MCP server and files for AI agents

Everything Ahrom Labs publishes can be read by an AI agent: searched through an MCP server, or fetched as plain files. All of it is read-only and public; any page can also be requested as Markdown by sending Accept: text/markdown.

MCP server

A search over the site's notes, patterns, guides, services and pricing answers. Each result is a passage with the URL of the page it came from. No sign-in.

Endpoint (streamable HTTP):

https://f4174b88-0589-496b-b82e-864b8a1a4501.search.ai.cloudflare.com/mcp

For Claude Desktop or any client that takes a local command:

{
  "mcpServers": {
    "ahromlabs-search": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://f4174b88-0589-496b-b82e-864b8a1a4501.search.ai.cloudflare.com/mcp"
      ]
    }
  }
}

Files

• llms.txt

  A summary of the site for language models: every page, tool and guide with one line on each.

• llms-full.txt

  Every page as Markdown, in one file, for an agent that wants the whole site in one fetch.

• knowledge.json

  The knowledge graph: notes, patterns, services, clients, IBR forms, BOQ items, ERP requirements and AI assistant questions, with typed links between them.

• MCP server card

  The MCP server's description, also at /.well-known/mcp.json.

• API catalog

  All of the above, listed in one place (RFC 9727).

Datasets

Free to reuse under CC BY 4.0, with credit to Ahrom Labs: ERP requirements, interior BOQ items and the AI assistant question library, each with a download (JSON, CSV or Excel) on its page.