engineeringagentsmcpobservabilityclaude
Letters Home from MCP Audit Camp: Multi-Agent Observability That Reads Like Mail
Jeff Cameron
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The Long Way Home
From a Lovable prototype to Oz OS: how OpZero grew from agent-native deployment into a user-owned operating environment for durable, governable software.
Adding MCP to an existing app
How to give a web app an MCP interface without duplicating business logic, permissions, or state—and why a shared database is not enough.
Designing MCP tools around real workflows
A worked guide to task-oriented MCP tools: discovery, immutable proposals, actionable errors, bounded results, and measuring completed work.