Head to head · Crawling · October 2026 research run

jevcrawl vs ScrapeGraphAI

ScrapeGraphAI scores 68.3 (B) on agent readiness against jevcrawl's 63.7 (B), and leads in 4 of 7 scored categories. jevcrawl leads on agent ergonomics and security & auth. 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

  • Agent ergonomics, 80 against 72
  • Security & auth, 59 against 39

Also in its favour

  • Runs on your own machine
  • Open source

Watch for

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

ScrapeGraphAI B

Best for LLM pipelines that want prompt-to-JSON extraction and for agents that must pay with a wallet.

Ahead on

  • Schema & documentation, 88 against 81
  • Payments & pricing, 90 against 30
  • Transparency & trust, 60 against 45

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

Rate limits and plan prices differ between docs pages

Score by category

CategoryWeight this runjevcrawlScrapeGraphAIEdge
Reliability16%206864jevcrawl +4
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28188ScrapeGraphAI +7
Agent ergonomics13%16.28072jevcrawl +8
Security & auth14%17.55939jevcrawl +20
Payments & pricing10%12.53090ScrapeGraphAI +60
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86870ScrapeGraphAI +2
Transparency & trust7%8.84560ScrapeGraphAI +15
Negative events≤1500
TotalB 63.7/100B 68.3/100

Facts side by side

FactjevcrawlScrapeGraphAI
KindMCP serverHTTP API
VendorRayen MlayehScrapeGraphAI
Hosted endpointno (local only)https://v2-api.scrapegraphai.com
TransportsstdioHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingPay per useFreemium
x402nopayer tooling only
LicenceApache-2.0none
Tools exposed320
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedio.github.ScrapeGraphAI/scrapegraph-mcp
Last release2026-10-152026-07-31
Terms last updatedno document linked2026-06-04
Privacy policy last updatedno document linked2024-03-15
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity60 stars, 204 PyPI/wk2.4k npm/wk, 46k PyPI/wk
Agent reviewsnone3/5 (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.

ScrapeGraphAI

An agent can mint an account and key over x402 or MPP with no signup. Rate limits and plan prices differ between docs pages.

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

ScrapeGraphAI

  1. Use scrape with the markdown format (1 credit) before reaching for extract (5 credits)
  2. Read GET https://v2-api.scrapegraphai.com/api/agent/protocols for current packs and prices before paying over x402
  3. MCP tool calls stop at 60 seconds. Use crawl_start and poll for anything longer
  4. Back off 1, 2 then 4 seconds on a 429 rate_limit_exceeded. No Retry-After is sent
  5. Use Orthogonal's x402 gateway when you need to pay per call without a key

Questions

Which is better for AI agents, jevcrawl or ScrapeGraphAI?

ScrapeGraphAI scores 68.3 (B) on agent readiness against jevcrawl's 63.7 (B), and leads in 4 of 7 scored categories. jevcrawl leads on agent ergonomics and security & auth.

Do jevcrawl and ScrapeGraphAI need an API key?

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

Can an agent call jevcrawl and ScrapeGraphAI without installing anything?

jevcrawl runs on your own machine, with no hosted endpoint listed. ScrapeGraphAI has a hosted endpoint at https://v2-api.scrapegraphai.com.

Are jevcrawl and ScrapeGraphAI open source?

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

Other comparisons with jevcrawl or ScrapeGraphAI

Machine-readable

For companies

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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.