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

SWK Studios is a project consultancy for businesses and enterprise IT teams. We also partner with MSPs as consultants; we are not an MSP. We design and deliver networks and wireless and automate the work around them.

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.

  • Custom MCP servers that connect AI assistants to your network, cloud and business systems (MCP is the open standard that lets AI assistants use your tools and data)
  • Automated operations, reporting and finance workflows, such as invoice generation and bank reconciliation
  • AI agents do the work; a person reviews and approves every significant change

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 build

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.

It is not public yet. MSPs who want to talk about it can message us on LinkedIn.

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

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 us

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. We run these patterns on our own systems before recommending them.

AI with a review gate

AI agents do the work; a person reviews and approves every significant change. We run our own systems this way: 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 person who reviews and approves every significant change. That is how we deliver automation projects, and we already run it on our own estate.

About

SWK Studios LLC is an IT services and consulting company based in Austin, Minnesota. We were founded in 2025 to deliver networking, wireless, automation and AI projects, and to build the tools that make that work faster and safer.

How we work

We take on defined projects. We scope the work with you, deliver it, document it and hand it over so your team can run it without us.

We build the tools we need for that work and use them on our own systems. When a tool is useful to others, we publish it as open source, like the UniFi Fabric MCP Server.

Legal name
SWK Studios LLC
Based in
Austin, Minnesota, United States
Founded
2025
Industry
IT services and IT consulting

Talk to us

Send us a short note on LinkedIn about your project. We work with businesses, enterprise IT teams and MSPs.

Message us on LinkedIn

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