Now accepting agent and MCP projects

Systems and software that make it to production.

amj.studio is a technology consultancy and software provider. We design, build and ship agentic AI, MCPs, data pipelines and SaaS products to enhance business efficiency, and enable automations and operations.

Google Cloud Experts
Gemini · Agent Engine · BigQuery
16,000+ users
Mind Map Downloader for Miro
Rated 4.4 / 5
CSV Getter on Trustpilot
University of Glasgow
Based on campus
AI agents & MCPs · Retainer

Custom AI agents and MCPs, built for you and run by us.

We build secure AI agents on Google’s Vertex AI Agent Engine — and the MCP servers that connect them, and tools like Claude, to your real company data. Get AI to transform your processes and sift through your logs.

Your data
Docs · databases · APIs — scoped, least-privilege, optional
Your agent
Vertex AI Agent Engine · Gemini
Model Armor
Monitored & maintained
amj.studio
Your team & customers
Web chat · internal tools · wherever it needs to live
Build & integrate

Agents scoped with you and built on Agent Engine; MCP servers wired into your data, tools and channels — deployment included.

Secure by default

Model Armor guardrails, least-privilege access to your data and evaluation before anything reaches production.

Managed on retainer

One monthly retainer covers monitoring, maintenance and a team that keeps improving your agents and MCPs as your needs change.

Software

Our apps are used worldwide.

Our own SaaS products, in production and used by teams worldwide. The same engineering goes into every client project.

Customer login →
CSV Getter
csvgetter.com · since 2022
Live
Live data endpoints for Airtable and Notion.

Built and run entirely by amj.studio; customers include teams at UCLA and Disney+.

Used in 44 countries
4.4 / 5
Trustpilot rating
5
Export formats
3
Platforms connected
Mind Map Downloader
miro.com/marketplace · since 2022
Live
Transform Miro data.

A Miro app that downloads any mind map as a structured CSV showing how the tree links together.

Used in 38 countries
16,000+
Miro users
2-way
CSV import & export
Essentials
Miro category
Client work

Production systems, delivered end to end.

All projects →
ESPC · Conversational AI
2026 —
A customer-facing AI assistant on Google Gemini, shipped with safety built in.

End-to-end delivery of a production chatbot on Gemini and Vertex AI Agent Engine, plus internal AI tools for operational efficiency. Model Armor guardrails and structured evaluation validated accuracy, security and policy alignment before launch.

GeminiAgent EngineModel ArmorGoogle CloudPython
Small99 · Data pipeline
[YEAR] —
An Eventbrite data pipeline for a large event network.

We built and run the pipeline that pulls event and attendee data from Eventbrite into the reporting the Small99 team relies on — scoped, delivered and supported as an ongoing engagement.

PythonEventbrite APIData pipelineReporting
Services

What we build.

Scoped, built, shipped and supported by the same people who build our own products — no handoffs.

AI agents

Custom agents and assistants on Google Gemini and Vertex AI Agent Engine, concept to production — most run under our managed retainer.

MCP servers

Secure MCP servers that put your logs, books and systems within reach of Claude and your agents — least-privilege, built properly and watched over by us.

Data pipelines & automation

Reliable Python pipelines and reporting automation — from third-party APIs into BigQuery and the tools your team already uses.

SaaS & product engineering

Full-stack products in TypeScript, Next.js and Python — auth, billing, analytics and deployment, built the way we build our own.

Stack
Google GeminiVertex AI Agent EngineModel ArmorGoogle CloudBigQueryPythonTypeScriptNext.jsReactSQLAWSVercel
Testimonials

What clients and customers say.

[Testimonial from Adam at Small99 — to be collected. Two to three sentences; this is the headline quote.]

Adam [Surname]
[Role], Small99
CSV Getter on Trustpilot

Rated 4.4 / 5 by customers of the software we build and run.

Read the reviews →

“CSV Getter works brilliantly and is now an essential part of our workflow. The customer service is always outstanding.”

Katy · CSV Getter customer, on Trustpilot
About

Built in Glasgow, based at the University of Glasgow.

amj.studio is the trading name of AMJ Tech Consultants Ltd. We work from the University of Glasgow campus [one sentence on the partnership — programme, space or collaboration — to be supplied], building software for clients alongside our own products.

Photo
Gavin Adams · Founder & principal engineer
AI solutions architect at ESPC, founder of CSV Getter, previously Skyscanner. First-class Theoretical Physics, University of Glasgow.
Photo placeholder
Working on a project at the University of Glasgow

Have a project in mind for 2027?

Tell us what you’re trying to build — an agent, a pipeline or a product. You’ll get a straight answer on scope, approach and cost — and whether we’re the right fit.