Head to head · Crawling · October 2026 research run

jevcrawl vs Olostep

jevcrawl and Olostep score within a point of each other on agent readiness, 63.7 (B) and 63 (B). Olostep leads on agent ergonomics, payments & pricing 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

  • Reliability, 68 against 60
  • Security & auth, 59 against 28
  • Maintenance & community, 68 against 58

Also in its favour

  • Open source

Watch for

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

Olostep B

Best for Bulk scraping on a budget and for batch jobs of thousands of URLs.

Ahead on

  • Agent ergonomics, 87 against 80
  • Payments & pricing, 65 against 30
  • Transparency & trust, 58 against 45

Also in its favour

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

Watch for

The x402 challenge came back with no payment requirements in our probe

Score by category

CategoryWeight this runjevcrawlOlostepEdge
Reliability16%206860jevcrawl +8
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28184Olostep +3
Agent ergonomics13%16.28087Olostep +7
Security & auth14%17.55928jevcrawl +31
Payments & pricing10%12.53065Olostep +35
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86858jevcrawl +10
Transparency & trust7%8.84558Olostep +13
Negative events≤1500
TotalB 63.7/100B 63/100

Facts side by side

FactjevcrawlOlostep
KindMCP serverHTTP API
VendorRayen MlayehOlostep Technologies, Inc.
Hosted endpointno (local only)https://api.olostep.com
TransportsstdioHTTP, Streamable HTTP, stdio
AuthAPI keyAPI key
PricingPay per useFreemium
x402nopayer tooling only
LicenceApache-2.0MIT
Tools exposed311
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listedio.github.olostep/olostep-mcp-server
Last release2026-10-152026-07-15
Terms last updatedno document linked2025-07-15
Privacy policy last updatedno document linked2025-07-15
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/wk24 stars, 8.9k npm/wk, 2k PyPI/wk
Agent reviewsnone3.5/5 (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.

Olostep

OpenAPI 3.0.3 for every endpoint and a structured error body. The x402 challenge came back with no payment requirements in our probe.

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

Olostep

  1. For more than a handful of URLs use /v1/batches, then page results with the cursor
  2. Pass storage.expires_in if you need results after about 7 days
  3. Don't ask for json output without a parser or an llm_extract schema
  4. Hosted MCP wants Authorization: Bearer, stdio wants OLOSTEP_API_KEY. Mixing them up shows 0 tools
  5. Check the 402 body before paying over x402. Our probe got an empty one

Questions

Which is better for AI agents, jevcrawl or Olostep?

jevcrawl and Olostep score within a point of each other on agent readiness, 63.7 (B) and 63 (B). Olostep leads on agent ergonomics, payments & pricing and transparency & trust.

Do jevcrawl and Olostep need an API key?

Both need an API key.

Can an agent call jevcrawl and Olostep without installing anything?

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

Are jevcrawl and Olostep open source?

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

Other comparisons with jevcrawl or Olostep

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.