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Webclaw

Web scraper API that feeds AI agents clean Markdown or JSON at one credit per page

Best for: Developers and AI agent builders who need clean page data without per-feature fees

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Quick answer

Worth it Worth it for developers and AI agent builders who need clean page data at a flat one credit per page: Tier 1 ($59) gives 5,000 monthly credits plus 25,000 one-time credits, which covers serious testing and regular use, and you can upgrade later since tiers differ only in volume.

Key facts

Price
$59 $299
Marketplace
AppSumo
Refund
60-day refund
Recommended tier
Tier 1
Last checked

Overview & Highlights

Major Deal Highlights

  • One-time price from $59 for lifetime access to the cloud API
  • One credit per page, including JS rendering, antibot handling, and AI extraction
  • MCP server, CLI, and REST API plug straight into AI agents
  • Open-source core (AGPL-3.0) is free to self-host
  • Free plan with 500 credits a month to test before buying

Webclaw is a web scraper API that turns any web page into clean Markdown or structured JSON for AI agents. It offers a REST API, a CLI, and an MCP server for Claude, Cursor, Codex, and Windsurf, plus a hosted MCP server that needs nothing installed. Output comes in six formats: Markdown, JSON, HTML, plain text, raw HTML, and an LLM-optimized format that strips noise to cut token use. Every page costs one credit, including JavaScript rendering, blocked pages, and AI extraction into your own schema, and a Firecrawl /v2 compatibility layer lets existing code switch without a rewrite.

The core is open source under AGPL-3.0 and free to self-host with no limits, so this deal buys the managed cloud API, not the only way to use Webclaw. The vendor sells subscriptions separately: Starter at $19 a month (5,000 credits a month, 3 research runs a month) with yearly billing giving 2 months free, up to Scale at $399 a month. No vendor plan matches the AppSumo tiers exactly, so no yearly equivalent is listed: Tier 1 has 8 research runs a month against Starter's 3, plus 25,000 one-time credits. The founder has also said the max-sources limit will become 100 on every tier; the deal page still lists 10, 20, 30, and 100.

The deal has four lifetime tiers from $59 to $399 that differ in monthly credits, one-time credits, research runs, max sources, and concurrency. Of 9 AppSumo reviews, 8 are 5 stars and 1 is 4 stars, averaging 4.89.

Alternative to:
Browse AIPhantomBuster

How AppSumo compares to other marketplaces

Pricing

1 / 4

Tier 1

Equivalent to Lifetime plan

$59/one-time
  • 5,000 credits per month
  • 25,000 one-time credits
  • 8 research runs per month
  • 10 max sources
  • 10 concurrency

Tier 2

Equivalent to Lifetime plan

$149/one-time

Everything in Tier 1, plus:

  • 9,000 credits per month
  • 150,000 one-time credits
  • 15 research runs per month
  • 20 max sources
  • 25 concurrency

Tier 3

Equivalent to Lifetime plan

$259/one-time

Everything in Tier 2, plus:

  • 40,000 credits per month
  • 300,000 one-time credits
  • 30 research runs per month
  • 30 max sources
  • 50 concurrency

Tier 4

Equivalent to Lifetime plan

$399/one-time

Everything in Tier 3, plus:

  • 125,000 credits per month
  • 600,000 one-time credits
  • 60 research runs per month
  • 100 max sources
  • 100 concurrency

Product Preview

Demo video and screenshots of Webclaw

Webclaw playground scraping a Wikipedia page and returning clean Markdown, with the response shown at 200 OK in 2.8 seconds for one credit.
Webclaw web search API returning ten results with page content already extracted, in a single call taking 175.7 KB and 200 OK.
Webclaw mapping a website's sitemap, discovering 5,000 URLs in 3.1 seconds without extracting each page's content.
Webclaw header image from the AppSumo deal page
1 / 4

Key Features

Core capabilities included in this deal.

One credit per page

Every page costs one credit, including JavaScript rendering, blocked pages, and AI extraction into your own schema.

Six output formats

Markdown, JSON, HTML, plain text, raw HTML, and an LLM-optimized format that strips noise to cut token use.

MCP server for AI agents

The MCP server works with Claude, Cursor, Codex, and Windsurf, and a hosted MCP server needs nothing installed.

Search, map, crawl, and research

Search and scrape in one call, map thousands of URLs from sitemaps, crawl sites, and run research with citations.

Site-specific extractors

Built-in extractors for Reddit, YouTube, LinkedIn, Instagram, Substack, GitHub, and more return typed JSON.

Firecrawl-compatible API

A drop-in compatibility layer for Firecrawl /v2 endpoints, so existing code needs no rewrite.

Who It's For & Use Cases

How teams and solopreneurs get maximum leverage from Webclaw.

Feeding AI agents live web data

Developers building AI agents

Give agents current page content as clean Markdown or JSON through the MCP server or REST API.

Business research without code

Researchers and non-developers

Build prospect briefs and job-posting datasets with map and batch scrape, no scraping code needed.

Monitoring sites for changes

Content teams and analysts

Track pages with diff and watches, and get alerts when content changes.

Replacing a scraper in a SaaS product

SaaS builders

Swap a fragile in-house scraper for a hosted API in minutes, as one buyer did in five.

Pros, Cons & Verdict

Our honest editorial opinion to help you decide before you buy.

The Good (Pros)

  • One credit per page covers JS rendering, antibot handling, and AI extraction
  • Clean Markdown or JSON output cuts token use for AI agents
  • MCP server plugs into Claude, Cursor, and Codex with no custom code
  • Beat Firecrawl in head-to-head tests and replaced it as first choice
  • Gets through JS-heavy pages and bot protection where other scrapers fail
  • Founder replies to every review and ships fixes within days

Considerations (Cons)

  • Some sites still block scraping, the same limits every scraper hits
  • Search scrapes every result by default, adding credits to each call
  • Occasional transient 502 errors on search, fixed by retrying
  • Tier 1 allows only 8 research runs a month
LTD Explorer verdict

Our verdict

Worth it

Worth it for developers and AI agent builders who need clean page data at a flat one credit per page: Tier 1 ($59) gives 5,000 monthly credits plus 25,000 one-time credits, which covers serious testing and regular use, and you can upgrade later since tiers differ only in volume. The vendor was founded in April 2026, so buy inside the 60-day refund window and test it against your hardest pages first, and note the open-source core means you can self-host if the cloud API ever goes away.

Webclaw logo

About Webclaw

webclaw.io/

Web scraper API that feeds AI agents clean Markdown or JSON at one credit per page

Frequently Asked Questions (6)

Essential answers regarding deal terms, stacking, licensing, and refunds.

Can I get a refund?
Yes. AppSumo offers a refund within 60 days of purchase.
Is there an activation deadline?
Yes. You must activate your license within 60 days of purchase.
Can I stack codes?
No. There are no codes and no stacking; you choose the single tier that fits.
Can I change tiers later?
Yes. You can upgrade or downgrade between the 4 tiers while the deal is available.
Can I self-host Webclaw instead of using the cloud API?
Yes. The core is open source under AGPL-3.0, so you can run the CLI, REST API server, or MCP server on your own hardware for free.
When does the deal end?
AppSumo lists this deal as ending soon but shows no fixed end date.

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