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

🚀 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.

❌ Traditional Sitemap (XML)

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

✅ LLM-Index (Intelligent)

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

The Evolution Story

📄 Era 1: HTML Crawlers (1990s-2010s)

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

🌐 Traditional XML Sitemap🔍 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>

🤖 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.

🌐 Modern LLM-Index Structure🔍 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

❌ Traditional Crawling

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

✅ LLM-Index Navigation

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

🎯 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

🎯 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

🧭 Intelligent Routing

Agents receive customized navigation paths based on their purpose:

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

🔐 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

🚀 Quick Start (5 Minutes)

Create a basic LLM-Index for your site:

📋 Basic LLM-Index Template🛡️ 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

🎯 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

📋 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

🤖 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

🔮 Coming Soon: Automated Tools

Next.js Plugin
Automatic generation for Next.js sites
🚧 In Development
CLI Tool
Universal crawler and generator
🚧 In Development
GitHub Action
CI/CD integration
📋 Planned

Ready to Transform Your Site Discovery?

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