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Learn how MCP servers let you plug Linux skills into AI safely: define precise, auditable tools and resources (no raw shell), then build a minimal Python server exposing read-only helpers (disk usage, file read), install with apt/dnf/zypper, run over stdio or as a hardened systemd user service, and ship production-ready with scoped access, timeouts/quotas, logging, versioning, and least-privilege.