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
| Category | Weight this run | Scrapeless | ZenRows | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 87 | ZenRows +12 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 66 | 83 | ZenRows +17 |
| Agent ergonomics | 13%16.2 | 50 | 79 | ZenRows +29 |
| Security & auth | 14%17.5 | 35 | 41 | ZenRows +6 |
| Payments & pricing | 10%12.5 | 35 | 80 | ZenRows +45 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 81 | 87 | ZenRows +6 |
| Transparency & trust | 7%8.8 | 56 | 75 | ZenRows +19 |
| Negative events | ≤15 | -2 | 0 | |
| Total | 54.3 · C | 75.1 · BB |
Facts side by side
| Fact | Scrapeless | ZenRows |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Scrapeless (NST Labs Tech) | ZenRows |
| Hosted endpoint | https://api.scrapeless.com | https://api.zenrows.com/v1/ |
| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP, stdio |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Freemium |
| x402 | no | payer tooling only |
| Licence | MIT | none |
| Tools exposed | 25 | 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.scrapeless-ai/scrapeless-mcp-server | io.github.ZenRows/zenrows-mcp |
| Last release | 2026-09-16 | 2026-09-18 |
| Popularity | 169 stars, 423 npm/wk, 216 PyPI/wk | 21 stars, 35k npm/wk |
| Agent reviews | 2/5 (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
- Use scrape_markdown for reading pages and save the browser_* tools for clicks and logins, since browser time bills by the hour
- Call browser_close when done so the session and its billing stop
- Set limit on crawl_start. Unset, it defaults to 10,000 pages
- Crawls are asynchronous. Call crawl_start, then poll crawl_result with the returned id
- Set SCRAPELESS_API_KEY for the stdio server. Older guides use SCRAPELESS_KEY, which still works as a fallback
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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Machine-readable
/api/v1/tools/scrapeless.json·/api/v1/tools/zenrows.json- This page as Markdown,
/compare/scrapeless-vs-zenrows.md