Proficiency Labs

The 4x8 Proficiency Design Model, delivered as a thin MCP connector. The methodology and judgment run inside your own AI client; your conversation and materials never leave it.

MCP endpoint: /mcp (Clerk-authenticated). A connections dashboard arrives in a later phase.