ScrapeGraphAI (an open-source AI web scraper) does exactly that. You point it at a page. It returns structured names, emails, and phone numbers. No per-seat fees. Install it once, run it on any list you find, and keep the outputs in CSV or JSON.
Here is the quick start. You will install ScrapeGraphAI and run a tiny check to confirm the import works. Later you can wire it to a local model with Ollama (a free local LLM runtime) so you pay zero per request.
Install into a fresh virtual environment so your global Python stays clean.
bash
python3 -m venv .venv && source .venv/bin/activate
pip install -U pip scrapegraphai
Verify the package loads. If this prints ok, you are set.
bash
python -c "from scrapegraphai.graphs import SmartScraperGraph; print('ok')"
From here you feed ScrapeGraphAI a URL and a short prompt like “return company, contact name, email, phone as JSON.” It parses the page and gives you a clean structure you can paste into Google Sheets or import into your CRM. Stop here if you are browsing on your phone. Comment AI on the reel and I will DM the full setup with local models, dynamic pages, and batch runs.
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