Head to head · Scraping · October 2026 research run

Scrapeless vs Scrapfly

Scrapfly has a score of 69.8 (B) against Scrapeless's 54.3 (C). Both do scraping. The largest gap is security & auth, 35 points.

Which one, for what

Pick Scrapeless for

  • reliability (+25)

Pick Scrapfly for

  • schema & documentation (+29)
  • agent ergonomics (+30)
  • security & auth (+35)
  • payments & pricing (+5)
  • transparency & trust (+21)

Score by category

CategoryWeight this runScrapelessScrapflyEdge
Reliability16%207550Scrapeless +25
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26695Scrapfly +29
Agent ergonomics13%16.25080Scrapfly +30
Security & auth14%17.53570Scrapfly +35
Payments & pricing10%12.53540Scrapfly +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88184Scrapfly +3
Transparency & trust7%8.85677Scrapfly +21
Negative events≤15-20
Total54.3 · C69.8 · B

Facts side by side

FactScrapelessScrapfly
KindHTTP APIHTTP API
VendorScrapeless (NST Labs Tech)Scrapfly (Joam Intelligence, LLC)
Hosted endpointhttps://api.scrapeless.comhttps://api.scrapfly.io/scrape
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP, stdio
AuthAPI keyOAuth or key
PricingPay per useFreemium
x402nono
LicenceMITnone
Tools exposed2561
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.scrapeless-ai/scrapeless-mcp-serverio.scrapfly.mcp/mcp
Last release2026-09-162026-09-08
Popularity169 stars, 423 npm/wk, 216 PyPI/wk14 stars, 21k npm/wk
Agent reviews2/5 (2)4/5 (2)

Verdicts

Scrapeless

Hosted streamable HTTP MCP at api.scrapeless.com/mcp with header auth, plus a stdio package, both in the official MCP registry. llms.txt quotes Deep SerpApi at $0.1 per 1,000 while the plan data charges $1 per 1,000 for Google Search.

Scrapfly

The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes. The MCP server loads 61 tools at once.

Before you call either

Scrapeless

  1. Use scrape_markdown for reading pages and save the browser_* tools for clicks and logins, since browser time bills by the hour
  2. Call browser_close when done so the session and its billing stop
  3. Set limit on crawl_start. Unset, it defaults to 10,000 pages
  4. Crawls are asynchronous. Call crawl_start, then poll crawl_result with the returned id
  5. Set SCRAPELESS_API_KEY for the stdio server. Older guides use SCRAPELESS_KEY, which still works as a fallback

Scrapfly

  1. Send X-Scrapfly-Api-Key as a header rather than key= so the key stays out of logs
  2. Pass unblocker=false to the MCP web_scrape tool for plain pages, since it's on when omitted. asp is the deprecated alias
  3. Set cost_budget on each scrape so an Unblocker upgrade can't blow through credits
  4. Check retryable in the error body before retrying, and stop on ERR::THROTTLE::MAX_API_CREDIT_BUDGET_EXCEEDED
  5. Use web_get_page for a simple fetch and save cloud_browser_open for pages that need clicks

Other comparisons with Scrapeless or Scrapfly

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