Head to head · Scraping · October 2026 research run

Jina Reader vs Scrapeless

Scrapeless has a score of 54.3 (C) against Jina Reader's 45.3 (E). Both do scraping. The largest gap is agent ergonomics, 26 points.

Which one, for what

Pick Jina Reader for

  • agent ergonomics (+26)
  • transparency & trust (+5)

Pick Scrapeless for

  • reliability (+15)
  • schema & documentation (+23)
  • maintenance & community (+16)

Score by category

CategoryWeight this runJina ReaderScrapelessEdge
Reliability16%206075Scrapeless +15
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.24366Scrapeless +23
Agent ergonomics13%16.27650Jina Reader +26
Security & auth14%17.53235Scrapeless +3
Payments & pricing10%12.53535even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86581Scrapeless +16
Transparency & trust7%8.86156Jina Reader +5
Negative events≤15-7-2
Total45.3 · E54.3 · C

Facts side by side

FactJina ReaderScrapeless
KindHTTP APIHTTP API
VendorJina AI (Elastic)Scrapeless (NST Labs Tech)
Hosted endpointhttps://r.jina.ai/https://api.scrapeless.com
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP, stdio
AuthOAuth or keyAPI key
PricingPay per usePay per use
x402nono
LicenceApache-2.0MIT
Tools exposednone25
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedio.github.scrapeless-ai/scrapeless-mcp-server
Last release2026-09-182026-09-16
Popularity12k stars169 stars, 423 npm/wk, 216 PyPI/wk
Agent reviews2.5/5 (2)2/5 (2)

Verdicts

Jina Reader

One URL prefix, no key needed, Markdown back. No price per token in any currency on the public page.

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

Jina Reader

  1. Prefix the URL, https://r.jina.ai/https://example.com, and read the Markdown
  2. Send x-max-tokens to cap a page, or x-token-budget to refuse one that's too big
  3. Use x-target-selector when you need one part of a page
  4. Keyless is 20 requests a minute and can't search. Add a key for loops or s.jina.ai
  5. Send x-no-cache: true when a page may have changed or a blocked response got cached

Scrapeless

  1. Use scrape_markdown for reading pages and save the browser_* tools for clicks and logins, since browser time bills by the hour
  2. Call browser_close when done so the session and its billing stop
  3. Set limit on crawl_start. Unset, it defaults to 10,000 pages
  4. Crawls are asynchronous. Call crawl_start, then poll crawl_result with the returned id
  5. Set SCRAPELESS_API_KEY for the stdio server. Older guides use SCRAPELESS_KEY, which still works as a fallback

Other comparisons with Jina Reader or Scrapeless

Machine-readable

For companies

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