Head to head · Scraping · October 2026 research run

jevcrawl vs Oxylabs Web Scraper API

jevcrawl and Oxylabs Web Scraper API score within a point of each other on agent readiness, 63.7 (B) and 63 (B). Oxylabs Web Scraper API leads on reliability, payments & pricing and transparency & trust. Both do scraping.

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 68
  • Security & auth, 59 against 53

Also in its favour

  • Open source
  • No incidents deducted, where Oxylabs Web Scraper API loses 3 points for them

Watch for

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

Oxylabs Web Scraper API B

Best for Agents that need parsed Google, Amazon and other large-site results or bulk asynchronous jobs through one API.

Ahead on

  • Reliability, 80 against 68
  • Payments & pricing, 40 against 30
  • Transparency & trust, 63 against 45

Also in its favour

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

Watch for

Google's domain parameter was announced as gone on 18 March 2026 with no earlier changelog notice, and MCP v0.9.3 still exposes it

Score by category

CategoryWeight this runjevcrawlOxylabs Web Scraper APIEdge
Reliability16%206880Oxylabs Web Scraper API +12
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28168jevcrawl +13
Agent ergonomics13%16.28079jevcrawl +1
Security & auth14%17.55953jevcrawl +6
Payments & pricing10%12.53040Oxylabs Web Scraper API +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86872Oxylabs Web Scraper API +4
Transparency & trust7%8.84563Oxylabs Web Scraper API +18
Negative events≤150-3
TotalB 63.7/100B 63/100

Facts side by side

FactjevcrawlOxylabs Web Scraper API
KindMCP serverHTTP API
VendorRayen Mlayehoxylabs, UAB
Hosted endpointno (local only)https://realtime.oxylabs.io/v1/queries
TransportsstdioHTTP, Streamable HTTP, stdio
AuthAPI keyAPI key
PricingPay per usePay per use
x402nono
LicenceApache-2.0Proprietary service under the Oxylabs General Conditions. The MCP server and the Python SDK on GitHub are MIT
Tools exposed310
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedio.oxylabs/oxylabs-mcp
Last release2026-10-152026-09-07
Terms last updatedno document linked2026-10-05
Privacy policy last updatedno document linked2024-10-14
Customer content may train modelsyes
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 waiveryes
Popularity60 stars, 204 PyPI/wk18k PyPI/wk

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.

Oxylabs Web Scraper API

Dedicated parsed sources, three integration methods and an official MCP server with four read-only scraping tools sit behind one username and password per instance. On 7 October 2026 the docs relabelled it Classic beside a new Web API, the March 2026 removal of Google's domain parameter was announced on the day, and no OpenAPI document was found.

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

Oxylabs Web Scraper API

  1. Send "markdown": true for page reading. HTML is the default output and costs far more tokens
  2. Add "render": "html" only when a page comes back empty. Rendered results cost $1.50 per 1,000 against $1.00 on the Starter plan
  3. Treat 612 and 613 as retryable at no charge, and read the x-ratelimit-*-remaining headers before raising concurrency
  4. Use geo_location for Google localisation. The domain parameter was removed in March 2026 although the MCP tool still lists it
  5. Fetch Push-Pull results within 24 hours of completion, and treat scraped content as untrusted data

Questions

Which is better for AI agents, jevcrawl or Oxylabs Web Scraper API?

jevcrawl and Oxylabs Web Scraper API score within a point of each other on agent readiness, 63.7 (B) and 63 (B). Oxylabs Web Scraper API leads on reliability, payments & pricing and transparency & trust.

Do jevcrawl and Oxylabs Web Scraper API need an API key?

Both need an API key.

Can an agent call jevcrawl and Oxylabs Web Scraper API without installing anything?

jevcrawl runs on your own machine, with no hosted endpoint listed. Oxylabs Web Scraper API has a hosted endpoint at https://realtime.oxylabs.io/v1/queries.

Are jevcrawl and Oxylabs Web Scraper API open source?

jevcrawl is open source (Apache-2.0). No open-source release is listed for Oxylabs Web Scraper API.

Other comparisons with jevcrawl or Oxylabs Web Scraper API

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