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.
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