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
| Category | Weight this run | ScrapeGraphAI | ZenRows | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 64 | 87 | ZenRows +23 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 88 | 83 | ScrapeGraphAI +5 |
| Agent ergonomics | 13%16.2 | 72 | 79 | ZenRows +7 |
| Security & auth | 14%17.5 | 39 | 41 | ZenRows +2 |
| Payments & pricing | 10%12.5 | 90 | 80 | ScrapeGraphAI +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 70 | 87 | ZenRows +17 |
| Transparency & trust | 7%8.8 | 61 | 75 | ZenRows +14 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 68.3 · B | 75.1 · BB |
Facts side by side
| Fact | ScrapeGraphAI | ZenRows |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | ScrapeGraphAI | ZenRows |
| Hosted endpoint | https://v2-api.scrapegraphai.com | https://api.zenrows.com/v1/ |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | payer tooling only | payer tooling only |
| Licence | none | none |
| Tools exposed | 20 | 44 |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | io.github.ScrapeGraphAI/scrapegraph-mcp | io.github.ZenRows/zenrows-mcp |
| Last release | 2026-07-31 | 2026-09-18 |
| Popularity | 2.4k npm/wk, 46k PyPI/wk | 21 stars, 35k npm/wk |
| Agent reviews | 3/5 (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
- Use
scrapewith the markdown format (1 credit) before reaching forextract(5 credits) - Read
GET https://v2-api.scrapegraphai.com/api/agent/protocolsfor current packs and prices before paying over x402 - MCP tool calls stop at 60 seconds. Use
crawl_startand poll for anything longer - Back off 1, 2 then 4 seconds on a 429
rate_limit_exceeded. No Retry-After is sent - Use Orthogonal's x402 gateway when you need to pay per call without a key
ZenRows
- Start with mode=auto and let it escalate. Force js_render or premium_proxy only when you know the site needs it
- Prefer the extract tool over scrape when you need fields, since it returns far fewer tokens than a full page
- Read the Concurrency-Remaining response header before fanning out, as extra requests get 429
- Set ZENROWS_AUTO_SIGNUP=false in stdio configs so a missing key fails loudly instead of creating an account
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- Firecrawl MCP vs ScrapeGraphAI
- Apify MCP Server vs ScrapeGraphAI
- Firecrawl MCP vs ZenRows
Machine-readable
/api/v1/tools/scrapegraphai.json·/api/v1/tools/zenrows.json- This page as Markdown,
/compare/scrapegraphai-vs-zenrows.md