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A new AI Detection stage in the Analysis group runs julius v1.4.19 over every web asset root and names model servers, AI gateways, AI applications, cloud AI endpoints and MCP servers, with the models they list. julius's MCP probe runs alone against /mcp and /api/mcp. Batches of eight roots are paced to the scan's rate, AI ports are probed first, and a minute budget and an asset cap are reported when they cut. Results live on http_assets.ai_* and fold onto hosts and onto services per ip:port, so an IP target with no host rows still carries them. Web asset and service rows show the service, the host and service grammars take ai: and ai.model:, the dashboard and target page count services per product through /ports/ai, two built-in exposure rules flag AI services and unauthenticated model lists, and compare watches ai_services. The AI default ports join WEB_PORTS. julius ignores -f without a positional target, so targets go on stdin.