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Benchmarked comparison

Firecrawl vs Scrapfly

vs
The verdictFirecrawl leads on scraping a page to clean, LLM-ready content (9.81 vs 9.48); Scrapfly leads on schema-driven AI extraction (8.96 vs 8.81).

Choosing between Firecrawl and Scrapfly? Both are scraping & crawling providers you can call through a single Auxiliar key, so the honest answer is usually “use whichever wins the job in front of you” — and with one key and one bill, you don’t have to commit to either.

We ran both on the identical curator-fleet corpus. Firecrawl leads on scraping a page to clean, LLM-ready content (9.81 vs 9.48); Scrapfly leads on schema-driven AI extraction (8.96 vs 8.81). On the headline test (scraping a page to clean, LLM-ready content), Firecrawl scored 9.81/10 (anti-bot bypass 100%) versus 9.48/10 for Scrapfly. The full measured breakdown is below.

Measured, side by side

Composite score /10 on each shared capability, from the Auxiliar curator fleet — same corpus for both.

CapabilityFirecrawlScrapflyWinner
ScrapeAnti-bot bypass9.81100% · #1/109.48100% · #2/10Firecrawl
ScreenshotValid image9.51.00 · #1/88.561.00 · #4/8Firecrawl
Extract · AI/schemaField accuracy8.810.96 · #2/48.961.00 · #1/4Scrapfly
Act · declarativeTask success7.410.80 · #3/67.010.80 · #4/6Firecrawl

Beyond the overlap

Capabilities each provider scored on that the other doesn't cover.

Firecrawl also does

  • Parse · PDF/doc
  • Crawl
  • Watch
  • Act · NL-agent

Scrapfly also does

Nothing extra in the tested set.

Firecrawl — choose if

You want the highest-quality scrape/markdown and a single surface for scrape, crawl, extract and screenshot.

Scrapfly — choose if

You want benchmark-leading anti-bot bypass plus the highest AI-extraction accuracy.

Firecrawl — avoid if

You're cost-sensitive on hard targets — stealth + JSON stack ~5–9× the base credit.

Scrapfly — avoid if

You need crawling or credit rollover — hard targets run ~30 cr/req.

One key. Every provider on this page.

Stop juggling signups and invoices. One Auxiliar API key calls all of them — upstream keys injected server-side, usage billed to a single balance. Swap the base URL and go.

curl https://api.auxiliar.ai/serper/search \
  -H "Authorization: Bearer $AUXILIAR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"q": "latest ai agent news"}'

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