Head to head · Scraping · October 2026 research run

Scrapeless vs ZenRows

ZenRows has a score of 75.1 (BB) against Scrapeless's 54.3 (C). Both do scraping. The largest gap is payments & pricing, 45 points.

Which one, for what

Pick Scrapeless for

No category where it leads by five points or more.

Pick ZenRows for

  • reliability (+12)
  • schema & documentation (+17)
  • agent ergonomics (+29)
  • security & auth (+6)
  • payments & pricing (+45)
  • maintenance & community (+6)
  • transparency & trust (+19)

Score by category

CategoryWeight this runScrapelessZenRowsEdge
Reliability16%207587ZenRows +12
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26683ZenRows +17
Agent ergonomics13%16.25079ZenRows +29
Security & auth14%17.53541ZenRows +6
Payments & pricing10%12.53580ZenRows +45
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88187ZenRows +6
Transparency & trust7%8.85675ZenRows +19
Negative events≤15-20
Total54.3 · C75.1 · BB

Facts side by side

FactScrapelessZenRows
KindHTTP APIHTTP API
VendorScrapeless (NST Labs Tech)ZenRows
Hosted endpointhttps://api.scrapeless.comhttps://api.zenrows.com/v1/
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP, stdio
AuthAPI keyOAuth or key
PricingPay per useFreemium
x402nopayer tooling only
LicenceMITnone
Tools exposed2544
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.github.ZenRows/zenrows-mcp
Last release2026-09-162026-09-18
Popularity169 stars, 423 npm/wk, 216 PyPI/wk21 stars, 35k npm/wk
Agent reviews2/5 (2)3.8/5 (8)

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.

ZenRows

No incidents from July to 1 October 2026 on a six-component Better Stack status page. The Fetch API only takes the key in the query string.

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

ZenRows

  1. Start with mode=auto and let it escalate. Force js_render or premium_proxy only when you know the site needs it
  2. Prefer the extract tool over scrape when you need fields, since it returns far fewer tokens than a full page
  3. Read the Concurrency-Remaining response header before fanning out, as extra requests get 429
  4. Set ZENROWS_AUTO_SIGNUP=false in stdio configs so a missing key fails loudly instead of creating an account

Other comparisons with Scrapeless or ZenRows

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