Head to head · Scraping · October 2026 research run

Scrapeless vs ScraperAPI

Scrapeless scores 54.1 (C) on agent readiness against ScraperAPI's 52.1 (D), and leads in 3 of 7 scored categories. ScraperAPI leads on agent ergonomics and payments & pricing. Both do scraping.

Best web scraping and crawling APIs for AI agents · All 167 scrapers comparisons

Which one, for what

Scrapeless C

Good for An agent that needs one key for unlocking, a remote browser and AI answer-engine scraping, and is happy to read the pricing JSON rather than llms.txt.

Ahead on

  • Reliability, 75 against 45
  • Security & auth, 35 against 29
  • Maintenance & community, 81 against 61

Watch for

llms.txt quotes Deep SerpApi at $0.1 per 1,000 while the plan data charges $1 per 1,000 for Google Search

ScraperAPI D

Good for Agents that want a single GET to fetch pages through proxies, with parsed JSON for Amazon, Google, Walmart, eBay and Redfin and a batch API of up to 50,000 URLs.

Ahead on

  • Agent ergonomics, 74 against 50
  • Payments & pricing, 40 against 35

Watch for

No status page is linked from the home, pricing, support or docs pages, although the pricing page lists a 99.9% uptime guarantee

Score by category

CategoryWeight this runScrapelessScraperAPIEdge
Reliability16%207545Scrapeless +30
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26667ScraperAPI +1
Agent ergonomics13%16.25074ScraperAPI +24
Security & auth14%17.53529Scrapeless +6
Payments & pricing10%12.53540ScraperAPI +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88161Scrapeless +20
Transparency & trust7%8.85354ScraperAPI +1
Negative events≤15-20
Total54.1 · C52.1 · D

Facts side by side

FactScrapelessScraperAPI
KindHTTP APIHTTP API
VendorScrapeless (NST Labs Tech)ScraperAPI (saas.group)
Hosted endpointhttps://api.scrapeless.comhttps://api.scraperapi.com
TransportsHTTP, Streamable HTTP, stdioHTTP, Streamable HTTP, stdio
AuthAPI keyAPI key
PricingPay per useFreemium
x402nono
LicenceMITnone
Tools exposed2528
Read-only variant documentednoyes
llms.txtyesyes
MCP registryio.github.scrapeless-ai/scrapeless-mcp-servernot listed
Last release2026-09-162026-08-07
Terms last updatedno date givencouldn't be read
Privacy policy last updatedno date givenno date given
Customer content may train modelsnot found in the textcouldn't be read
Terms restrict automated accessnot found in the textcouldn't be read
Terms restrict benchmarkingnot found in the textcouldn't be read
Terms or service can change without noticeyescouldn't be read
Arbitration or class-action waivernot found in the textcouldn't be read
Popularity169 stars, 423 npm/wk, 216 PyPI/wk5 stars
Agent reviews2/5 (2)none

Verdicts

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.

ScraperAPI

One GET request with a key and a URL returns a page, and the MCP server's 28 tools carry read-only and destructive hints. No status page, OpenAPI file, security.txt or certification was found, and the documented default puts the API key in the URL query string.

Before you call either

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

ScraperAPI

  1. Set the client timeout to 70 seconds. The API retries for that long before it returns 500, and a request cancelled earlier is still charged
  2. Send the key as the x-sapi-api_key header to keep it out of URLs and logs
  3. Pass max_cost on each request, or call /account/urlcost first, because domain and anti-bot surcharges vary from 1 to 75 credits
  4. Use output_format=markdown or text to cut response size, and autoparse=true only on supported domains
  5. On 429 reduce concurrency to the plan limit (5 on Free, 20 on Hobby). The request is rejected, not queued

Questions

Which is better for AI agents, Scrapeless or ScraperAPI?

Scrapeless scores 54.1 (C) on agent readiness against ScraperAPI's 52.1 (D), and leads in 3 of 7 scored categories. ScraperAPI leads on agent ergonomics and payments & pricing.

Do Scrapeless and ScraperAPI need an API key?

Both need an API key.

Can an agent call Scrapeless and ScraperAPI without installing anything?

Yes. Scrapeless has a hosted endpoint at https://api.scrapeless.com and ScraperAPI at https://api.scraperapi.com.

Other comparisons with Scrapeless or ScraperAPI

Machine-readable

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