Hands-on consulting for networking, wireless, automation and AI.

SWK Studios is a project consultancy for businesses, enterprise IT teams and the MSPs who support them. We design and deliver networks and wireless, and we automate the work around them with AI agents behind a human review gate.

Open source: UniFi Fabric MCP Server, 283 tools, MIT licensed.

Investors and partners: message us on LinkedIn.

What we do

Project-based consulting. We scope the work, deliver it, document it and hand it over.

Enterprise networking

We design, build and fix enterprise networks, from the gateway to the access switch, with segmentation and monitoring built in from day one.

  • Network design, VLAN segmentation and firewall policy
  • UniFi design and deployment
  • Troubleshooting and remediation of existing networks

Wireless

We plan, deploy and tune wireless so it works where people actually use it.

  • Wireless planning and access point placement
  • Deployment, tuning and roaming
  • Fixing coverage, interference and capacity problems

Automation and AI

We turn repetitive IT and back-office work into reliable automated workflows. AI agents do the work; people approve what matters.

  • AI agents connected to your systems through MCP (Model Context Protocol) servers
  • Workflow automation for operations, reporting and finance
  • Human review gates on every change that counts

Project consulting

We review what you have, plan what comes next and deliver the pieces that sit between the network and the business. You end up with something your team can own.

  • Architecture reviews and practical roadmaps
  • Microsoft 365, identity, single sign-on and cloud
  • Project delivery for enterprise IT teams and MSPs, including white-label work

Who we work with

Businesses that run on their network, the enterprise IT teams who run it, and the MSPs who support them.

  • Businesses and multi-site organizations

    Offices and sites that need networks, wireless and cloud designed, delivered and documented properly.

  • Enterprise IT teams

    Consulting for in-house IT: network and wireless architecture, cloud and identity, AI automation projects and second opinions.

  • Managed service providers

    Providers that want a consulting partner behind them, not another MSP competing for their clients: project support, white-label network and wireless work, and tooling for many client networks.

What we are building

A platform in development

We are building a platform that gives managed service providers one place to see, understand and act on the networks they run for their clients. It grows out of the tools we use every day on our own estate and for our clients.

More to share soon.

Open source, in public

UniFi Fabric MCP Server

An open-source server that lets AI assistants manage UniFi networks through the official UniFi cloud API.

  • Tools across Network, Protect, Firewall, VPN, InnerSpace, Site Manager and more
  • Written in Python and published as a container image
  • Built for MSPs: one server can manage consoles across multiple API keys
  • High-risk writes need explicit confirmation on every call, and several write families are off by default
View on GitHub

Proof, not promises

283
tools in our open-source UniFi Fabric MCP Server
124
tools invoked live against a real UniFi deployment in a read-only sweep. The other 159 are exercised by unit tests in CI.
6
public releases on GitHub, latest v0.6.2 (August 2026)
MIT
licensed, with a container image on GitHub Container Registry

Source: github.com/swkstudios/unifi-fabric-mcp-server

Why SWK Studios

We run what we recommend

We operate our own production estate: virtualization hosts, single sign-on, a central log store and a segmented UniFi network. Every pattern we recommend has run on our own systems first.

AI with a review gate

Our agents do real work on real systems, and every significant change passes an independent review before it goes live. Fast where it is safe, careful where it is not.

Built in the open

Our UniFi Fabric MCP Server is public and documented down to what was tested live and what was not. You can read our work before you hire us.

Why now

AI assistants can now operate real infrastructure through open standards like MCP. Doing it safely takes tested tooling, documented limits and a human review gate. That is how we deliver automation projects, and we already run it on our own estate.

Let us talk

Whether you run a business network, an enterprise IT team or an MSP, we would like to hear from you. Tell us what you are working on and we will reply.

Message us on LinkedIn

Investors and partners: we are glad to walk you through what we are building. Send us a message and we will set up a call.