AgentIndexc does two things
It scores how easily AI can read your website. And it crawls the entire internet -- news, products, data -- so any LLM can have real-time context about the world.
Score your website
Enter any URL and get a 0-100 score on how easily ChatGPT, Claude, Gemini, and other LLMs can understand your site. Get specific recommendations to improve your AI readability.
How they connect
Context monitoring unlocks relational thoughts with human experiences. Taking structured data and linking them together to form thought helps build more complex mental models.
Structured Data
News, prices, geopolitics, weather, markets -- crawled and structured into context files
Relational Links
Data points connect -- a geopolitical event links to oil prices, travel safety, and insurance risk
Emergent Thoughts
Linked context forms thoughts: "Is it safe to travel?" "Should I refinance?" "What does this mean for my industry?"
Mental Models
Thoughts compound into worldviews -- complex models for reasoning with real context about the world
You
Your ability to agree or disagree with mental models formed not inside your mind, but from your environment. You are the filter.
"I've seen the data and the model says X, but my experience says Y. That tension is the human layer."
AI Agents Act
LLMs like ChatGPT, Claude, and Gemini take actions on your behalf -- with your context, your opinions, your worldview baked in
"Given what you believe about the world right now, here's what I'd recommend -- and I can do it for you."
A headline is data. Linking it to markets and safety is thought. Compounding thoughts is a mental model. Choosing to agree or disagree is being human. Then your AI agent acts on the world with your context, not just its own.
See it in action in Context CrawlingIs your website AI-readable?
Enter any URL. Get a score from 0-100 showing how easily AI models like ChatGPT and Claude can understand your content. Plus actionable steps to improve it.
Crawl & Analyze
Scans your pages for structured data, meta tags, schema markup, content clarity, and machine-readable formats.
Score & Grade
Get an LLM Friendliness Score (0-100) with a letter grade. See exactly where your site excels and where it falls short.
Generate llms.txt
Automatically generates a spec-compliant llms.txt file your site can serve so AI agents can discover and understand your content.
A context layer that gives AI real-time awareness
AgentIndexc continuously crawls the web -- news, products, APIs, live data -- and structures everything into context files that any LLM can read. Then it watches what the data means.
Live News
Scrapes Reuters, BBC, Wikipedia, AP News, and more. Categorized and structured every 10 minutes.
Products
Amazon, Shopify, and marketplace catalogs. Prices, ratings, inventory -- all in structured context.
Brain & Thoughts
Watch the system form inner thoughts from news -- like "should I get travel insurance?" from a geopolitical event.
Always Fresh
Context is re-crawled continuously. LLMs always get current data, not stale snapshots.
Who this is for
Website owners
Want to know if AI can read your site? Score it. Improve it. Get discovered by AI agents.
Developers & AI builders
Building an AI app? Use the API to give your agent real-time context about anything indexed.
Curious humans
Just want to see an AI brain react to world news in real time? Watch Context Crawling. It is wild.
Every piece of context, available to every AI
Today it indexes websites, news, and products. Tomorrow, any data stream -- personal preferences, schedules, health metrics, real-time sensors -- structured, versioned, and shared with the AI of your choice. Your context, your control, any model.
This is the protocol layer between human context and machine intelligence.