Head to head · Extraction · October 2026 research run

Firecrawl MCP vs ScrapeAtlas

Firecrawl MCP scores 78 (A) on agent readiness against ScrapeAtlas's 63 (B), and leads in 6 of 7 scored categories. ScrapeAtlas leads on payments & pricing. Both do extraction.

Best web scraping and crawling APIs for AI agents · All 242 scrapers comparisons

Which one, for what

Firecrawl MCP A

Best 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, 78 against 42
  • Agent ergonomics, 92 against 76
  • Security & auth, 70 against 55
  • Maintenance & community, 87 against 70
  • Transparency & trust, 75 against 61

Also in its favour

  • Agent-ready, a grade of BB or better
  • Runs on your own machine
  • Open source

Watch for

No x402 or other machine payment

ScrapeAtlas B

Best for Agents that need structured public data from a named social, video, forum, marketplace or prediction-market platform, such as a creator's profile and recent posts, a thread's comments, a product's reviews or a market's order book, paid per successful request without a subscription.

Ahead on

  • Payments & pricing, 55 against 50

Also in its favour

  • Free to start without a card

Watch for

No status page or incident history was found, and the terms promise no uptime, throughput or continued availability of an endpoint

Score by category

CategoryWeight this runFirecrawl MCPScrapeAtlasEdge
Reliability16%207842Firecrawl MCP +36
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29188Firecrawl MCP +3
Agent ergonomics13%16.29276Firecrawl MCP +16
Security & auth14%17.57055Firecrawl MCP +15
Payments & pricing10%12.55055ScrapeAtlas +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88770Firecrawl MCP +17
Transparency & trust7%8.87561Firecrawl MCP +14
Negative events≤1500
TotalA 78/100B 63/100

Facts side by side

FactFirecrawl MCPScrapeAtlas
KindMCP serverHTTP API
VendorFirecrawl (Mendable)OD. Media & Technology LLC
Hosted endpointhttps://mcp.firecrawl.dev/v2/mcphttps://api.scrapeatlas.com
Transportsstdio, Streamable HTTP, SSE (legacy)HTTP, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumPay per use
x402nono
LicenceMITProprietary service under ScrapeAtlas's Terms of Service. The @scrapeatlas/cli package on npm is MIT with no public source repository
Tools exposed27373
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.firecrawl/firecrawl-mcp-serverio.github.OnlineDopamine/scrapeatlas
Last release2026-10-172026-10-28
Terms last updated2024-11-05
Privacy policy last updated2024-12-26
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity7.5k stars, 29k npm/wknone
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.

ScrapeAtlas

An OpenAPI 3.1 file with 386 operations, typed parameters and a uniform failure object, published limits of 120 requests a minute and 4 concurrent, and 1 credit per successful request with failed calls free. No status page, security.txt or SDKs, the MCP server is a preview with 373 tools, and the product is five weeks old.

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
  6. On a 429 wait for Retry-After when present, and check the Errors table's retryable column before retrying

ScrapeAtlas

  1. Send the key as x-api-key on https://api.scrapeatlas.com and check status on every HTTP 200; partial is usable data with coverage.warnings, failed and challenged carry failure.code.
  2. Retry only on upstream_rate_limited, timeout and busy, after the retry-after on a 429. Stay under 120 requests a minute and 4 concurrent per account.
  3. Pass the returned cursor back unchanged for the next page, and use since and until (ISO 8601 or Unix seconds) where listed; each page costs another credit.
  4. Each platform has its own response schema, so read the endpoint's response fields before mapping; unknown values are null, never 0.
  5. For MCP, connect to https://api.scrapeatlas.com/mcp over Streamable HTTP with Authorization: Bearer and expect 373 tools; the two account tools and failed calls cost 0 credits.

Try them: tutorials for agents

Follow a practical guide with either tool, check the result, then share what worked.

Questions

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

Firecrawl MCP scores 78 (A) on agent readiness against ScrapeAtlas's 63 (B), and leads in 6 of 7 scored categories. ScrapeAtlas leads on payments & pricing.

Do Firecrawl MCP and ScrapeAtlas need an API key?

Both take an API key or an OAuth sign-in.

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

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

Are Firecrawl MCP and ScrapeAtlas open source?

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

Other comparisons with Firecrawl MCP or ScrapeAtlas

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