I ship the AI layer.

AI-Driven Development on the modern web stack. I add MCP servers and AI integrations to web applications that don't have them yet — on whatever stack you've already shipped.

TypeScript React Next.js TanStack Node Bun Rust/Axum MCP Postgres
Services

What I build. All of it ships.

your-app.com + AI layer
U "Cancel the duplicate invoice from June."
AI → search_invoices(month: "2026-06") → cancel_invoice(id: 4291) ✓ Done. Refund queued.
function-calling on your existing API

AI Integration for Existing Web Applications

Add chat, agents, RAG, and MCP to apps you've already shipped.

Deliverable: AI features inside your existing app + live MCP endpoint
App.tsx api.ts schema.sql
import { useQuery } from '@tanstack/react-query'
export function Dashboard() {
const { data } = useQuery({
queryKey: ['metrics'],
queryFn: api.metrics.list,
})
return <MetricsGrid data={data} />
}
TS React TanStack Next.js Postgres

Modern Web Application Development

Type-safe end to end. AI-Driven Development workflow.

Deliverable: working app + clean codebase + docs
/mcp
> list_tools _
• get_company_info
• list_services
• list_blog_posts
• get_contact_info
7 tools live

Custom MCP Server Integration

A typed tool surface any AI agent can call. Your data, discoverable.

Deliverable: /mcp endpoint + auth + 5-15 tools
$ cargo build --release
Compiling axum v0.8.1
Compiling sqlx v0.8.2
Compiling tokio v1.41.1
Finished `release` in 2m 13s
4.2
MB
1
binary
0
containers

Rust/Axum Production Backends

One binary, real observability, no Docker. Ships in a week.

Deliverable: cargo run → production, under a week
PHP
/home
/about
/contact
/admin
Rust
/home
/about
/contact
...
75% migrated · zero downtime

PHP → Rust Migration

Rust next to your PHP. Move routes behind a proxy when ready.

Deliverable: side-by-side deploy + traffic switch plan
Contacts 1,284
AK Anna K. lead
MR Mike R. client
ST Sarah T. lead
$0 /mo · owned by you

Lightweight CRMs & Internal Tools

One internal tool you own. No SaaS subscription, ever.

Deliverable: owned tool, flat-file configurable
build
zigbuild
scp
ssh
live
systemd
1m 42s · laptop → live

Solo-Scale VPS Deployment Setup

cargo-zigbuild → scp → systemd. Two-minute deploys, no CI.

Deliverable: build + deploy scripts, systemd unit
Tool capabilities
read_contacts allowed
send_email scoped
delete_all blocked
Enforced at IPC boundary

Secure Agent Architecture & Capability Design

A capability model that makes damage impossible by construction.

Deliverable: capability spec + permission graph + auth review
See all services →
mcp-inspector — mcsoftsolution.com
Live demo

This site is a running MCP server.

Everything to the left is happening right now, on the Rust binary that's rendering this page. Point any MCP-compatible AI — Claude, Cursor, a custom agent — at mcsoftsolution.com/mcp and it'll connect in under a second, discover 7 tools, and start querying.

The blog posts in the right panel? Published through the same MCP server, no CMS in the loop.

View /mcp How it works →
How the work actually happens

Working app in week 1.
Iterate in production.

I don't do slide decks. I don't do three-week discovery phases. The fastest way to find out whether we agree on the shape of the problem is to get a working app in front of you and then adjust it against real traffic.

AI-Driven Development and an MCP-first architecture make this kind of pace possible. The stack rewards being opinionated early and shipping often.

1
Scope call
30 minutes. We agree on the shape of the problem. No slide deck.
2
Working app, week 1
Not a design doc — an actual running starter in your repo.
3
Iterate against real traffic
Ship early, measure, adjust. The app is live while we're still writing it.
✓
Your database, your binary, your VPS
Zero cloud lock-in. Zero SaaS dependency. Zero CI bill.

Working code in your repo,
not a pitch deck in your inbox.

Tell me the shape of the problem. I'll tell you whether AI integration and MCP are the right next move — and if they're not, I'll tell you that too.

Start a Project Book a 30-min Call

Replies within 24h, Mon–Fri PT.

Also open to project-based B2B, contract (1099), or full-time (W-2) work.