CRM Copilot is an MCP server that plugs AI into an existing CRM under a strict human-in-the-loop contract: the model proposes record updates with supporting evidence, and nothing is written until a human approves. Designed for sales teams that want AI assistance without blind writes to their system of record, it is engineered to production patterns — typed boundaries, guardrails, tracing, and a versioned eval harness — and includes a fully offline, reproducible demo that needs no API keys.