6 of 6 pages analyzed

The LLM Data Company

llmdata.com

ai-mlmodel-trainingnatural-language-processingmedical-modelingai-research

AI-Readiness / 100

Level 1 · Invisible

The LLM Data Company trains frontier models for critical domains, focusing on areas like medicine where models must handle ambiguity and resist sycophancy.

Content

70% of score

0 of 15 buyer questions answered

Your site doesn't cover

operations
limits
integration

See all 15 gaps →

Protocol

30% of score

4 of 15 items installed

See fix list →

Every protocol item passes. There is nothing on the agent stack to ship for llmdata.com.

Fix list

26 to ship · 4 passing

Try it yourself

Sitedex already serves llmdata.com as an MCP endpoint. Ask it anything an AI agent might — see what comes back.

Snippets & configs

For developers and the engineer-on-call: copy these into your tools or your site.

MCP endpoint

https://mcp.sitedex.dev/s/llmdata-com/mcp

The URL anyone's agent points at. Read-only; safe to share.

Claude Code

claude mcp add llmdata --transport http https://mcp.sitedex.dev/s/llmdata-com/mcp

One command, then the agent has it.

Cursor / Continue

{
  "mcpServers": {
    "llmdata": {
      "url": "https://mcp.sitedex.dev/s/llmdata-com/mcp"
    }
  }
}

Drop into mcp.json.

WebMCP — two parts

WebMCP-capable browsers run the widget at runtime. Crawlers without JS rendering need the discovery manifest to find your tool surface. Install both.

1 · Widget script

<script async src="https://sitedex.dev/widget.js"></script>

Drop in <head>. WebMCP-capable browsers (Chrome 146+ Origin Trial) call navigator.modelContext.provideContext() via this script.

2 · Discovery manifest

{
  "$schema": "https://wellknownmcp.org/schemas/webmcp.json",
  "name": "llmdata.com",
  "tools": [
    { "name": "search", "description": "Search llmdata.com's indexed content." },
    { "name": "get_page", "description": "Fetch a page from llmdata.com as markdown." }
  ]
}

Host alongside the script at /.well-known/webmcp.json. Crawlers that don't render JS rely on this.

About this audit

Sitedex audits AI-readiness across 15 buyer questions and 11 protocol items. Each crawl produces a fresh report.

Question outcomes

Answered cleanly0
Partial1
Unanswered14

Sitedex

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