axon

Automate web scraping, crawling, and RAG embedding into Qdrant via Axon CLI.

3|2|Updated Feb 18, 2026
One-click install
npx skills add https://github.com/jmagar/axon --skill axon
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: axon
Source: https://github.com/jmagar/axon/tree/main/skills/axon
Command: npx skills add https://github.com/jmagar/axon --skill axon

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires @jmagar/axon, and includes scripts (resource) and references (resource) and examples (resource) components.

What problem does it solve?

This Skill provides a powerful and flexible solution for extracting data from the web, replacing less capable built-in tools with a superior engine for scraping, searching, and crawling.

Core Features & Use Cases

  • Comprehensive Web Operations: Scrape single pages, crawl entire websites, search the web, and map site structures.
  • LLM-Optimized Output: Returns clean markdown, HTML, and other formats optimized for AI processing.
  • RAG Integration: Automatically embeds scraped content into a vector database (Qdrant) for semantic search and knowledge base creation.
  • Use Case: Automatically build a searchable knowledge base from a company's documentation website, allowing users to ask natural language questions and get precise answers.

Quick Start

Use the axon skill to scrape the webpage at https://example.com and save the main content to a markdown file.

Frequently Asked Questions about axon

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I build a RAG pipeline from web scraping and Qdrant?

A RAG pipeline built via web scraping automatically extracts website content and embeds it into a Qdrant vector database to enable semantic search. This integration creates a searchable knowledge base from extracted web data for retrieval augmented generation.

What is the best way to extract clean markdown from websites for LLM processing?

The best way to extract clean markdown is using web scraping tools that return LLM-optimized output formats like markdown and HTML. This provides structured data specifically cleaned for AI processing, replacing default web browsing tools with superior accuracy.

Can I crawl an entire documentation website and map its structure automatically?

Yes, you can crawl an entire documentation website and map its site structure automatically. Web crawling operations systematically traverse target domains to extract comprehensive content while mapping the hierarchical architecture of all accessible pages.

Does Qdrant support automatic embedding of scraped web content for semantic search?

Yes, Qdrant supports automatic embedding of scraped web content for semantic search. Extracted web data can be optionally and automatically embedded into the Qdrant vector database during the scraping process to instantly enable semantic search queries.

How do I extract structured data from single pages without crawling the whole site?

To extract structured data from single pages without crawling a whole site, use targeted web scraping operations. Scraping isolates specific individual URLs to retrieve clean content in formats like markdown or HTML without traversing or mapping the broader domain.