claw-site

claw-site is a small Python MCP server with tools for extracting site URLs and extracting text from images.

The tool follows this flow:

robots.txt
  -> find sitemap URLs
  -> parse sitemap XML
  -> collect URLs
  -> fetch page
  -> httpx
  -> content found?
     -> yes: extract URLs
     -> no: crawl4ai fallback

Setup

Requires Python 3.10+.

The extract_image_text tool also requires the native Tesseract OCR executable:

• Windows: install Tesseract OCR. The tool auto-detects the standard C:\Program Files\Tesseract-OCR\tesseract.exe install path; set TESSERACT_CMD if it is installed elsewhere.
• macOS/Linux: install tesseract with your system package manager.

cd claw-site
python -m venv .venv
.venv\Scripts\activate
pip install -r requirements.txt
crawl4ai-setup

Run

python server.py
python server.py --http

HTTP mode listens on 127.0.0.1:3002 by default.

Claude Desktop config

{
  "mcpServers": {
    "claw-site": {
      "command": "D:\\MCP\\claw-site\\.venv\\Scripts\\python.exe",
      "args": ["D:\\MCP\\claw-site\\server.py"]
    }
  }
}

Tools

extract_urls

Parameters:

• url: page or site URL.
• same_domain: only return URLs on the input hostname. Default: true.
• same_path: only return URLs under the input URL path prefix, for example https://example.com/blogs returns /blogs and /blogs/... URLs. Default: true.
• limit: maximum unique URLs to return. Default: 500.

The response includes URL stats by source, then a Markdown bullet list of absolute URLs with the source that found each URL, such as robots.txt, sitemap.xml, httpx, or Crawl4AI. If no URLs are found, the tool returns the stats and a short message.

extract_content

Parameters:

• url: page URL to extract. Scheme-less input like example.com is allowed.
• include_title: prepend the page title as a top-level Markdown heading. Default: true.

Fetches the page with httpx and converts the readable HTML to Markdown (scripts, styles, and other non-content tags are stripped; relative links and images are resolved to absolute URLs). When the static HTML yields little content — for example a JavaScript-rendered page — it falls back to crawl4ai browser rendering and uses its native Markdown output. The response is the Markdown content.

extract_image_text

Parameters:

• image: image file path, image URL, data URL, or base64-encoded image content.
• lang: Tesseract language code. Default: eng.

The response is only the text recognized from the image.