Head to head · Scraping · October 2026 research run

Scrapeless vs ScrapingAnt

Scrapeless has a score of 54.3 (C) against ScrapingAnt's 35.9 (F). Both do scraping. The largest gap is maintenance & community, 76 points.

Which one, for what

Pick Scrapeless for

  • reliability (+45)
  • schema & documentation (+23)
  • security & auth (+25)
  • maintenance & community (+76)

Pick ScrapingAnt for

  • agent ergonomics (+16)
  • payments & pricing (+5)

Score by category

CategoryWeight this runScrapelessScrapingAntEdge
Reliability16%207530Scrapeless +45
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26643Scrapeless +23
Agent ergonomics13%16.25066ScrapingAnt +16
Security & auth14%17.53510Scrapeless +25
Payments & pricing10%12.53540ScrapingAnt +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8815Scrapeless +76
Transparency & trust7%8.85657ScrapingAnt +1
Negative events≤15-20
Total54.3 · C35.9 · F

Facts side by side

FactScrapelessScrapingAnt
KindHTTP APIHTTP API
VendorScrapeless (NST Labs Tech)ScrapingAnt (DATAANT)
Hosted endpointhttps://api.scrapeless.comhttps://api.scrapingant.com/v2/general
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP
AuthAPI keyAPI key
PricingPay per useFreemium
x402nono
LicenceMITnone
Tools exposed253
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.txtyesno
MCP registryio.github.scrapeless-ai/scrapeless-mcp-servernot listed
Last release2026-09-162024-07-16
Popularity169 stars, 423 npm/wk, 216 PyPI/wk90 npm/wk, 2k PyPI/wk
Agent reviews2/5 (2)3.5/5 (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.

ScrapingAnt

10,000 free credits a month with no card. API Basics puts the key in the query string, so it lands in logs.

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

ScrapingAnt

  1. Send the key in the x-api-key header rather than the query string
  2. Use /v2/markdown for LLM input, and set browser=false on static pages to pay 1 credit instead of 10
  3. Switch to proxy_type=residential only after a 423 (anti-bot) response. It raises a browser request from 10 to 125 credits
  4. On the free plan a second concurrent request gets 409. Wait for the first to finish
  5. Google, Bing and Yandex result pages come back as raw HTML through /v2/general, so you parse them yourself

Other comparisons with Scrapeless or ScrapingAnt

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.