Search the web using DuckDuckGo.

Args: query: Search query string. limit: Maximum results (1-20, default 5).

Returns: List of results with title, url, snippet.

Scrape content from a URL as Markdown.

Args: url: URL to scrape.

Returns: Markdown content with source attribution.

Crawl multi-page documentation.

Follows same-domain links to build combined docs.

Args: root_url: Starting URL. max_pages: Max pages to crawl (1-20, default 5).

Returns: Combined Markdown with table of contents.

Research a topic from multiple sources.

Searches and scrapes multiple pages to build a report.

Args: topic: Topic to research. depth: Number of sources (1-10, default 3).

Returns: Aggregated research report.

Get a quick overview of a page.

Extracts headings and key sections.

Args: url: URL to summarize.

Returns: Page summary with sections.

Compare information across multiple sources.

Analyzes differences and similarities between sources.

Args: topic: Topic being compared. sources: List of URLs (2-5) to compare.

Returns: Comparison report with common topics and differences.

Find pages related to a given URL.

Uses the page content to discover similar resources.

Args: url: Base URL to find related content for. limit: Max related pages (1-10, default 5).

Returns: List of related pages with descriptions.

Extract all links from a page.

Useful for discovering navigation structure and resources.

Args: url: URL to extract links from. filter_external: Only return same-domain links (default True).

Returns: Organized list of internal and external links.

Check if a page has changed.

Tracks content modifications over time.

Args: url: URL to monitor. previous_hash: Previous content hash to compare against.

Returns: Change detection report with content hash.

Suggest optimal research workflow for a query.

Analyzes the query and recommends the best tools and workflow to answer it. Uses smart intent classification and dynamic workflow generation.

Args: query: Research question or task description. known_urls: Optional list of already known URLs (default None).

Returns: Dictionary with intent, workflow steps, and suggested parameters.

Classify the research intent of a query.

Analyzes a query to determine the user's research goal (quick answer, deep research, documentation, comparison, discovery, or monitoring). Returns confidence scores for each detected intent.

Args: query: Research question or task description.

Returns: Dictionary with primary and secondary intents with confidence scores.

Get documentation about the WebDocx MCP server.

Provides guidance on server capabilities, tool usage, workflows, and best practices.

Args: topic: Documentation topic - 'overview', 'tools', 'workflows', 'orchestration', or 'examples'

Returns: Formatted documentation for the requested topic.