AEC Magazine reported on 3 November that Autom8Labs has released 22 free MCP Skills, intended to run alongside the MCP connectors the company sells for Revit, AutoCAD, Navisworks, Grasshopper, MicroStation, 3ds Max, Rhino, Civil 3D and Advance Steel. The library is live on the company’s own site, where it is titled “Free AI Skills for AEC”, headlined “Professional AEC skills for AI agents” and gated behind a download form asking for name, email, company and country, with a download link the page says lasts 24 hours.
The sentence that does the work is on the company’s own page: “Connectors give your AI agent the tools. Skills give it the method.” AEC Magazine quotes James Gray’s version of it — “The MCP Connectors give your AI agent the tools. Skills give it the method.” — and he puts the gap this way: “Giving an AI agent access to a design application doesn’t automatically mean it knows the best way to work in it.”
That is a claim about where the difficulty actually lies, and it is worth taking seriously, because this publication has spent several months covering the layer the company is now saying was the easy part.
The Connector Layer Is No Longer Scarce
Over the past few months the MCP connector has gone from novelty to table stakes across AEC software. Autodesk now ships three Revit MCP servers, two of which can change the model. Graphisoft put an MCP in beta with Archicad 30, and Nemetschek turned “Max” into a tier across three brands with the MCP servers as the substantive part. Revizto pointed ChatGPT at live project data. Autom8Labs sells into that same space: its Revit connector on the Autodesk marketplace has a free tier and a paid licence, and the company’s own product page lists connectors for Revit, AutoCAD, Rhino, Grasshopper “and more” alongside a row of smaller Revit utilities and a per-seat AI workspace product.
Once everyone has a connector, a connector stops being a reason to choose anyone. The skills library is a bid for the next position up — and it is given away free, which is the clearest signal of what the company thinks is defensible. The connectors are the product; the method is the marketing.
What a Skill Actually Is Here
By this publication’s count of the entries listed on the company’s page — which publishes no totals or category names of its own — the library splits into nine application connector skills — one each for the nine applications, covering tasks such as inspecting models, querying drawings and verifying changes — plus thirteen workflow skills. Nine of those are Revit: family creation, scan to BIM, model health, documentation, structure, MEP, coordination, site and document control. One is an AutoCAD cut-files skill for laser, CNC and model-making output. Two are 3ds Max rendering skills, for Corona and V-Ray. One is a Grasshopper computational-design skill for building parametric definitions.
Mechanically, the page says only that a user should “Extract the ZIP and add the skill folder to your AI client.” It does not name the supported clients or software versions, and it does not publish a specification — so what is being distributed is, on the page’s own description, a folder of instructions rather than executable code. The substance of a skill is the procedure: the sequence an experienced professional would follow, including the step where the result gets checked. Autom8Labs also offers to build custom skills around a firm’s own templates, standards and sign-off checks, which is consultancy sold on the back of a free download.
One disclosure is worth carrying from the magazine’s report: AEC Magazine notes that HP and NVIDIA support the creation of that content, while stating the coverage is editorially independent.
This Is the Second Method Layer This Publication Has Covered in a Month
It would be easy to write this up as a new idea. It is not one, and this publication’s own archive is where that gets settled. On 8 October, Pirros shipped six new Mira skills for its Revit agent — the same move, packaged the same way, one month earlier. Independently, an MIT-licensed public repository maintained by Daniel Locatelli, a PhD researcher at Gramazio Kohler Research at ETH Zurich, collects “Agent skills for AEC software development (Revit add-ins, Grasshopper plugins)” using the same SKILL.md folder packaging — though aimed at a different job, writing add-ins and plugins rather than driving the applications.
What is different about Autom8Labs’ version is its position relative to the software. Pirros ships skills for the agent inside its own product. Autom8Labs is publishing skills for nine applications it does not own, made by three different vendors — Autodesk, Bentley and McNeel — and depending on connectors it wrote itself rather than interfaces those vendors published. That is a more exposed place to stand. It also means the skills encode one company’s opinion of correct method into the workflows of firms using software that company does not control, and neither the library page nor the magazine’s report claims the application vendors have reviewed or endorsed them.
The Scale of the Company Is Part of the Story
AUTOM8LABS LTD was incorporated on 6 March 2026 and is registered at an address in Bristol, per its Companies House record, which lists it as an active private limited company with business-and-domestic software development and management consultancy as its stated activities. The company’s own homepage carries an Autodesk Authorised Developer badge and the headline “We Build AI Workflows and Agentic AI Systems for AEC”; the homepage names no staff and gives no address, and its contact form offers software development, consultancy, training, BIM and 3D content generation, and support.
An eight-month-old company publishing a method library across nine applications is a reasonable way to be noticed by firms evaluating connectors from much larger vendors. Whether 22 folders of procedure are worth adopting is a question each firm has to answer against its own standards — which is, in fairness, exactly what the custom-skills offer is for. Neither the magazine’s report nor the company’s pages name a customer using the library, and this publication found no published adoption figures.
