ScrapePay vs Firecrawl

Both are web-scraping APIs for AI agents. ScrapePay is x402-native pay-per-call, no signup. Firecrawl is account-based with subscription tiers. Use this page to pick the right one for your workload — honest tradeoffs, not marketing copy.

At a glance

ScrapePay Firecrawl
Signup requiredNo — wallet address is your identityYes — account + API key
Pricing model$0.010 USDC per successful callSubscription tiers ($16–$333/mo) + credit-based
Charge-on-failureNever — settlement only on HTTP 2xx with non-empty contentCredits consumed regardless of outcome on most plans
robots.txt enforcementMandatory — 451 with no charge if disallowedOptional / user-configurable
SSRF guardBuilt in: DNS validation + private-IP blocklistBuilt in
JS renderingPlaywright headless ChromiumPlaywright + chromium fleet
Scale ceilingPay-per-call linear scale; no published rate capHigher concurrency on paid tiers
MCP integrationNative via @melis-ai/x402-tools-mcpVia community wrappers
Output formatstext · html · markdownmarkdown · html · structured · screenshots
ComposabilityDesigned to chain with MarkdownOpt, EmbedPay, MemoryServeStandalone

Choose ScrapePay when

  • You don't want to manage an API key in your agent runtime.
  • Low or unpredictable volume — pay-per-call beats a subscription you might not amortise.
  • Charge-on-success matters — failed scrapes (JS crash, timeout, empty page, robots.txt disallow) cost nothing.
  • You're building a composed pipeline (RAG ingest, content moderation, agent memory) and want each step independently billed and verifiable on-chain.
  • Your agent operates across multiple users/orgs and account-per-customer isn't workable.

Choose Firecrawl when

  • High and predictable volume — the $333/mo tier is cheaper per-call than ScrapePay above ~3,300 calls/day.
  • You need its specialised features — structured extraction, deep-crawl, screenshot bundles, content change tracking — at production polish.
  • Your stack is account-and-key-shaped and adding a Base wallet would be more friction than just provisioning a key.
  • You want a polished dashboard for billing, usage analytics, and rate-limit visibility.

When both make sense

Some teams use ScrapePay for the long tail (one-off URLs, agent-spawned scrapes, unknown-volume workloads) and Firecrawl for the hot path (their main product's scraping budget). The x402 protocol makes it trivial to swap between providers per-call — different agents in the same workflow can use different scrape backends.

What we won't claim

  • ScrapePay is not faster than Firecrawl at p99 — Firecrawl's hot fleet handles burst traffic better.
  • ScrapePay's output quality on JS-heavy pages is comparable but not provably superior — both use Playwright.
  • ScrapePay does not handle deep crawls (multi-page sitemaps) natively — Firecrawl does.

For pages where ScrapePay's UA is blocked by the upstream (some CDNs and a few large news sites), ScrapePay returns 422 with no charge. Falling back to Firecrawl or a different scraper at that point is the right move.

Try it

ScrapePay one-liner: npx @melis-ai/x402-tools-mcp then call the scrapepay tool from your agent. Full details on the ScrapePay page or the 5-minute getting-started guide.