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What Is MCP for Enterprise Data? (And Why You Need a Context Layer)

MCP standardizes how AI agents talk to tools and data — but it doesn't standardize what that data means, which is where multi-agent workflows quietly go wrong. Here's how MCP actually works, why ungoverned access compounds errors across agents, and how App Orchid exposes governed, semantically accurate analytics as MCP tools.