Scraper Studio lifecycle, over MCP

Scrapers that
repair themselves.

Every scraping tutorial ends when the scraper runs. This one starts when it breaks. Point your coding agent at any public page — it builds the scraper, notices when the site changes underneath it, repairs it, and runs it again to prove the repair worked.

Connect your agent See it running live →

5 scrapers · 422 rows · last run 1h ago

Amazon

Walmart

GitHub

Zillow

Booking.com

Etsy

Crunchbase

Home Depot

Perplexity

TikTok

This came back a moment ago.

Pulled live from producthunt.com by the scheduled run — not a mockup.

one record, exactly as an agent receives it

product_name: Construct Computer
tagline: Your AI coworker gets a computer. You get your day back.
upvote_count: 13
product_page_url: https://www.producthunt.com/products/construct-computer

Fields under watch

product_name
product_page_url
tagline
upvote_count

If any of these stops coming back, the scraper is considered broken and a repair starts on its own.

What happens on every run

One call does all of it. The order matters, so it is worth being precise about.

01
Reuse what exists
Known site? Use the scraper already built for it. Building one takes 5–10 minutes and only ever happens once per site.
02
Run it
Collect the page and return structured records.
03
Check the data, not the status code
A run that "succeeds" and returns rows of empty fields has still failed. Missing fields and empty-value ratios are what get measured.
04
Describe the break, then repair
The specific problem — which field went empty — becomes the instruction sent to Bright Data's repair flow.
05
Run again to verify
The repair reports success when its AI job finishes, not when the data is correct. Without a second run, a repair that fixed nothing looks like a win.
06
Rebuild once, if it is still wrong
Capped at a single rebuild. The rebuild deletes the collector it abandoned and records what was deleted, so the account never quietly loses a scraper.

Scrapers thatrepair themselves.

This came back a moment ago.

What happens on every run

Reuse what exists

Run it

Check the data, not the status code

Describe the break, then repair

Run again to verify

Rebuild once, if it is still wrong

It all runs from your agent.

Scrapers that
repair themselves.