Firecrawl MCP vs Scrapeless

Firecrawl MCP

Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment.

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.

Firecrawl MCP

1. Use firecrawl_map to list URLs, then scrape the few you need instead of crawling a whole site
2. On the keyless endpoint only scrape, search and parse work. A 429 carries a signup_url for the human
3. Ask for markdown only. JSON, question and highlight formats add 4 credits a page
4. Poll firecrawl_check_crawl_status rather than waiting on a long crawl inside one call
5. Check the URL before scraping. Dead pages still cost a credit

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