Shows how to deploy MemPalace, an open source context database for AI agents, on OpenShift AI by building an HTTP/WebSocket wrapper for its stdio-based Model Context Protocol server. Details constructing UBI 9 containers with ChromaDB compatibility, implementing Kubernetes health probes, complying with restricted Security Context Constraints, and connecting clients via WebSocket, REST API, or Python SDK, including a sitecustomize.py workaround for sqlite3 version incompatibility.