webclaw
Fast, local-first web content extraction for LLMs. Scrape, crawl, extract structured data — all from Rust. CLI, REST API, and MCP server.
Install / Use
claude mcp add 0xMassi -- npx -y github:0xMassi/webclawIf the server publishes to npm under a different name, use that package instead — check the repo README.
MCP Server
Model Context Protocol server
Quality Score
Category
AI & Machine LearningSupported Platforms
Skill content
View source on GitHubMost web scraping tools give your agent one of two bad outputs:
- a blocked page, login wall, or empty app shell
- raw HTML full of nav, scripts, styling, ads, and duplicated boilerplate
webclaw.io is the hosted web extraction API for webclaw. This repo contains the open-source CLI, MCP server, extraction engine, and self-hostable server.
webclaw turns a URL into clean content your tools can actually use.
webclaw https://example.com --format markdown
# Example Domain
This domain is for use in illustrative examples in documents.
You may use this domain in literature without prior coordination or asking for permission.
Use it from the terminal, wire it into Claude/Cursor through MCP, call the hosted API from your app, or self-host the OSS server.
Install
Agent setup
The fastest way to connect webclaw to Claude Code, Claude Desktop, Cursor, Windsurf, OpenCode, Codex CLI, and other MCP-compatible tools:
npx create-webclaw
The installer detects supported clients and configures the MCP server for you.
Homebrew
brew tap 0xMassi/webclaw
brew install webclaw
Prebuilt binaries
Download macOS, Linux, and Windows binaries from GitHub Releases.
Docker
docker run --rm ghcr.io/0xmassi/webclaw https://example.com
Cargo
cargo install --git https://github.com/0xMassi/webclaw.git webclaw-cli
cargo install --git https://github.com/0xMassi/webclaw.git webclaw-mcp
If building from source fails because native build tools are missing, install the platform prerequisites:
| OS | Command |
| --- | --- |
| Debian / Ubuntu | sudo apt install -y pkg-config libssl-dev cmake clang git build-essential |
| Fedora / RHEL | sudo dnf install -y pkg-config openssl-devel cmake clang git make gcc |
| Arch | sudo pacman -S pkg-config openssl cmake clang git base-devel |
| macOS | xcode-select --install |
Quick Start
Scrape one page
webclaw https://stripe.com --format markdown
Return LLM-optimized text
webclaw https://docs.anthropic.com --format llm
Keep only the main content
webclaw https://example.com/blog/post --only-main-content
Include or exclude selectors
webclaw https://example.com \
--include "article, main, .content" \
--exclude "nav, footer, .sidebar, .ad"
Crawl a documentation site
webclaw https://docs.rust-lang.org --crawl --depth 2 --max-pages 50
Workflow examples
- HTML to Markdown for RAG
- Firecrawl-compatible API
- MCP web scraping
- Proxy-backed crawling with ColdProxy
- Cloudflare diagnostics
Extract brand assets
webclaw https://github.com --brand
Compare a page over time
webclaw https://example.com/pricing --format json > pricing-old.json
webclaw https://example.com/pricing --diff-with pricing-old.json
MCP Server
webclaw ships with an MCP server for AI agents.
Zero-install — point any MCP client at the npx launcher:
{
"mcpServers": {
"webclaw": {
"command": "npx",
"args": ["-y", "@webclaw/mcp"]
}
}
}
Or run npx create-webclaw to auto-detect your AI tools and write their configs for you.
Then ask your agent things like:
Scrape these competitor pricing pages and summarize the differences.
Crawl this documentation site and prepare clean context for a RAG index.
Extract the brand colors, fonts, and logos from this company website.
Use as an agent skill
Add webclaw to Claude Code, Cursor, Windsurf, and other MCP agents in one command:
npx skills add 0xMassi/webclaw-skill
Your agent gets scrape, crawl, map, extract, summarize, diff, brand, and search
as native tools. Most sites extract locally with no API key. Set WEBCLAW_API_KEY
to handle bot-protected and JavaScript-rendered pages.
Find it on skills.sh.
