Sites/lattis.dev

Lattis

Claimed

lattis.dev

Lattis provides a platform that grades how well a website answers questions that AI agents ask, serving as an interface between websites and AI agents.

ai-mlai-visibilityseo-optimizationcontent-indexingagent-integration
46
AI-Readiness / 100
Level 3 · Agent-Accessible
56/56
Pages analyzed
1/15
Questions answered
Live
For AI agents
Visit site →

Content

AI-judged Q&A · 70% of score

34

1 of 15 buyer questions answered cleanly

Your site doesn't cover:

limitsoperationstechnical
See all 14 gaps

Protocol

Technical hygiene · 30% of score

73

8 of 11 items installed

Missing:

markdown accept +2SSR +2OpenAPI +2
Install with Lattis · +6 pts

Protocol fix list

3 to ship · 8 passing

Start here

enable markdown content negotiation

Respond to Accept: text/markdown with plain markdown — agents pay ~80% fewer tokens. If you're on Cloudflare, it's a zone toggle.

+2 pts

Zone-level toggle if you're on Cloudflare. Non-CF: implement server-side content negotiation on Accept: text/markdown.

Cloudflare: Markdown for Agents

Platform-level

Requires config or code on your side. Docs linked where useful.

Server-rendered content

Key content is JS-rendered; some agents skip it. Consider SSR / static rendering for your canonical pages.

+2 pts

Agents and crawlers rely on content in the initial HTML. Pre-render / SSR your canonical pages.

Rendering options for the web

OpenAPI spec

No OpenAPI discoverable at standard paths (/openapi.json, /api-docs, etc.). If you have an API, publish the spec.

+2 pts

Publish at a standard path (/openapi.json) and link from your docs. Agents will discover it automatically.

OpenAPI Initiative

Already passing

robots.txtsitemap.xmlllms.txtAllow major AI crawlersContent-Signal policyClean crawl rateMCP server cardWebMCP

Content gaps

14 gaps

Also covered by lattis.dev

integration

MCP Server

AI agents can query this site directly via MCP. Add this endpoint to Claude Code, Cursor, or any MCP client.

Endpoint

https://mcp.lattis.dev/s/lattis-dev/mcp

Claude Code

claude mcp add lattis --transport http https://mcp.lattis.dev/s/lattis-dev/mcp

Cursor

{
  "mcpServers": {
    "lattis": {
      "url": "https://mcp.lattis.dev/s/lattis-dev/mcp"
    }
  }
}

Add to your docs

Paste this into your README so your users get real data about your product via AI.

## AI / MCP

AI agents can query this site directly via MCP:

```
https://mcp.lattis.dev/s/lattis-dev/mcp
```

Add to Claude Code:
```sh
claude mcp add lattis --transport http https://mcp.lattis.dev/s/lattis-dev/mcp
```

WebMCP — runtime + discovery

1. Widget script — drop in <head>. WebMCP-capable browsers (Chrome 146+ Origin Trial) call navigator.modelContext.provideContext() via this script — that's the W3C draft and the actual integration agents care about.

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

Renders a small "AI-indexed by Lattis" badge bottom-right. Hide with [data-lattis] { display: none !important; }.

2. Discovery manifest — host alongside the script. The WebMCP spec defines no discovery mechanism, so crawlers can't see the runtime registration. This static JSON closes the gap.

Download webmcp.json

Host at lattis.dev/.well-known/webmcp.json.