Webclaw MCP Server

<p align="center"><strong>English</strong> | <a href="./README_zh-CN.md">简体中文</a></p>

<p align="center">

<a href="https://webclaw.io">

<img src=".github/banner.png" alt="webclaw" width="760" />

</a>

</p>

<h1 align="center">webclaw</h1>

<p align="center">

<strong>Turn websites into clean markdown, JSON, and LLM-ready context.</strong><br/>

_{CLI, MCP server, REST API, and SDKs for AI agents and RAG pipelines.}

</p>

<p align="center">

<a href="https://github.com/0xMassi/webclaw/stargazers"><img src="https://shieldcn.dev/github/stars/0xMassi/webclaw.svg?variant=branded&logo=github" alt="Stars" /></a>

<a href="https://github.com/0xMassi/webclaw/releases"><img src="https://shieldcn.dev/github/tag/0xMassi/webclaw.svg?variant=branded&logo=rust" alt="Version" /></a>

<a href="https://github.com/0xMassi/webclaw/blob/main/LICENSE"><img src="https://shieldcn.dev/github/license/0xMassi/webclaw.svg?variant=branded" alt="License" /></a>

<a href="https://www.npmjs.com/package/create-webclaw"><img src="https://shieldcn.dev/npm/dt/create-webclaw.svg?variant=branded" alt="npm installs" /></a>

</p>

<p align="center">

<a href="https://discord.gg/KDfd48EpnW"><img src="https://shieldcn.dev/badge/Discord-Join.svg?variant=branded&logo=discord" alt="Discord" /></a>

<a href="https://x.com/webclawio"><img src="https://shieldcn.dev/badge/Follow-@webclaw_io.svg?variant=branded&logo=x" alt="X / Twitter" /></a>

<a href="https://webclaw.io"><img src="https://shieldcn.dev/badge/Hosted-webclaw.io.svg?variant=branded&logo=safari" alt="Hosted webclaw" /></a>

<a href="https://webclaw.io/docs"><img src="https://shieldcn.dev/badge/Docs-Read.svg?variant=branded&logo=readthedocs" alt="Docs" /></a>

</p>

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<a href="https://trendshift.io/repositories/24218?utmsource=trendshift-badge&amp;utmmedium=badge&amp;utmcampaign=badge-trendshift-24218" target="blank" rel="noopener noreferrer"><img src="https://trendshift.io/api/badge/trendshift/repositories/24218/daily?language=Rust" alt="0xMassi/webclaw | Trendshift" width="250" height="55"/></a>

</p>

<p align="center">

<img src="assets/demo.gif" alt="webclaw extracting clean markdown from a page" width="760" />

</p>

Most 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 |

| ORCAROUTER_API_KEY | OrcaRouter LLM provider key |

| ORCAROUTER_BASE_URL | OrcaRouter base URL (defaults to https://api.orcarouter.ai/v1) |

| 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:

• Good first issues
• Open a bug report
• Start a discussion

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>

<source

media="(prefers-color-scheme: dark)"

srcset="./assets/sponsors/serpapi-white.png"

/>

<img src="./assets/sponsors/serpapi.png" alt="SerpApi" width="720" />

</picture>

</a>

</td>

</tr>

<tr>

<td>

<a href="https://serpapi.com/use-cases/web-search-api?utm_source=webclaw"><strong>SerpApi, the Web Search API</strong></a>.

Give real-time data to your AI agents and enhance their responses with SerpApi’s

structured search engine results. SerpApi supports webclaw as a Strategic Partner.

</td>

</tr>

</table>

Infrastructure Partner

<table>

<tr>

<td align="center">

<a href="https://coldproxy.com/?utmsource=github&utmmedium=sponsorship&utm_campaign=webclaw-sponsor">

<img src="./assets/sponsors/coldproxy-banner.png" alt="ColdProxy" width="720" />

</a>

</td>

</tr>

<tr>

<td>

<strong>ColdProxy</strong> supports webclaw as an Infrastructure Partner, providing residential IPv4,

residential IPv6, and datacenter IPv6 proxy infrastructure across 195+ countries for public data

collection, regional testing, monitoring, and web scraping workflows. Explore

<a href="https://coldproxy.com/?utmsource=github&utmmedium=sponsorship&utm_campaign=webclaw-sponsor">ColdProxy</a>'s latest plans and available offers directly on the website.

