A working log of decisions, builds, and tradeoffs from CogniLedger Solutions — AI Visibility, public MCP servers, and EdTech infrastructure for immigrant children integrating into European school systems.
Makuri now talks to AI assistants in two directions — outward and inward. That's a deliberate wager on how people will reach products next. Here's what I built, why I started small on purpose, and what it means for any company watching the same shift.
Read →What an EU SMB actually gets out of shipping a public MCP server, what to expect over the next quarter, and a three-week playbook to ship your own.
Read →Six things bit me when publishing an MCP server to the Official Registry. Each one cost time. Each one is a lesson worth budgeting for next time.
Read →AI assistants are becoming a new distribution layer. Most companies aren't on it yet. Part 1 of a three-part series on shipping a public MCP server as an AI Visibility artifact.
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