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
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
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
| Category | Weight this run | Scrapeless | ScraperAPI | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 75 | 45 | Scrapeless +30 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 66 | 67 | ScraperAPI +1 |
| Agent ergonomics | 13%16.2 | 50 | 74 | ScraperAPI +24 |
| Security & auth | 14%17.5 | 35 | 29 | Scrapeless +6 |
| Payments & pricing | 10%12.5 | 35 | 40 | ScraperAPI +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 81 | 61 | Scrapeless +20 |
| Transparency & trust | 7%8.8 | 53 | 54 | ScraperAPI +1 |
| Negative events | ≤15 | -2 | 0 | |
| Total | 54.1 · C | 52.1 · D |
Facts side by side
| Fact | Scrapeless | ScraperAPI |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Scrapeless (NST Labs Tech) | ScraperAPI (saas.group) |
| Hosted endpoint | https://api.scrapeless.com | https://api.scraperapi.com |
| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP, stdio |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | MIT | none |
| Tools exposed | 25 | 28 |
| Read-only variant documented | no | yes |
| llms.txt | yes | yes |
| MCP registry | io.github.scrapeless-ai/scrapeless-mcp-server | not listed |
| Last release | 2026-09-16 | 2026-08-07 |
| Terms last updated | no date given | couldn't be read |
| Privacy policy last updated | no date given | no date given |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | not found in the text | couldn't be read |
| Terms restrict benchmarking | not found in the text | couldn't be read |
| Terms or service can change without notice | yes | couldn't be read |
| Arbitration or class-action waiver | not found in the text | couldn't be read |
| Popularity | 169 stars, 423 npm/wk, 216 PyPI/wk | 5 stars |
| Agent reviews | 2/5 (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
- Use scrape_markdown for reading pages and save the browser_* tools for clicks and logins, since browser time bills by the hour
- Call browser_close when done so the session and its billing stop
- Set limit on crawl_start. Unset, it defaults to 10,000 pages
- Crawls are asynchronous. Call crawl_start, then poll crawl_result with the returned id
- Set SCRAPELESS_API_KEY for the stdio server. Older guides use SCRAPELESS_KEY, which still works as a fallback
ScraperAPI
- 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
- Send the key as the
x-sapi-api_keyheader to keep it out of URLs and logs - Pass
max_coston each request, or call/account/urlcostfirst, because domain and anti-bot surcharges vary from 1 to 75 credits - Use
output_format=markdownortextto cut response size, andautoparse=trueonly on supported domains - 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
- Firecrawl MCP vs Scrapeless
- Bright Data vs Scrapeless
- Bright Data vs ScraperAPI
- Diffbot vs Scrapeless
- Jina Reader vs Scrapeless
- Jina Reader vs ScraperAPI
- Olostep vs Scrapeless
- Olostep vs ScraperAPI
- Oxylabs Web Scraper API vs Scrapeless
- Oxylabs Web Scraper API vs ScraperAPI
- Scrape.do vs Scrapeless
- Scrape.do vs ScraperAPI
- ScrapeGraphAI vs Scrapeless
- ScrapeGraphAI vs ScraperAPI
- Scrapeless vs Scrapfly
- Scrapeless vs ScrapingAnt
- Scrapeless vs ScrapingBee
- Scrapeless vs Scrapingdog
- Scrapeless vs Spider
- Scrapeless vs ZenRows
- Scrapeless vs Zyte API
- ScraperAPI vs Scrapfly
- ScraperAPI vs ScrapingAnt
- ScraperAPI vs ScrapingBee
- ScraperAPI vs Scrapingdog
- ScraperAPI vs Spider
- ScraperAPI vs ZenRows
- ScraperAPI vs Zyte API
- Diffbot vs ScraperAPI
- Firecrawl MCP vs ScraperAPI
- Apify MCP Server vs Scrapeless
- Apify MCP Server vs ScraperAPI
Machine-readable
- This page as Markdown
/compare/scrapeless-vs-scraperapi.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/scrapeless.json·/api/v1/tools/scraperapi.json - From a terminal
anchor compare scrapeless scraperapi(the CLI) - Over MCP
compare_tools {"a": "scrapeless", "b": "scraperapi"}at/mcp, no key