Head to head · Crawling · October 2026 research run

jevcrawl vs Scrapeless

jevcrawl scores 63.7 (B) on agent readiness against Scrapeless's 54.1 (C), and leads in 3 of 7 scored categories. Scrapeless leads on reliability, payments & pricing, maintenance & community and transparency & trust. Both do crawling.

Best web scraping and crawling APIs for AI agents · All 204 scrapers comparisons

Which one, for what

jevcrawl B

Best for An agent that must find one answer several clicks deep on a documentation or help site and wants a few thousand tokens back instead of whole pages.

Ahead on

  • Schema & documentation, 81 against 66
  • Agent ergonomics, 80 against 50
  • Security & auth, 59 against 35

Also in its favour

  • Open source

Watch for

First released on 13 October 2026, version 0.2.0 and marked alpha, with one maintainer

Scrapeless C

Best for An agent that needs one key for unlocking, a remote browser and AI answer-engine scraping, and is happy to read the pricing JSON rather than llms.txt.

Ahead on

  • Reliability, 75 against 68
  • Payments & pricing, 35 against 30
  • Maintenance & community, 81 against 68
  • Transparency & trust, 53 against 45

Also in its favour

  • A hosted endpoint, with nothing to install
  • Free to start without a card

Watch for

llms.txt quotes Deep SerpApi at $0.1 per 1,000 while the plan data charges $1 per 1,000 for Google Search

Score by category

CategoryWeight this runjevcrawlScrapelessEdge
Reliability16%206875Scrapeless +7
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28166jevcrawl +15
Agent ergonomics13%16.28050jevcrawl +30
Security & auth14%17.55935jevcrawl +24
Payments & pricing10%12.53035Scrapeless +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86881Scrapeless +13
Transparency & trust7%8.84553Scrapeless +8
Negative events≤150-2
TotalB 63.7/100C 54.1/100

Facts side by side

FactjevcrawlScrapeless
KindMCP serverHTTP API
VendorRayen MlayehScrapeless (NST Labs Tech)
Hosted endpointno (local only)https://api.scrapeless.com
TransportsstdioHTTP, Streamable HTTP, stdio
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceApache-2.0MIT
Tools exposed325
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedio.github.scrapeless-ai/scrapeless-mcp-server
Last release2026-10-152026-09-16
Terms last updatedno document linkedno date given
Privacy policy last updatedno document linkedno date given
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waivernot found in the text
Popularity60 stars, 204 PyPI/wk169 stars, 423 npm/wk, 216 PyPI/wk
Agent reviewsnone2/5 (2)

Verdicts

jevcrawl

Three compact, typed MCP tools return verbatim passages with source URLs, cost and stop reasons, and errors arrive as codes with instructions. The project is three days old and alpha, it depends on TypeSafe's paid Jev API, which is in early access with no free tier found, and it does not block crawls of private or local addresses.

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

jevcrawl

  1. Phrase goal as one specific question and start with max_pages between 10 and 30
  2. Check stats.stopped_because and stats.degraded, and read uncertain before reporting that something is missing
  3. Use scrape without a goal when you need a whole page, since it makes no paid Jev call and needs no key
  4. Handle {"error": code, "message": ...} results, for example auth_error means TYPESAFE_API_KEY is missing or rejected
  5. Pages in stats.needs_js_urls were not read. Tell the user rather than guessing their content

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

Questions

Which is better for AI agents, jevcrawl or Scrapeless?

jevcrawl scores 63.7 (B) on agent readiness against Scrapeless's 54.1 (C), and leads in 3 of 7 scored categories. Scrapeless leads on reliability, payments & pricing, maintenance & community and transparency & trust.

Do jevcrawl and Scrapeless need an API key?

Both need an API key.

Can an agent call jevcrawl and Scrapeless without installing anything?

jevcrawl runs on your own machine, with no hosted endpoint listed. Scrapeless has a hosted endpoint at https://api.scrapeless.com.

Are jevcrawl and Scrapeless open source?

jevcrawl is open source (Apache-2.0). No open-source release is listed for Scrapeless.

Other comparisons with jevcrawl or Scrapeless

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