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Turn your Linux box into a private, offline, scriptable AI assistant by pairing the Model Context Protocol (MCP), which safely mediates filesystem and shell tools, with a local LLM via Ollama. The guide shows setup in VS Code, secure workflows with approvals, and hands-on Bash examples (logs to CSV, disk reports, service diagnosis, CLI utilities), plus model picks, hardening, troubleshooting, and next steps.