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Enables users to keep a local-first, inspectable identity and knowledge store — preferences, quality bar, lessons, decisions, and project context — that multiple MCP coding tools can share, so agents start from the same understanding of the user. All AI-proposed knowledge stays in user-owned files that can be reviewed, edited, or overridden before it is used.