Head to head · Scraping · October 2026 research run

ScrapeGraphAI vs ZenRows

ZenRows has a score of 75.1 (BB) against ScrapeGraphAI's 68.3 (B). Both do scraping. The largest gap is reliability, 23 points.

Which one, for what

Pick ScrapeGraphAI for

  • schema & documentation (+5)
  • payments & pricing (+10)

Pick ZenRows for

  • reliability (+23)
  • agent ergonomics (+7)
  • maintenance & community (+17)
  • transparency & trust (+14)

Score by category

CategoryWeight this runScrapeGraphAIZenRowsEdge
Reliability16%206487ZenRows +23
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28883ScrapeGraphAI +5
Agent ergonomics13%16.27279ZenRows +7
Security & auth14%17.53941ZenRows +2
Payments & pricing10%12.59080ScrapeGraphAI +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.87087ZenRows +17
Transparency & trust7%8.86175ZenRows +14
Negative events≤1500
Total68.3 · B75.1 · BB

Facts side by side

FactScrapeGraphAIZenRows
KindHTTP APIHTTP API
VendorScrapeGraphAIZenRows
Hosted endpointhttps://v2-api.scrapegraphai.comhttps://api.zenrows.com/v1/
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP, stdio
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402payer tooling onlypayer tooling only
Licencenonenone
Tools exposed2044
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.ScrapeGraphAI/scrapegraph-mcpio.github.ZenRows/zenrows-mcp
Last release2026-07-312026-09-18
Popularity2.4k npm/wk, 46k PyPI/wk21 stars, 35k npm/wk
Agent reviews3/5 (2)3.8/5 (8)

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.

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

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

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 ScrapeGraphAI or ZenRows

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