Intelligent Discovery Revolution

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.

93%
Token Savings
20x
Faster Discovery
2-5s
Navigation Time
$M
Industry Savings

๐Ÿš€ Experience the Revolution

See how an intelligent discovery hub transforms agent navigation from crawling to precision routing

Live Demo

What is LLM-Index?

Core Concept

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Œ Traditional Sitemap (XML)

  • โ€ข Simple URL list
  • โ€ข No context or intent
  • โ€ข HTML-focused discovery
  • โ€ข No audience targeting
  • โ€ข No trust signals
  • โ€ข Static structure

โœ… LLM-Index (Intelligent)

  • โ€ข Organized by audience & intent
  • โ€ข Rich metadata & context
  • โ€ข API and capability focused
  • โ€ข Smart routing recommendations
  • โ€ข Cryptographic trust levels
  • โ€ข Dynamic with analytics

The Evolution Story

๐Ÿ“„ Era 1: HTML Crawlers (1990s-2010s)

sitemap.xml was perfect for search engines crawling HTML pages. Simple, effective, but designed for human-browsable content.

๐ŸŒ Traditional XML Sitemap๐Ÿ” Live
Legacy format - not agent-optimized
<?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>

๐Ÿค– 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.

๐ŸŒ Modern LLM-Index Structure๐Ÿ” Live
Live format - agent-optimized
{
  "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": {

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Quantified Performance Benefits

โŒ Traditional Crawling

Token Consumption~107,593 tokens
Discovery Time45-90 seconds
Content Relevance15-30%
Agent EfficiencyLow

โœ… LLM-Index Navigation

Token Consumption~7,629 tokens
Discovery Time2-5 seconds
Content Relevance85-98%
Agent EfficiencyHigh

๐ŸŽฏ Economic Impact by Scale

Small Site
~1.4M tokens/month saved
$420-4,200/month
Enterprise
~149M tokens/month saved
$44,700-447,000/month
Ecosystem
10% adoption scenario
500B tokens/month saved

How It Works

๐ŸŽฏ 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

๐Ÿงญ Intelligent Routing

Agents receive customized navigation paths based on their purpose:

New Visitors: Start with main MCP declaration โ†’ capabilities โ†’ FAQ
Developers: Jump to implementation guides โ†’ tools โ†’ examples
Business Users: Focus on manifesto โ†’ value proposition โ†’ trust signals

๐Ÿ” Trust-Based Prioritization

Cryptographic signatures enable agents to make autonomous decisions:

Certified Feeds: High confidence, suitable for autonomous action
Signed Feeds: Medium confidence, verify against manifesto values
Basic Feeds: Low confidence, cross-reference with trusted sources

Implementation Guide

๐Ÿš€ Quick Start (5 Minutes)

Create a basic LLM-Index for your site:

๐Ÿ“‹ Basic LLM-Index Template๐Ÿ›ก๏ธ Template
Replace {{placeholders}} with your values
{
  "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"
  },

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Save as /.well-known/llm-index.llmfeed.json

๐ŸŽฏ 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

๐Ÿ“‹ Manual Creation

For simple sites, create your LLM-Index manually using our template.

Best for: Small sites (less than 10 feeds)
Setup time: 15-30 minutes
Maintenance: Manual updates

๐Ÿค– Certified Prompt

Use our signed prompt to generate your LLM-Index with any LLM.

Best for: Most sites
Setup time: 5-10 minutes
Quality: AI-optimized structure

๐Ÿ”ฎ Coming Soon: Automated Tools

Next.js Plugin
Automatic generation for Next.js sites
๐Ÿšง In Development
CLI Tool
Universal crawler and generator
๐Ÿšง In Development
GitHub Action
CI/CD integration
๐Ÿ“‹ Planned

Ready to Transform Your Site Discovery?

Join the intelligent web revolution and give your site the navigation system AI agents deserve.