Make Your Codebase Work with AI

I untangle codebases, review architecture, and set up the structure that makes AI tools useful instead of noisy.

Let's Talk See What I Do

AI tools need structure, too.

You're building AI-assisted development workflows, but the codebase isn't set up for them. Context windows fill up. Agents get lost in your architecture. MCP servers are missing or duct-taped on.

I design the plumbing that fixes that: MCP servers that surface the right context, orchestration for multi-agent flows, and a layout that keeps the system legible.

What I Do

🔧

Codebase Rescue

If the codebase reads like spaghetti, I make it clear and boring again. Legacy mess, over-built layers, or slow drift - I turn it into something you and your tools can reason about.

🏗️

Architectural Reviews

Moving fast is fine. Shipping the wrong shape is not. I read the architecture, find the cracks, and give you practical fixes, not a slide deck.

🔌

MCP Servers & Gateways

I build MCP servers that expose code, docs, and tools in a safe, queryable way. Gateways keep access tight and auditable.

📋

Playbook Drafting

Every codebase has habits. I find the ones that work, write them down, and make them repeatable. Your future self (and your tools) benefit.

🚀

Migration Without Pain

jQuery mess? Monolith that needs splitting? Legacy anything? I've migrated worse. I help you modernize without throwing everything away.

🤖

Multi-Agent Orchestrators

One agent can only do so much. I wire up a small team of agents (search, analysis, review) and make the handoffs clean.

🤝

Team Agreements

Teams need shared rules. I write ADRs, guidelines, and playbooks so humans and AI tools follow the same map.

Why This Matters

AI, in Practice

You're already coding with AI. But most codebases weren't built for it. Sparse docs and uneven structure mean the tool spends its time guessing.

I fix that. Clear structure and a few agreed rules make AI output far more reliable.

15 Years of Untangling

I've been fixing codebases for 15+ years. I've led teams, architected systems, modernized stacks, and built structures that scale without drama.

I know what good looks like and how to get you there.

Ship faster, break less, and make AI a reliable teammate.

Whether you need a full codebase rescue, an architecture review, or better rules for your AI workflow, let's talk.

Get in Touch