LLM-Index Explained
From XML Sitemaps to Intelligent Discovery Hubs
Discover how LLM-Index transforms traditional sitemaps into intelligent discovery hubs, delivering 93% token savings and20x faster navigation for AI agents.
๐ Experience the Revolution
See how an intelligent discovery hub transforms agent navigation from crawling to precision routing
Navigation Guide
Understanding the Revolution
Implementation & Tools
What is LLM-Index?
An Intelligent Discovery Hub for AI Agents
LLM-Index transforms your traditional sitemap from a simple URL list into a smart navigation system designed specifically for AI agents and LLMs.
โ Traditional Sitemap (XML)
- โข Simple URL list
- โข No context or intent
- โข HTML-focused discovery
- โข No audience targeting
- โข No trust signals
- โข Static structure
โ LLM-Index (Intelligent)
- โข Organized by audience & intent
- โข Rich metadata & context
- โข API and capability focused
- โข Smart routing recommendations
- โข Cryptographic trust levels
- โข Dynamic with analytics
The Evolution Story
๐ Era 1: HTML Crawlers (1990s-2010s)
sitemap.xml
was perfect for search engines crawling HTML pages. Simple, effective, but designed for human-browsable content.
<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
<loc>https://site.com/page</loc>
<lastmod>2025-01-01</lastmod>
<changefreq>monthly</changefreq>
<priority>0.8</priority>
</url>
<url>
<loc>https://site.com/about</loc>
<lastmod>2024-12-15</lastmod>
<changefreq>yearly</changefreq>
<priority>0.5</priority>
</url>
</urlset>
๐ค Era 2: AI Agents (2020s+)
AI agents need more than URLs - they need intent, capabilities, and trust signals. Traditional sitemaps leave agents crawling blindly, wasting tokens and time.
{
"feed_type": "llm-index",
"metadata": {
"title": "Intelligent Discovery Hub",
"origin": "https://site.com",
"generated_at": "2025-06-22T10:30:00Z"
},
"smart_routing": {
"audience_based": {
"developer": {
"entry_point": "/.well-known/mcp.llmfeed.json",
"token_budget_allocation": {
// ... (content truncated for display - use copy button for full content)
Quantified Performance Benefits
โ Traditional Crawling
โ LLM-Index Navigation
๐ฏ Economic Impact by Scale
How It Works
๐ฏ Smart Categorization
Instead of a flat list, feeds are organized by purpose and audience:
Core Infrastructure
Essential feeds for understanding the site
Developer Tools
Interactive tools and implementation guides
Documentation
Technical specs and reference materials
๐งญ Intelligent Routing
Agents receive customized navigation paths based on their purpose:
๐ Trust-Based Prioritization
Cryptographic signatures enable agents to make autonomous decisions:
Implementation Guide
๐ Quick Start (5 Minutes)
Create a basic LLM-Index for your site:
{
"feed_type": "llm-index",
"metadata": {
"title": "{{My Site Discovery Hub}}",
"origin": "https://{{mysite.com}}",
"generated_at": "{{2025-06-15T00:00:00Z}}",
"description": "Intelligent navigation hub for AI agents"
},
"discovery_guidance": {
"recommended_entry_points": {
"new_visitors": "/.well-known/mcp.llmfeed.json",
"returning_agents": "/.well-known/llm-index.llmfeed.json"
},
"navigation_strategy": "audience_based"
},
// ... (content truncated for display - use copy button for full content)
Save as /.well-known/llm-index.llmfeed.json
๐ฏ Progressive Enhancement
Phase 1: Basic Index
Simple feed listing with minimal metadata
Phase 2: Smart Routing
Add categories and audience-based navigation
Phase 3: Full Intelligence
Analytics, relationships, and automated updates
Tools & Automation
๐ Manual Creation
For simple sites, create your LLM-Index manually using our template.
๐ค Certified Prompt
Use our signed prompt to generate your LLM-Index with any LLM.
๐ฎ Coming Soon: Automated Tools
Ready to Transform Your Site Discovery?
Join the intelligent web revolution and give your site the navigation system AI agents deserve.