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Enables coding agents to share a single local-first, user-owned identity and knowledge store, so preferences, quality bars, lessons, decisions, and project context carry across Claude Code, Codex, Cursor, Windsurf, and other MCP tools. Users can inspect, edit, approve, or override what gets exposed to any AI caller through local JSON/Markdown files.