Which AI agents scrape a website?
Updated Oct 26, 2026: 10 real examples of people using an AI agent to scrape a website. This page lists all 10 of them, the ones described in the most separate accounts, each with a link to the original source. The count is how many use cases on this site match this job right now.
Part of Sales, Marketing & Support.
Examples
Scrape websites with a plain-language browser agent
A how-to guide shows Microsoft Scout driving a Playwright browser from a prompt to scrape sites, capture screenshots, fill forms and export data.
Microsoft Scout2 accounts
Scrape real estate agent leads and start roofing outreach
An OpenClaw agent scraped Zillow, Redfin and Realtor.com for agents listing older homes, saved contacts and listings to a CSV, then began outreach for a roofing company.
OpenClaw2 accounts
Scrape freelancer leads and automate email and LinkedIn outreach
The author used AI-built scripts (via Cursor) to scrape LinkedIn freelancer profiles, send personalized emails and DMs, and log engagement to promote a webinar; he calls it a proof of concept with ban risk.
Scrape AI news three times a day with a custom bot
A paying user built three bots in week one, including a news scraper collecting AI news three times daily; one other bot flopped.
Generate ad-copy variants and scrape competitor ads
A commenter uses the Claude API via Apps Script for ad-copy variants, Apify to scrape competitor ads, and Cursor to build GA4 dashboards.
Scrape a conference site into a searchable dashboard
In a workshop demo, a Manus agent scraped about 70 talks, extracted schedules, converted times to UTC, and built a dashboard with recommendations and calendar integration.
Build a paid ad campaign from scraped brand and competitor data
An agent scraped a jewelry brand's site for SKUs and social media for buying patterns, analyzed competitor ads, and generated a paid campaign with image and video concepts.
Custom agent
Qualify scraped leads and write personalized openers
Claude Code researches company news for icebreakers, qualifies leads from scraped lists and writes personalized opener variations.
Scrape startup directories for leads in parallel
The author used Comet to spawn multiple agents scraping ProductHunt for cold leads who could benefit from Reddit marketing.
Scrape weekly Substack rankings and write a report
Claude in Chrome runs weekly to scrape Substack ranking data into a dataset, and Cowork analyzes it and writes a weekly report.