Tools
| Tool | What it does | Local |
| --- | --- | :-: |
| scrape | Extract one URL as markdown, text, JSON, LLM format, or HTML | Yes |
| crawl | Follow same-origin links and extract discovered pages | Yes |
| map | Discover URLs without extracting every page | Yes |
| batch | Scrape multiple URLs in parallel | Yes |
| extract | Convert page content into structured data | Yes, with local or configured LLM |
| summarize | Summarize a page | Yes, with local or configured LLM |
| diff | Compare page content snapshots | Yes |
| brand | Extract colors, fonts, logos, and metadata | Yes |
| search | Search the web and scrape results | Hosted API |
| research | Multi-source research workflow | Hosted API |
SDKs
npm install @webclaw/sdk
pip install webclaw
go get github.com/0xMassi/webclaw-go
<details>
<summary>TypeScript</summary>
import { Webclaw } from "@webclaw/sdk";
const client = new Webclaw({ apiKey: process.env.WEBCLAW_API_KEY! });
const page = await client.scrape({
url: "https://example.com",
formats: ["markdown"],
only_main_content: true,
});
console.log(page.markdown);
</details>
<details>
<summary>Python</summary>
from webclaw import Webclaw
client = Webclaw(api_key="wc_your_key")
page = client.scrape(
"https://example.com",
formats=["markdown"],
only_main_content=True,
)
print(page.markdown)
</details>
<details>
<summary>cURL</summary>
curl -X POST https://api.webclaw.io/v1/scrape \
-H "Authorization: Bearer $WEBCLAW_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"url": "https://example.com",
"formats": ["markdown"],
"only_main_content": true
}'
</details>
Output Formats
| Format | Use it when you need |
| --- | --- |
| markdown | Clean page content with structure preserved |
| llm | Compact context for agents and RAG pipelines |
| text | Plain text with minimal formatting |
| json | Structured metadata, links, images, and extracted fields |
| html | Cleaned HTML for custom processing |
Local First, Hosted When Needed
The CLI and MCP server work locally without an account for the core extraction path.
Use the hosted API at webclaw.io when you need:
- protected-site access without managing infrastructure
- JavaScript rendering
- async crawl and research jobs
- web search
- watches and production usage tracking
- SDKs for application code
export WEBCLAW_API_KEY=wc_your_key
webclaw https://example.com --cloud
What You Can Build
| Use case | Example | | --- | --- | | AI agent web access | Give Claude, Cursor, or another MCP client clean page context | | RAG ingestion | Crawl docs, help centers, blogs, and knowledge bases | | Competitor monitoring | Track pricing pages, changelogs, docs, and product pages | | Structured extraction | Turn messy pages into typed JSON for automations | | Research workflows | Search, scrape, summarize, and cite multiple sources | | Brand intelligence | Extract logos, colors, fonts, and social metadata |
Architecture
webclaw/
crates/
webclaw-core HTML to markdown, text, JSON, and LLM-ready output
webclaw-fetch Fetching, crawling, batching, and mapping
webclaw-llm Local and hosted LLM provider support
webclaw-pdf PDF text extraction
webclaw-mcp MCP server for AI agents
webclaw-cli Command-line interface
webclaw-core is pure extraction logic: no network I/O, small surface area, and usable independently from the fetching layer.
Configuration
| Variable | Description |
| --- | --- |
| WEBCLAW_API_KEY | Hosted API key |
| OLLAMA_HOST | Ollama URL for local LLM features |
| OPENAI_API_KEY | OpenAI-compatible LLM provider key |
| OPENAI_BASE_URL | OpenAI-compatible base URL |
| ANTHROPIC_API_KEY | Anthropic-compatible LLM provider key |
| ANTHROPIC_BASE_URL | Anthropic-compatible base URL |
| WEBCLAW_PROXY | Single proxy URL |
| WEBCLAW_PROXY_FILE | Proxy pool file |
Contributing
The most useful contributions right now are practical and small:
- add examples for real agent and RAG workflows
- improve SDK snippets
- report pages that extract poorly
- add failing fixtures for messy HTML
- improve docs for MCP clients and local setup
- test the CLI on more Linux/macOS environments
Good first places to start:
If a page extracts badly, include:
URL:
Command or API request:
Expected output:
Actual output:
Format used: markdown / llm / text / json / html
CLI, MCP, SDK, or API:
Please remove secrets, cookies, private tokens, and customer data from logs before posting.
Strategic Partner
<table> <tr> <td align="center"> <!-- GitHub renders the README on light OR dark depending on the viewer's theme, and SerpApi's media kit ships a mark per background: gradient-icon-with-black-text for light, all-white for dark. <picture> picks the right one instead of leaving a white wordmark invisible on light mode. Colours unmodified, per their media kit. --> <a href="https://serpapi.com/use-cases/web-search-api?utm_source=webclaw"> <picture> <sourceTruncated for display — read the full file on GitHub.
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