Oxylabs Web Scraper API vs Scrapeless

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.

Scrapeless

Hosted streamable HTTP MCP at api.scrapeless.com/mcp with header auth, plus a stdio package, both in the official MCP registry. llms.txt quotes Deep SerpApi at $0.1 per 1,000 while the plan data charges $1 per 1,000 for Google Search.

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

Scrapeless

1. Use scrape_markdown for reading pages and save the browser_* tools for clicks and logins, since browser time bills by the hour
2. Call browser_close when done so the session and its billing stop
3. Set limit on crawl_start. Unset, it defaults to 10,000 pages
4. Crawls are asynchronous. Call crawl_start, then poll crawl_result with the returned id
5. Set SCRAPELESS_API_KEY for the stdio server. Older guides use SCRAPELESS_KEY, which still works as a fallback