Webclaw helps AI agents reliably access and extract clean, LLM-optimized web content without encountering blocks.
This Rust-powered tool offers fast, local-first web content extraction, turning any URL into structured, markdown data. You can use it via its CLI (like `webclaw scrape <URL>`), a REST API, or an MCP server, significantly reducing token consumption for LLMs by up to 67% compared to raw HTML.
Webclaw helps AI agents reliably access and extract clean, LLM-optimized web content without encountering blocks.
Developers building AI agents or LLM applications that need dependable, token-efficient web data extraction from a variety of sources.
Claude Code's built-in web_fetch → 403 Forbidden. webclaw → clean markdown.