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    Enables AI coding agents to read and write persistent, local-first memory over MCP, storing decisions, preferences, error patterns, research, and cross-project guidelines in SQLite with semantic search. Agents can recall relevant context before tasks and store new learnings mid-session, keeping knowledge across sessions and projects without any external API calls.
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