AI opportunities

MCP-based governed query interface

Exposing an agent-callable tool interface that enforces permission filtering before returning results to an external calling AI system.

Technique

Model Context Protocol server wrapping the existing permission-aware retrieval layer.

Open source tool

MCP server framework

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