed to become a reusable agent, so teams can start from a narrow job and expand it as the process matures.

Twin is most useful when copying scraped data by hand into a spreadsheet means stale records and missed follow-ups. A Twin agent runs Firecrawl, parses the output, and writes rows to your Sheet without you touching it.

What you can do with Firecrawl

Real Firecrawl workflows the Twin community runs every day, ready for you to clone.

  • Scrape websites and extract structured fields

    Pull business names, phone numbers, emails, and URLs from any public web page using Firecrawl's scraping API.

    Explore
  • Monitor competitor sites for changes

    Run Firecrawl against competitor pages on a schedule and extract product features, pricing tiers, and key differentiators each run.

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  • Collect property listings from multiple sources

    Scrape listing platforms like StreetEasy, Rightmove, and Zillow for new properties matching your filters, then compile them into a single report.

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  • Pull public records and court filings

    Search public court records sites and extract probate filings, permit data, or registrations across multiple counties in one agent run.

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  • Aggregate news and content for daily digests

    Scrape top technology publications and summarize the most relevant stories into a structured briefing, ready to send or store.

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  • Feed scraped data into Google Sheets or Docs

    Write extracted rows directly to a Sheet or format them into a Doc. Firecrawl agents pair with Google Sheets in 43% of Twin workflows.

    Explore

How it works

Three steps from idea to a running Firecrawl agent.

  1. 1

    Connect via OAuth

    Sign in to Firecrawl once. Twin securely manages the connection and handles token refreshes for you.

  2. 2

    Describe the workflow

    Tell Twin in plain English what you want done in Firecrawl. The agent figures out the API calls itself.

  3. 3

    Twin builds and runs

    Twin assembles the agent, runs it on demand or on a schedule, and adapts when Firecrawl responds in unexpected ways.

Why Twin for Firecrawl

What makes Twin a better fit than a generic automation tool.

No manual copy-paste between tools

Copying scraped data by hand into a spreadsheet means stale records and missed follow-ups. A Twin agent runs Firecrawl, parses the output, and writes rows to your Sheet without you touching it.

Handles structured and unstructured pages

Some pages return clean JSON; others require reading rendered HTML. Twin can use Firecrawl's API where available and fall back to browser-based extraction when structured access is limited.

Agents run on a schedule, not on demand

One-off scrapes don't build pipelines. Twin agents can run daily or weekly, so your lead lists, property alerts, and competitor snapshots stay current without manual triggers.

Build with more than Firecrawl

These related integration pages give crawlers and readers another path through the automation catalog. They connect Firecrawl to nearby apps, categories, and paired workflows that teams often evaluate together.

See all integrations

More integrations

Google Sheets
productivityBuild AI agents that read, write, and sync Google Sheets data automatically. Connect spreadsheets to Gmail, Slack, LinkedIn, and more without writing code.
Google Docs
productivityTwin agents read, write, and manage Google Docs automatically. Turn documents into repeatable workflows without writing code or maintaining scripts.
Gmail
communicationBuild AI agents that monitor, parse, and act on Gmail messages. Draft outreach, route leads, track replies, and sync data—without writing code.
Perplexity
otherBuild agents that run Perplexity searches, generate structured briefs, and push results to Google Sheets, Notion, or Docs—without manual copying.
Apify
devBuild agents that scrape, research, and act on web data using Apify. Twin connects Apify to Google Sheets, Notion, and more—no code needed. Built and run by.
Mailgun EU
communicationBuild agents that send bulk outreach, track delivery status, manage recipients, and sync email activity with your CRM or spreadsheets—via Mailgun EU API.
Slack
communicationBuild AI agents that post to Slack channels, monitor messages, react to events, and route information—without writing code. Connect Slack to your stack.
Telegram
communicationBuild AI agents that send messages, manage threads, and run follow-up campaigns on Telegram — no code required. Connect with Sheets, Notion, and more.
GitHub
devBuild agents that monitor GitHub issues, track trending repos, compile digests, and route activity to Slack, Sheets, or Docs—no code required.
Notion
productivityBuild Twin agents that read, write, and update Notion databases, pages, and tables—on a schedule or triggered by events in other tools. Built and run by Twin.
Airtable
productivityBuild AI agents that read, write, and sync Airtable records automatically. Connect tables to HubSpot, Gmail, Google Sheets, and more without writing code.
Public Gamma
productivityTwin agents connect to Public Gamma via API to generate presentations, manage documents, and turn research into structured decks—automatically.

Frequently asked questions

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