Web Scraper Agent Skill

Web Scraper

Universal web scraping and data extraction through SandBase. Scrape individual pages, crawl entire sites, extract structured data, and capture visual snapshots. Read the API map before selecting a capability.

Call SandBase capabilities

For every selected tool, call sandbase_describe_tool first and use only arguments in its current input schema. Then call sandbase_call_tool with the exact tool_name.

Operating principles

• Respect robots.txt and rate limits — these tools handle that automatically.
• Use the lightest tool for the job: markdown scrape before full crawl.
• Structured data extraction is best for product pages, directories, and lists.
• Screenshots are useful for visual verification and design research.

Workflow

1. Single page extraction

Use context_dev_scrape_markdown for clean Markdown output (best for articles, docs).

Use context_dev_scrape_html for raw HTML (best for structure analysis).

Use firecrawl_scrape for advanced single-page extraction with options.

2. Site crawling

Use firecrawl_crawl to crawl multiple pages following links.

Use firecrawl_map to discover all URLs on a site.

Use context_dev_crawl_site for site-wide content extraction.

Use context_dev_crawl_sitemap for sitemap-based crawling.

3. Structured data extraction

Use context_dev_extract_structured_data for custom schema extraction from pages.

Use context_dev_extract_product for single product data.

Use context_dev_extract_products for product listing pages.

4. Visual and metadata

Use context_dev_capture_screenshot for visual page snapshots.

Use context_dev_scrape_images for image extraction.

Use context_dev_scrape_fonts for typography analysis.

Use context_dev_retrieve_brand for brand asset extraction.

Output

Return: extracted content in requested format, structured data as JSON, screenshot URLs, or crawl results with page list.

Example tasks

• "Extract the content from this article as clean Markdown: [URL]."
• "Crawl [website] and list all their product pages."
• "Extract product name, price, and description from this page: [URL]."
• "Take a screenshot of [URL] at desktop resolution."
• "Map all pages on [website] and categorize by content type."