Head to head · Scraping · October 2026 research run

ScrapeGraphAI vs ScrapingAnt

ScrapeGraphAI has a score of 68.3 (B) against ScrapingAnt's 35.9 (F). Both do scraping. The largest gap is maintenance & community, 65 points.

Which one, for what

Pick ScrapeGraphAI for

  • reliability (+34)
  • schema & documentation (+45)
  • agent ergonomics (+6)
  • security & auth (+29)
  • payments & pricing (+50)
  • maintenance & community (+65)

Pick ScrapingAnt for

No category where it leads by five points or more.

Score by category

CategoryWeight this runScrapeGraphAIScrapingAntEdge
Reliability16%206430ScrapeGraphAI +34
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28843ScrapeGraphAI +45
Agent ergonomics13%16.27266ScrapeGraphAI +6
Security & auth14%17.53910ScrapeGraphAI +29
Payments & pricing10%12.59040ScrapeGraphAI +50
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8705ScrapeGraphAI +65
Transparency & trust7%8.86157ScrapeGraphAI +4
Negative events≤1500
Total68.3 · B35.9 · F

Facts side by side

FactScrapeGraphAIScrapingAnt
KindHTTP APIHTTP API
VendorScrapeGraphAIScrapingAnt (DATAANT)
Hosted endpointhttps://v2-api.scrapegraphai.comhttps://api.scrapingant.com/v2/general
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyAPI key
PricingFreemiumFreemium
x402payer tooling onlyno
Licencenonenone
Tools exposed203
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.ScrapeGraphAI/scrapegraph-mcpnot listed
Last release2026-07-312024-07-16
Popularity2.4k npm/wk, 46k PyPI/wk90 npm/wk, 2k PyPI/wk
Agent reviews3/5 (2)3.5/5 (2)

Verdicts

ScrapeGraphAI

An agent can mint an account and key over x402 or MPP with no signup. Rate limits and plan prices differ between docs pages.

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

ScrapeGraphAI

  1. Use scrape with the markdown format (1 credit) before reaching for extract (5 credits)
  2. Read GET https://v2-api.scrapegraphai.com/api/agent/protocols for current packs and prices before paying over x402
  3. MCP tool calls stop at 60 seconds. Use crawl_start and poll for anything longer
  4. Back off 1, 2 then 4 seconds on a 429 rate_limit_exceeded. No Retry-After is sent
  5. Use Orthogonal's x402 gateway when you need to pay per call without a key

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 ScrapeGraphAI or ScrapingAnt

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