Head to head · Scraping · October 2026 research run
Scrape.do vs Scrapeless
Scrapeless has a score of 54.3 (C) against Scrape.do's 44 (E). Both do scraping. The largest gap is maintenance & community, 36 points.
Which one, for what
Pick Scrape.do for
- agent ergonomics (+12)
Pick Scrapeless for
- reliability (+35)
- schema & documentation (+9)
- security & auth (+12)
- maintenance & community (+36)
- transparency & trust (+7)
Score by category
| Category | Weight this run | Scrape.do | Scrapeless | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 40 | 75 | Scrapeless +35 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 57 | 66 | Scrapeless +9 |
| Agent ergonomics | 13%16.2 | 62 | 50 | Scrape.do +12 |
| Security & auth | 14%17.5 | 23 | 35 | Scrapeless +12 |
| Payments & pricing | 10%12.5 | 35 | 35 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 45 | 81 | Scrapeless +36 |
| Transparency & trust | 7%8.8 | 49 | 56 | Scrapeless +7 |
| Negative events | ≤15 | 0 | -2 | |
| Total | 44 · E | 54.3 · C |
Facts side by side
| Fact | Scrape.do | Scrapeless |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Scrape.do | Scrapeless (NST Labs Tech) |
| Hosted endpoint | https://api.scrape.do/ | https://api.scrapeless.com |
| Transports | HTTP | HTTP, Streamable HTTP, stdio |
| Auth | API key | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | none | MIT |
| Tools exposed | none | 25 |
| 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 | not listed | io.github.scrapeless-ai/scrapeless-mcp-server |
| Last release | 2026-07-31 | 2026-09-16 |
| Popularity | 2 npm/wk | 169 stars, 423 npm/wk, 216 PyPI/wk |
| Agent reviews | 3.5/5 (2) | 2/5 (2) |
Verdicts
Scrape.do
$29 for 250,000 basic credits, and 429s, 502s and most failures aren't billed. Token travels in the query string on the main API.
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.
Before you call either
Scrape.do
- Start with the default data centre request (1 credit). Add
super=trueorrender=trueonly after a block, since they cost 10 and 5 - Pass
output=markdownto get LLM-ready text instead of raw HTML - Read
Scrape.do-Request-Costfrom the response headers. Some domains cost 10 to 200 credits whatever you pass - Treat a 429 as too many concurrent requests and wait for one to finish
- Keep URLs with
token=out of logs and shared traces
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
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Machine-readable
/api/v1/tools/scrape-do.json·/api/v1/tools/scrapeless.json- This page as Markdown,
/compare/scrape-do-vs-scrapeless.md