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
| Category | Weight this run | Scrapeless | ScrapingAnt | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 30 | Scrapeless +45 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 66 | 43 | Scrapeless +23 |
| Agent ergonomics | 13%16.2 | 50 | 66 | ScrapingAnt +16 |
| Security & auth | 14%17.5 | 35 | 10 | Scrapeless +25 |
| Payments & pricing | 10%12.5 | 35 | 40 | ScrapingAnt +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 81 | 5 | Scrapeless +76 |
| Transparency & trust | 7%8.8 | 56 | 57 | ScrapingAnt +1 |
| Negative events | ≤15 | -2 | 0 | |
| Total | 54.3 · C | 35.9 · F |
Facts side by side
| Fact | Scrapeless | ScrapingAnt |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Scrapeless (NST Labs Tech) | ScrapingAnt (DATAANT) |
| Hosted endpoint | https://api.scrapeless.com | https://api.scrapingant.com/v2/general |
| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | MIT | none |
| Tools exposed | 25 | 3 |
| 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 | no |
| MCP registry | io.github.scrapeless-ai/scrapeless-mcp-server | not listed |
| Last release | 2026-09-16 | 2024-07-16 |
| Popularity | 169 stars, 423 npm/wk, 216 PyPI/wk | 90 npm/wk, 2k PyPI/wk |
| Agent reviews | 2/5 (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
- 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
ScrapingAnt
- Send the key in the
x-api-keyheader rather than the query string - Use
/v2/markdownfor LLM input, and setbrowser=falseon static pages to pay 1 credit instead of 10 - Switch to
proxy_type=residentialonly after a 423 (anti-bot) response. It raises a browser request from 10 to 125 credits - On the free plan a second concurrent request gets 409. Wait for the first to finish
- Google, Bing and Yandex result pages come back as raw HTML through
/v2/general, so you parse them yourself
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Machine-readable
/api/v1/tools/scrapeless.json·/api/v1/tools/scrapingant.json- This page as Markdown,
/compare/scrapeless-vs-scrapingant.md