All essays

May 20, 2026

I Made My Portfolio AI-Discoverable Using Model Context Protocol

Structured MCP endpoints so AI assistants can discover services, case studies, and book a clarity session.

AI assistants are becoming a discovery channel. If your site only exposes HTML for humans, agents leave empty-handed.

I made natelubeck.com AI-discoverable with the Model Context Protocol (MCP): structured tools and JSON endpoints so an agent can read my profile, services, case studies, essays, and booking link without scraping.

What shipped

  • Streamable HTTP MCP at /api/mcp/stream
  • Well-known manifest at /.well-known/mcp.json
  • Assessment tools: Certainty Ladder, Clarity Block, Confusion Audit (optional url + ui_observations)
  • Read tools for portfolio SSOT

Why it matters

Authority online used to mean SEO and LinkedIn. Now it also means: can an agent answer “who is this person and how do I work with them?” from first principles.

Point your MCP client at:

https://natelubeck.com/api/mcp/stream

Or fetch the raw discovery document at https://natelubeck.com/api/mcp.

Originally published on Medium; this on-site copy is the canonical version.

Also on Medium

LinkedInXEmail

Follow the work

New essays by email — a list I own, not a Medium follow.

One field. Exportable list I own. Unsubscribe anytime.