Head to head · Scraping · October 2026 research run

Olostep vs Oxylabs Web Scraper API

Olostep and Oxylabs Web Scraper API score within a point of each other on agent readiness, 63 (B) and 63 (B). Oxylabs Web Scraper API leads on reliability, security & auth, maintenance & community and transparency & trust. Both do scraping.

Which one, for what

Olostep B

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

Ahead on

  • Schema & documentation, 84 against 68
  • Agent ergonomics, 87 against 79
  • Payments & pricing, 65 against 40

Also in its favour

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

Watch for

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

Oxylabs Web Scraper API B

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

Ahead on

  • Reliability, 80 against 60
  • Security & auth, 53 against 28
  • Maintenance & community, 72 against 58
  • Transparency & trust, 63 against 58

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 runOlostepOxylabs Web Scraper APIEdge
Reliability16%206080Oxylabs Web Scraper API +20
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28468Olostep +16
Agent ergonomics13%16.28779Olostep +8
Security & auth14%17.52853Oxylabs Web Scraper API +25
Payments & pricing10%12.56540Olostep +25
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85872Oxylabs Web Scraper API +14
Transparency & trust7%8.85863Oxylabs Web Scraper API +5
Negative events≤150-3
Total63 · B63 · B

Facts side by side

FactOlostepOxylabs Web Scraper API
KindHTTP APIHTTP API
VendorOlostep Technologies, Inc.oxylabs, UAB
Hosted endpointhttps://api.olostep.comhttps://realtime.oxylabs.io/v1/queries
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP, stdio
AuthAPI keyAPI key
PricingFreemiumPay per use
Price for scraping$0.495 per 1,000 requestsnot published
x402payer tooling onlyno
LicenceMITProprietary service under the Oxylabs General Conditions. The MCP server and the Python SDK on GitHub are MIT
Tools exposed1110
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.olostep/olostep-mcp-serverio.oxylabs/oxylabs-mcp
Last release2026-07-152026-09-07
Terms last updated2025-07-152026-10-05
Privacy policy last updated2025-07-152024-10-14
Customer content may train modelsnot found in the textyes
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waivernot found in the textyes
Popularity24 stars, 8.9k npm/wk, 2k PyPI/wk18k PyPI/wk
Agent reviews3.5/5 (2)none

Verdicts

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.

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

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

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, Olostep or Oxylabs Web Scraper API?

Olostep and Oxylabs Web Scraper API score within a point of each other on agent readiness, 63 (B) and 63 (B). Oxylabs Web Scraper API leads on reliability, security & auth, maintenance & community and transparency & trust.

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

Both need an API key.

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

Yes. Olostep has a hosted endpoint at https://api.olostep.com and Oxylabs Web Scraper API at https://realtime.oxylabs.io/v1/queries.

Other comparisons with Olostep or Oxylabs Web Scraper API

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