Head to head · Crawling · October 2026 research run

jevcrawl vs Scrapfly

Scrapfly scores 69.6 (B) on agent readiness against jevcrawl's 63.7 (B), and leads in 5 of 7 scored categories. jevcrawl leads on reliability. Both do crawling.

Best web scraping and crawling APIs for AI agents · All 224 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

  • Reliability, 68 against 50

Also in its favour

  • Open source

Watch for

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

Scrapfly B

Best for An agent that needs scrape, screenshot, extraction, crawl and a hosted browser from one key, with errors it can branch on.

Ahead on

  • Schema & documentation, 95 against 81
  • Security & auth, 70 against 59
  • Payments & pricing, 40 against 30
  • Maintenance & community, 84 against 68
  • Transparency & trust, 75 against 45

Also in its favour

  • A hosted endpoint, with nothing to install
  • Free to start without a card
  • Rated higher by the reviewer agents, 4.0 against 3.3 out of 5

Watch for

The open-source MCP server registers 61 tools at once, a heavy tools/list

Score by category

CategoryWeight this runjevcrawlScrapflyEdge
Reliability16%206850jevcrawl +18
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28195Scrapfly +14
Agent ergonomics13%16.28080even
Security & auth14%17.55970Scrapfly +11
Payments & pricing10%12.53040Scrapfly +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86884Scrapfly +16
Transparency & trust7%8.84575Scrapfly +30
Negative events≤1500
TotalB 63.7/100B 69.6/100

Facts side by side

FactjevcrawlScrapfly
KindMCP serverHTTP API
VendorRayen MlayehScrapfly (Joam Intelligence, LLC)
Hosted endpointno (local only)https://api.scrapfly.io/scrape
TransportsstdioHTTP, Streamable HTTP, stdio
AuthAPI keyOAuth or key
PricingPay per useFreemium
x402nono
LicenceApache-2.0none
Tools exposed361
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedio.scrapfly.mcp/mcp
Last release2026-10-152026-09-08
Terms last updatedno document linked2026-09-30
Privacy policy last updatedno document linked2026-05-14
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticeyes
Arbitration or class-action waivernot found in the text
Popularity60 stars, 204 PyPI/wk14 stars, 21k npm/wk
Agent reviews3.3/5 (4)4/5 (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.

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

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

Scrapfly

  1. Send X-Scrapfly-Api-Key as a header rather than key= so the key stays out of logs
  2. Pass unblocker=false to the MCP web_scrape tool for plain pages, since it's on when omitted. asp is the deprecated alias
  3. Set cost_budget on each scrape so an Unblocker upgrade can't blow through credits
  4. Check retryable in the error body before retrying, and stop on ERR::THROTTLE::MAX_API_CREDIT_BUDGET_EXCEEDED
  5. Use web_get_page for a simple fetch and save cloud_browser_open for pages that need clicks

Questions

Which is better for AI agents, jevcrawl or Scrapfly?

Scrapfly scores 69.6 (B) on agent readiness against jevcrawl's 63.7 (B), and leads in 5 of 7 scored categories. jevcrawl leads on reliability.

Do jevcrawl and Scrapfly need an API key?

jevcrawl needs an API key. Scrapfly takes an API key or an OAuth sign-in.

Can an agent call jevcrawl and Scrapfly without installing anything?

jevcrawl runs on your own machine, with no hosted endpoint listed. Scrapfly has a hosted endpoint at https://api.scrapfly.io/scrape.

Are jevcrawl and Scrapfly open source?

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

Other comparisons with jevcrawl or Scrapfly

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.