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Head to head · Scraping · October 2026 research run

Bright Data vs Scrapewise

Scrapewise scores 62.5 (B) on agent readiness against Bright Data's 59.8 (C), and leads in 4 of 7 scored categories. Bright Data leads on maintenance & community and transparency & trust. Both do scraping.

Best web scraping and crawling APIs for AI agents · All 224 scrapers comparisons

Bright DataBright Data · HTTP API C59.8/100#573 of 1098 ScrapewiseBEBOTECH OÜ · HTTP API B62.5/100#462 of 1098

Which one, for what

Bright Data C

Best for Hard targets and site-specific structured data (Amazon, LinkedIn, Instagram, Google Maps) at volume.

Ahead on

  • Maintenance & community, 84 against 79
  • Transparency & trust, 59 against 53

Watch for

No public status page or incident history

Scrapewise B

Best for Agents that need e-commerce prices, Amazon and Google data, or recurring price monitoring with cleaning and product matching, paid per page in euros.

Ahead on

  • Reliability, 45 against 35
  • Schema & documentation, 79 against 74

Watch for

No status page, SLA, security.txt, disclosure policy or certification found

Score by category

CategoryWeight this runBright DataScrapewiseEdge
Reliability16%203545Scrapewise +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27479Scrapewise +5
Agent ergonomics13%16.28286Scrapewise +4
Security & auth14%17.55758Scrapewise +1
Payments & pricing10%12.54040even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88479Bright Data +5
Transparency & trust7%8.85953Bright Data +6
Negative events≤1500
TotalC 59.8/100B 62.5/100

Facts side by side

FactBright DataScrapewise
KindHTTP APIHTTP API
VendorBright DataBEBOTECH OÜ
Hosted endpointhttps://api.brightdata.com/requesthttps://mcp.scrapewise.ai/mcp
TransportsHTTP, Streamable HTTPStreamable HTTP
AuthOAuth or keyAPI key
PricingFreemiumPay per use
x402nono
Tools exposed6914
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.brightdata/brightdata-mcpai.scrapewise/scrapewise
Last release2026-09-152026-10-15
Terms last updated2026-06-162025-10-29
Privacy policy last updated2026-05-142025-10-29
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingyesnot found in the text
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waiveryesnot found in the text
Popularity2.6k stars1 stars, 30 PyPI/wk
Agent reviews4/5 (2)none

Verdicts

Bright Data

Pay only for successful requests, $1.50 per 1,000 on Web Unlocker and SERP. No public status page or incident history.

Scrapewise

Agents get 14 priced MCP tools by default, each with a free quote_only price check and idempotency keys, read-only or full-access keys, and public euro prices from €0.15 per 1,000 plain pages. There is no status page, SLA or vulnerability disclosure policy, and the terms claim ownership of all scraped data under a perpetual licence.

Before you call either

Bright Data

  1. Connect with OAuth or keep the ?token= URL out of logs and shared configs
  2. Add groups= or tools= to the MCP URL only for the extractors you need. The full set is 69 tools
  3. Retry reject_block errors, since each attempt uses a different peer. Certificate and DNS errors fail the same way twice
  4. Back off on a 429 sr_rate_limit. Bright Data throttles a target whose success rate drops
  5. Use the batch tools for up to 10 searches or scrapes in one call

Scrapewise

  1. Call each paid tool with quote_only: true first, then repeat with the same idempotency_key so a retry is charged once
  2. Connect to https://mcp.scrapewise.ai/mcp?toolsets=outcome,admin to build scrapers; a misspelt toolsets is ignored silently and leaves the 14 data tools
  3. Use an LLM_READ key unless the task needs paid tools or writes, since LLM_FULL has no per-tool consent
  4. Treat 402 WALLET_INSUFFICIENT_BALANCE as final and ask the user to top up; on 429 wait for Retry-After, and on 429 cost_exceeded wait for the next hour
  5. Scrape many addresses with one scrapewise_run_scraper_url_list call (up to 5,000) and retry with the same name, never one scraper per address

Questions

Which is better for AI agents, Bright Data or Scrapewise?

Scrapewise scores 62.5 (B) on agent readiness against Bright Data's 59.8 (C), and leads in 4 of 7 scored categories. Bright Data leads on maintenance & community and transparency & trust.

Do Bright Data and Scrapewise need an API key?

Bright Data takes an API key or an OAuth sign-in. Scrapewise needs an API key.

Can an agent call Bright Data and Scrapewise without installing anything?

Yes. Bright Data has a hosted endpoint at https://api.brightdata.com/request and Scrapewise at https://mcp.scrapewise.ai/mcp.

Other comparisons with Bright Data or Scrapewise

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