webclaw

Provider-source comparison

webclaw vs Crawl4AI

Crawl4AI is a Python crawler with Markdown, structured extraction, browser control and a self-hosted API. Its LICENSE contains Apache-2.0 text plus an additional attribution requirement. Its docs list the managed Cloud API as closed beta.

webclaw

Hosted API + AGPL-3.0 open-source core

Standard page operations cost one credit per successful page. Search is metered per result, and Research has a separate allowance. The local open-source core does not include all managed services.

AGPL-3.0 coreLocal CLI / MCPHosted API
Crawl4AI

Python crawler

Apache-2.0 text plus an added attribution requirement. Python or Docker API.

MCP in Docker deployment

Looking for a Crawl4AI alternative?

Crawl4AI suits teams operating Python crawling infrastructure. Webclaw provides a managed API and dashboard as well as a separate open-source core. Both have CLI and MCP tooling.

Read the deep dive: Crawl4AI vs Playwright guide

Features

webclaw vs Crawl4AI feature comparison

Documented capabilities, with a source for each entry. This is a documentation review, not a comparative performance test. An undocumented capability is not treated as unavailable.

webclawCrawl4AI

Page content

Markdown, text, HTML and page metadata

Source

Page content

Markdown and cleaned HTML

Source

Crawling and batches

Crawl and batch endpoints; managed async jobs differ from local tools

Source

Crawling and batches

Deep crawling and parallel multi-URL processing

Source

Web search

Hosted search with optional page scraping

Source

Web search

Search integrations are configuration-dependent; no general hosted search offer quoted

Source

Structured extraction

Schema-based LLM extraction; a model provider is needed for local use

Source

Structured extraction

CSS/XPath and LLM extraction strategies

Source

Browser features

Managed API rendering, screenshots and ordered actions; not included in the local core

Source

Browser features

Browser execution, hooks, JavaScript and screenshots

Source

PDFs and documents

PDF text extraction in the engine

Source

PDFs and documents

PDF processing strategy

Source

Agent and developer tools

Open-source CLI/MCP and TypeScript, Python and Go clients

Source

Agent and developer tools

Python package, CLI and Docker MCP integration

Source

Sources and deployment scope

Reviewed 2026-09-15. Maintained by Webclaw. Open-source licenses apply to the named repository, not automatically to a vendor’s entire hosted service.

Pricing

Compare plans for your workload.

Selected public offers in USD, reviewed 2026-09-15. Monthly billing unless explicitly marked annual. These rows are not equivalent workloads or a complete plan catalog; credit definitions, add-ons and taxes differ.

Provider reference checked 2026-09-15. Check current Crawl4AI pricing and terms. Unverified capabilities are not treated as unavailable.

OfferwebclawCrawl4AI
Free option500 credits/month, no card; plus open source (self-host)Source available with attribution terms; infrastructure costs apply
Entry paid offerStarter: $19/month · 5,000 creditsSelf-hosted software: no subscription fee
Another paid offerGrowth: $49/month · 25,000 creditsCloud API: closed beta in reviewed docs
Higher-volume offerPro: $99/month · 100,000 creditsNo public cloud plan quoted

webclaw credit model

Page operations use credits; Research has a separate allowance. A standard scrape or extract uses one credit. Check the pricing page for operation rates and plan limits.

Crawl4AI credit model

Local use has no vendor page-credit charge. Budget for infrastructure, proxies and any LLM provider you configure; this is not a free managed service.

Crawl4AI strengths

  • Local crawler and infrastructure control
  • Crawling and extraction strategies in a Python library

Crawl4AI considerations

  • You operate the runtime and supporting services
  • Managed Cloud API is still listed as closed beta

Verdict

Which one should you use?

Use webclaw when

You want the Webclaw API and dashboard with page-credit billing, or its AGPL-3.0 CLI, MCP and self-hosted core. Managed features and local capabilities differ; test the deployment you intend to use.

Use Crawl4AI when

You want a Python crawler with control over browser execution and extraction strategies.

FAQ

webclaw vs Crawl4AI, answered

Book a call

Crawl4AI suits teams operating Python crawling infrastructure. Webclaw provides a managed API and dashboard as well as a separate open-source core. Both have CLI and MCP tooling.

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See how it stacks up.

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