AI & LLM infrastructure
GPU nodes, model serving, RAG and MCP integrations, run with real guardrails and observability.
Project
NetBox MCP server and chatbot
Ask your network questions in plain language, answered from NetBox by a self-hosted LLM.
Overview
Builds on NetBox Labs' read-only Model Context Protocol server. The project exposes the server through mcpo as standard OpenAPI endpoints and adds a chatbot that connects it to an internal, OpenAI-compatible LLM, so infrastructure questions can be answered without sending data to a public AI service.
Highlights
- Read-only tools for NetBox objects, object lookups by ID and change logs (the audit trail)
- Questions such as “What Cisco devices are in this site?” or “Who changed the core router last week?”
- mcpo bridge so any OpenAI-compatible model can call the MCP tools
- Works with self-hosted models, for example through Ollama
Related expertise
Network engineering & automation
BGP, SD-WAN, firewalls and VoIP, run through NetBox and automated with Go, Python and Ansible.
Have a hard infrastructure problem?
Open to select consulting, contract and advisory work. Tell me what you are building and where it hurts.