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The Missing Layer

How MCP architecture bridges the gap between LLMs and enterprise systems.

97% of MCP Tool Descriptions Are Broken

97.1% of MCP tool descriptions contain at least one 'smell' — unstated limitations, missing guidelines, opaque parameters. Here are the eight blocks that fix that, each added because the agent failed without it.

2026-04-104 min read

MCPArchitectureAI

The Six Levels of MCP Servers

Not all MCP servers are created equal. After building seven production servers connecting nine APIs, a clear maturity ladder emerged: from hollow API wrappers to interactive apps that write back to your business.

2026-04-034 min read

AIEnterprise

Your Data Is Fine. Your AI Doesn't Know What It Means.

The technician field is empty. The AI tells the user no one was assigned. In reality, the real technician is in time-booking records filtered by work-order type. The data is clean. The AI just doesn't know what it means.

2026-03-274 min read