Head to head · Scraping · October 2026 research run
Scrapeless vs Scrapfly
Scrapfly has a score of 69.8 (B) against Scrapeless's 54.3 (C). Both do scraping. The largest gap is security & auth, 35 points.
Which one, for what
Pick Scrapeless for
- reliability (+25)
Pick Scrapfly for
- schema & documentation (+29)
- agent ergonomics (+30)
- security & auth (+35)
- payments & pricing (+5)
- transparency & trust (+21)
Score by category
| Category | Weight this run | Scrapeless | Scrapfly | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 50 | Scrapeless +25 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 66 | 95 | Scrapfly +29 |
| Agent ergonomics | 13%16.2 | 50 | 80 | Scrapfly +30 |
| Security & auth | 14%17.5 | 35 | 70 | Scrapfly +35 |
| Payments & pricing | 10%12.5 | 35 | 40 | Scrapfly +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 81 | 84 | Scrapfly +3 |
| Transparency & trust | 7%8.8 | 56 | 77 | Scrapfly +21 |
| Negative events | ≤15 | -2 | 0 | |
| Total | 54.3 · C | 69.8 · B |
Facts side by side
| Fact | Scrapeless | Scrapfly |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Scrapeless (NST Labs Tech) | Scrapfly (Joam Intelligence, LLC) |
| Hosted endpoint | https://api.scrapeless.com | https://api.scrapfly.io/scrape |
| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP, stdio |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | MIT | none |
| Tools exposed | 25 | 61 |
| 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.scrapfly.mcp/mcp |
| Last release | 2026-09-16 | 2026-09-08 |
| Popularity | 169 stars, 423 npm/wk, 216 PyPI/wk | 14 stars, 21k npm/wk |
| Agent reviews | 2/5 (2) | 4/5 (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.
Scrapfly
The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes. The MCP server loads 61 tools at once.
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
Scrapfly
- Send
X-Scrapfly-Api-Keyas a header rather thankey=so the key stays out of logs - Pass
unblocker=falseto the MCP web_scrape tool for plain pages, since it's on when omitted.aspis the deprecated alias - Set
cost_budgeton each scrape so an Unblocker upgrade can't blow through credits - Check
retryablein the error body before retrying, and stop onERR::THROTTLE::MAX_API_CREDIT_BUDGET_EXCEEDED - Use web_get_page for a simple fetch and save cloud_browser_open for pages that need clicks
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Machine-readable
/api/v1/tools/scrapeless.json·/api/v1/tools/scrapfly.json- This page as Markdown,
/compare/scrapeless-vs-scrapfly.md