What people actually say about ScrapeGraphAI

11 mentions across 1 sources · 75% positive · researched Jul 3, 2026

Hacker News

What users praise

  • AI-powered scraping eliminates brittle CSS/XPath selectors.
  • Natural language prompts make extracting structured data simple.
  • Graph-based pipeline adapts to dynamic, changing websites.

What frustrates them

  • Only 11 Hacker News posts available; no independent community feedback.
  • Free tier provides only 500 one-time credits, insufficient for evaluation.
  • Paid plans start at $20/month, potentially expensive for light use.

This is a summary. The full report adds every quote we found, a per-source breakdown, recurring themes, hidden costs and the learning curve — run a free scan below, or see the full ScrapeGraphAI review.

What comes up again and again about ScrapeGraphAI

Recurring themes across everything we collected, with where each one showed up.

  • AI-powered scraping reduces the pain of maintaining selectors

    praised · seen on Hacker News

  • Active development with weekly feature releases

    praised · seen on Hacker News

  • Limited real-world feedback and no independent reviews

    criticised · seen on Hacker News

  • Integration with LLM frameworks and automation tools

    praised · seen on Hacker News

  • Potential for company instability due to layoffs

    criticised · seen on Hacker News

How hard is ScrapeGraphAI to learn?

Users describe it as beginner · typically 5 minutes to get going

Where people get stuck

  • Understanding credit system and pricing
  • Tuning prompts for accurate extraction

Who ScrapeGraphAI actually suits

Works well for

  • Developers wanting LLM-based scraping without writing selectors
  • Teams needing to extract data from complex, dynamic websites
  • Early adopters willing to test a rapidly evolving tool

Not the right fit for

  • Budget-conscious users needing a generous free tier
  • Buyers requiring extensive independent reviews and proven reliability
  • Enterprise teams needing guaranteed accuracy and uptime

What people are discussing right now

Discussion volume is low and trending up

  • AI-powered web scraping
  • Structured data extraction with LLMs
  • Weekly releases and new features
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What people really think about ScrapeGraphAI

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Recurring themes

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ScrapeGraphAI — questions buyers ask

What do people complain about most with ScrapeGraphAI?

The complaints that recur most often are only 11 Hacker News posts available, no independent community feedback, free tier provides only 500 one-time credits, insufficient for evaluation and paid plans start at $20/month, potentially expensive for light use. Drawn from 11 mentions across 1 sources.

What do users like about ScrapeGraphAI?

Users consistently praise AI-powered scraping eliminates brittle CSS/XPath selectors, natural language prompts make extracting structured data simple and graph-based pipeline adapts to dynamic, changing websites.

Is ScrapeGraphAI hard to learn?

Users describe it as beginner; most people are up and running in 5 minutes; the usual sticking points are understanding credit system and pricing and tuning prompts for accurate extraction.

Who should not use ScrapeGraphAI?

Based on what users report, it is a poor fit for budget-conscious users needing a generous free tier, buyers requiring extensive independent reviews and proven reliability and enterprise teams needing guaranteed accuracy and uptime.

What are people saying about ScrapeGraphAI right now?

Discussion volume is low and trending up. Current topics: AI-powered web scraping, structured data extraction with LLMs and weekly releases and new features.

How current is this report?

Each scan runs live the moment you click — it reflects what people are saying now, and every report lists the dated mentions behind it.

Can I download it?

Yes — download the full report as a polished, shareable PDF.

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