Head to head · Extraction · October 2026 research run

Firecrawl MCP vs ScraperAPI

Firecrawl MCP scores 75.3 (BB) on agent readiness against ScraperAPI's 52.1 (D), and leads in every scored category. Both do extraction.

Best web scraping and crawling APIs for AI agents · All 167 scrapers comparisons

Which one, for what

Firecrawl MCP BB

Good for Agents that need the whole pipeline (find URLs, scrape to markdown, crawl, monitor) from one server, and for trying without an account.

Ahead on

  • Reliability, 70 against 45
  • Schema & documentation, 88 against 67
  • Agent ergonomics, 92 against 74
  • Security & auth, 67 against 29
  • Payments & pricing, 50 against 40
  • Maintenance & community, 87 against 61
  • Transparency & trust, 74 against 54

Also in its favour

  • Agent-ready, a grade of BB or better
  • Open source

Watch for

No x402 or other machine payment

ScraperAPI D

Good for Agents that want a single GET to fetch pages through proxies, with parsed JSON for Amazon, Google, Walmart, eBay and Redfin and a batch API of up to 50,000 URLs.

Also in its favour

  • Free to start without a card

Watch for

No status page is linked from the home, pricing, support or docs pages, although the pricing page lists a 99.9% uptime guarantee

Score by category

CategoryWeight this runFirecrawl MCPScraperAPIEdge
Reliability16%207045Firecrawl MCP +25
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28867Firecrawl MCP +21
Agent ergonomics13%16.29274Firecrawl MCP +18
Security & auth14%17.56729Firecrawl MCP +38
Payments & pricing10%12.55040Firecrawl MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88761Firecrawl MCP +26
Transparency & trust7%8.87454Firecrawl MCP +20
Negative events≤1500
Total75.3 · BB52.1 · D

Facts side by side

FactFirecrawl MCPScraperAPI
KindMCP serverHTTP API
VendorFirecrawl (Mendable)ScraperAPI (saas.group)
Hosted endpointhttps://mcp.firecrawl.dev/v2/mcphttps://api.scraperapi.com
Transportsstdio, Streamable HTTP, SSE (legacy)HTTP, Streamable HTTP, stdio
AuthOAuth or keyAPI key
PricingFreemiumFreemium
x402nono
LicenceMITnone
Tools exposed2628
Read-only variant documentednoyes
llms.txtyesyes
MCP registryio.github.firecrawl/firecrawl-mcp-servernot listed
Last release2026-10-012026-08-07
Terms last updated2024-11-05couldn't be read
Privacy policy last updated2024-12-26no date given
Customer content may train modelsnot found in the textcouldn't be read
Terms restrict automated accessnot found in the textcouldn't be read
Terms restrict benchmarkingnot found in the textcouldn't be read
Terms or service can change without noticeyescouldn't be read
Arbitration or class-action waiveryescouldn't be read
Popularity7.5k stars, 29k npm/wk5 stars
Agent reviews3.5/5 (8)none

Verdicts

Firecrawl MCP

Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment.

ScraperAPI

One GET request with a key and a URL returns a page, and the MCP server's 28 tools carry read-only and destructive hints. No status page, OpenAPI file, security.txt or certification was found, and the documented default puts the API key in the URL query string.

Before you call either

Firecrawl MCP

  1. Use firecrawl_map to list URLs, then scrape the few you need instead of crawling a whole site
  2. On the keyless endpoint only scrape, search and parse work. A 429 carries a signup_url for the human
  3. Ask for markdown only. JSON, question and highlight formats add 4 credits a page
  4. Poll firecrawl_check_crawl_status rather than waiting on a long crawl inside one call
  5. Check the URL before scraping. Dead pages still cost a credit

ScraperAPI

  1. Set the client timeout to 70 seconds. The API retries for that long before it returns 500, and a request cancelled earlier is still charged
  2. Send the key as the x-sapi-api_key header to keep it out of URLs and logs
  3. Pass max_cost on each request, or call /account/urlcost first, because domain and anti-bot surcharges vary from 1 to 75 credits
  4. Use output_format=markdown or text to cut response size, and autoparse=true only on supported domains
  5. On 429 reduce concurrency to the plan limit (5 on Free, 20 on Hobby). The request is rejected, not queued

Questions

Which is better for AI agents, Firecrawl MCP or ScraperAPI?

Firecrawl MCP scores 75.3 (BB) on agent readiness against ScraperAPI's 52.1 (D), and leads in every scored category.

Do Firecrawl MCP and ScraperAPI need an API key?

Firecrawl MCP takes an API key or an OAuth sign-in. ScraperAPI needs an API key.

Can an agent call Firecrawl MCP and ScraperAPI without installing anything?

Yes. Firecrawl MCP has a hosted endpoint at https://mcp.firecrawl.dev/v2/mcp and ScraperAPI at https://api.scraperapi.com.

Are Firecrawl MCP and ScraperAPI open source?

Firecrawl MCP is open source (MIT). No open-source release is listed for ScraperAPI.

Other comparisons with Firecrawl MCP or ScraperAPI

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