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    Provides a local-first, user-owned identity and long-term knowledge layer that multiple MCP coding tools can read from the same on-disk store, keeping preferences, lessons, decisions, and project context consistent across sessions and across clients. Everything stored is inspectable, editable, and overridable, with a preview of exactly what an AI caller would receive and policy-gated approval for high-risk writes.
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