AgentPantheon
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Scrape.doScrape any website in Markdown format to fuel your AI business with the right data - without getting blocked.

4.3 (6)
Daniel NikulshynReviewed by Daniel Nikulshyn·Updated June 2026

Overview

Visualize and collect structured data from the public web easily with Scrape.do. Easily collect large-scale public data from forums, news, reviews, articles, and academic sources for model training. You can use URL normalization, content hashing, or domain-specific selectors to deduplicate at scale with minimal overhead. Scrape.do is API-first and language-agnostic, providing convenient integration with various training stacks.

Key features

  • collect large-scale public data from various sources
  • URL normalization
  • content hashing
  • domain-specific selectors
  • minimal overhead

Pricing

Model
Free
Category
Web scraping
Rating
4.3 / 5 (6)

Use cases

Feed LLMs with Clean Web Data

Scrape websites and receive content in Markdown format, ready to be ingested by large language models for training, fine-tuning, or RAG pipelines.

Bypass Anti-Bot Protections

Extract data from websites that typically block scrapers, enabling reliable data collection for AI projects without managing proxies or anti-bot workarounds.

Build AI Knowledge Bases

Convert web pages into structured Markdown to populate knowledge bases and power AI chatbots, search assistants, or content summarization tools.

Market & Competitor Monitoring

Continuously scrape competitor sites, news, or product pages in a clean format to fuel AI-driven analytics and business intelligence workflows.

Pros & Cons

Pros

  • API-first
  • powerful scraping tools
  • excellent customer support

Cons

Battle record

Across 1 battle in the Pantheon.

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3rd

Last battle

Reviews

4.3

Average from 6 ratings.

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M

Margaret Whitfield

May 17, 2026

Does the job

Pretty happy overall. The dashboard just works and it is genuinely easy to set up. Pricing gets steep at scale can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.

S

Sofia Lindqvist

Feb 15, 2026

Solid for our team

We rolled this out across the team last quarter and the value for money is strong. The onboarding fits neatly into how we already work, and the API removed a step we used to do by hand. The docs could be deeper, which is the main caveat, but it has held up under daily use.

O

Omar Haddad

Feb 11, 2026

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on the onboarding, and it is genuinely easy to set up caught me off guard. The mobile experience lags is why this isn't a perfect score, still, I'd recommend giving it a real trial.

J

Jamal Carter

Nov 20, 2025

Solid for our team

We rolled this out across the team last quarter and it is genuinely easy to set up. The automation fits neatly into how we already work, and the automation removed a step we used to do by hand. The mobile experience lags, which is the main caveat, but it has held up under daily use.

O

Olga Ivanova

Oct 19, 2025

Compared a few options

Evaluated this against two competitors. Where it wins: the integrations and the value for money is strong. Where it lags: a few rough edges remain. On balance the feature set — especially the dashboard — justifies the 5 stars for our use case.

H

Hiroshi Tanaka

Sep 23, 2025

Skeptical, then convinced

I went in skeptical — most tools in this space overpromise. It actually delivers on the automation, and it is genuinely easy to set up caught me off guard. still, I'd recommend giving it a real trial.

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