The AI systems your business runs on — built to order.
builds the AI systems a business runs on: Model-Context-Protocol servers, automation pipelines, and the integrations that tie them together. Working systems, in production — not slide decks.
Built, not proposed.
Everything below is a system we engineered and now run in production — on our own infrastructure, every day.
Server health, logs and service control — exposed to an AI agent over MCP.
Hybrid semantic + full-text search across every note and project document.
An opportunity radar sweeping GitHub, Show HN and Hugging Face every 3 hours.
Crawls documentation sites into clean Markdown with a local search index.
A video link becomes a transcript, then a filed, structured idea.
RSS feeds and library releases, filtered by a free model into a short digest.
How we work.
Three moves, in order. Nothing gets automated before it is understood.
Assess
We map what you actually do — the repetitive work, the data moved by hand, the decisions worth a system.
Architect
We design the smallest system that removes it: an MCP server, a pipeline, an integration. Fully documented — no black box.
Automate
We build it, run it, and hand you a system that keeps working after we step away.
Case study: The Honest Negative — how we killed our own trading bot before it cost real money →
What we do.
MCP server engineering
Custom Model-Context-Protocol servers that give an AI agent safe, structured access to your tools, data and systems.
Business automation
n8n and code pipelines that turn a manual, repeated process into one that runs itself — with a full log you can audit.
Integrations & plumbing
The connective tissue: APIs, webhooks, scrapers and data moving between the software you already use.
Tell us what you're trying to build.
One message. Describe the process or the problem — we'll tell you whether a system is worth building, and roughly what it would take.
info@a3a.tech
Tech Solutions. Engineered.