Malcolm Mensah

AI assistants now answer from outdated docs unless your server keeps them current.

MCP servers stay accurate only if their underlying documentation does.

MCP servers now handle docs retrieval; custom APIs require justifying their overhead.

Agents querying live documentation endpoints instead of stale training data.

Agents now consume 45% of documentation traffic—but most sites are architected only for humans.

MCP lets AI assistants query your docs reliably without custom integration work for each client.