Ox Studio is a deterministic local AI orchestration control plane, Model Context Protocol (MCP) server, and multimodal workstation engine engineered in .NET 10 NativeAOT.
Token-lean workspace inspection (ox read, ox search, ox stat, ox map) with atomic spool ingestion and rollback.
Causal-preserving job supervision and real-time PCIe/NVMe bus stall & KV-cache prefill telemetry for local GPU workstations.
OAuth 2.1 + PKCE authenticated Model Context Protocol (MCP) endpoint allowing secure remote orchestration from Google Gemini and IDE clients.