Use code <code>webclaw8Off</code> for 8% off your first payment.

See the <a href="examples/proxy-backed-crawling/#using-coldproxy">proxy-backed crawling guide</a>

for a hands-on walkthrough of wiring ColdProxy into webclaw.

</td>

</tr>

</table>

Studio Partners

<table>

<tr>

<td width="340" align="center">

<a href="https://go.nodemaven.com/webclawrmaugust">

<img src="./assets/sponsors/nodemaven-banner.png" alt="NodeMaven" width="300" />

</a>

</td>

<td>

<p><a href="https://go.nodemaven.com/webclawrmaugust"><strong>NodeMaven</strong></a>: The most efficient proxy provider for Web Scraping and Automation with the Highest Quality IP on the market.</p>

<p><a href="https://go.nodemaven.com/webclawrmaugust"><strong>Why NodeMaven?</strong></a></p>

<ul>

<li>ZIP targeting</li>

<li>99.9% uptime</li>

<li>IP filtering: all proxies have fraud score &lt;97%</li>

<li>No KYC required</li>

<li>Unique free tools: Proxy Bandwidth Checker, Meta Tag Checker, IP Lookup and others!</li>

</ul>

<p><strong>Special codes for Webclaw users:</strong></p>

<ul>

<li><code>WEBCLAW35</code> - 35% off to Mobile and Residential Proxies</li>

<li><code>WEBCLAW40</code> - 40% off to ISP (Static) Proxies</li>

</ul>

</td>

</tr>

<tr>

<td width="340" align="center">

<a href="https://mangoproxy.com/?utmsource=github&utmmedium=partner&utm_campaign=0xmassi">

<img src="./assets/sponsors/mangoproxy-banner.png" alt="MangoProxy" width="300" />

</a>

</td>

<td>

<strong>MangoProxy</strong> provides residential, ISP, datacenter, and mobile proxies across 200+ locations, backed by a 90M+ IP pool with HTTP and SOCKS5 support and high stability for web scraping and data collection at scale.

Use code <code>0XMASSI</code> for 8% off ISP (Static) proxies at

<a href="https://mangoproxy.com/?utmsource=github&utmmedium=partner&utm_campaign=0xmassi">mangoproxy.com</a>.

</td>

</tr>

</table>

Community Plugins

Third-party plugins that integrate webclaw with AI agent platforms:

| Plugin | Platform | What it does |

|---|---|---|

| openclaw-webclaw | OpenClaw | Native webclaw v1 API plugin with 9 tools: scrape, search, crawl, extract, summarize, diff, map, batch, brand |

| hermes-webclaw | Hermes Agent | Web search provider and 9 dedicated tools for the full v1 API surface. Install with hermes plugins install jal-co/hermes-webclaw |

Built a webclaw integration? Open a PR to add it here.

Contributors

Thanks to everyone improving webclaw through issues, examples, docs, bug reports, and pull requests.

<a href="https://github.com/0xMassi/webclaw/graphs/contributors">

<img src="https://contrib.rocks/image?repo=0xMassi/webclaw" alt="webclaw contributors" />

</a>

Star History

<a href="https://github.com/0xMassi/webclaw/stargazers">

<picture>

<source media="(prefers-color-scheme: dark)" srcset="https://shieldcn.dev/chart/github/stars/0xMassi/webclaw.svg?mode=dark&theme=zinc&bg=transparent&border=false&logo=false&icon=Star" />

<source media="(prefers-color-scheme: light)" srcset="https://shieldcn.dev/chart/github/stars/0xMassi/webclaw.svg?mode=light&theme=zinc&bg=transparent&border=false&logo=false&icon=Star" />

<img alt="Star History Chart" src="https://shieldcn.dev/chart/github/stars/0xMassi/webclaw.svg?mode=light&theme=zinc&bg=transparent&border=false&logo=false&icon=Star" />

</picture>

</a>

License

AGPL-3.0