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MCP Developer
Right now every company is scrambling to use AI. Almost none of them have built the part that lets AI actually reach their own tools, data, and systems. MCP development is handing out pickaxes while everyone else is out mining for gold. I build the pickaxes: MCP servers that connect what you already run to the models and agents your team is trying to put to work.
01 · What is MCP?
The plumbing behind AI that actually does something
The Model Context Protocol, MCP, is a common way for an LLM or an AI agent to reach into your world: your CRM, your internal tools, your databases, your file storage, whatever runs the business. Before MCP, every one of those hookups was a custom, one-off integration built for a single assistant. MCP standardises it, so you build the connection once and any MCP-aware model or agent, Claude, ChatGPT, or your own internal agent, can use it. It is the difference between an AI that can talk about your business and one that can actually work inside it.
02 · What I build
MCP servers, built to actually be used
Most MCP demos fall apart the moment they meet real data or real permissions. I build for the second part.
MCP servers
I design and build the server itself: the tools it exposes, the data it can touch, and the boundaries around what an agent is and isn’t allowed to do.
Tool & data integrations
Wiring your CRM, internal admin panels, databases, or SaaS APIs into a form an agent can call reliably, not just something that works in a demo and breaks on real accounts.
Agent-ready internal systems
Taking software you already run and making it something an LLM or an agent can operate on your behalf: look things up, file things, trigger the next step.
Proof-of-concept builds
A working MCP server against one real system in days, so you can see whether the idea earns its budget before you commit to the full build.
03 · Why me
I ship these, I don’t just talk about them
I’m a hands-on iOS and full-stack developer with more than fifteen years shipping software, and MCP is part of my day-to-day work now, not a slide I put together for a pitch. I build these servers myself, put them into production, and write about what actually works.
- 15+ years shipping production software, most of it on iOS
- Building and shipping MCP and LLM integrations at Invendor and for my own clients
- I write about MCP: What is MCP and Why Should You Care?
- Based in Tallinn, working with companies across Europe, remote or on-site
04 · Get in touch
Got a system that should be talking to your AI?
Tell me what you’re running today, CRM, internal tool, whatever, and we’ll work out together whether an MCP server is worth building.