6 of 6 pages analyzed

The LLM Data Company

llmdata.com

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

10

AI-Readiness / 100

26 dead ends

Level 1 · Agent-Unreadable

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

26 dead ends are holding your score down. Close them to climb ↓

Shipped a fix? Re-audit to lock it in →
Sign in to claimRe-audit702h ago· 1 creditVisit site →

Content

70% of score

5

0 of 15 buyer questions answered

Your site doesn't cover

  • operations
  • limits
  • integration
See all 26 gaps →

Protocol

30% of score

27

4 of 15 items installed

See fix list →

11 protocol items are still unshipped for llmdata.com, but they won't lift the score until the content gaps are filled — start there.

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

llmdata.com is indexed by Sitedex. See more sites →