# AI and automation

> larch builds AI agents, MCP servers and automated data pipelines for founders and product teams, wired into the tools your team already works in and running in production.

URL: https://larch.ee/services/ai-automation/

We build AI agents, MCP servers and automated pipelines for founders and product teams, wired into the tools your team already works in. One team designs, builds and runs them in production, not just in demos.

## What you get

In production, not in demos. What every AI and automation project we take on comes with, each shown in a product we shipped.

- **AI agents that work in production, not just demos** (Seen in Scout): Scout’s agent runs the B2B sales pipeline on its own: discovery, enrichment, qualification and outreach drafts, with live updates while it runs.
- **MCP servers, LLM orchestration and multi-API pipelines** (Seen in seo-mcp · Bridddge): seo-mcp brings 28 SEO audit rules into Claude and Cursor through MCP. Bridddge’s built-in MCP server lets Claude Code search prospects, write outreach and manage campaigns.
- **Scraping, data enrichment and automated daily workflows** (Seen in Scout · Bridddge): Scout finds decision-makers with Playwright and scores every lead against your ideal customer profile. Bridddge runs drip campaigns and scheduled posts with human-like delays.

## Technologies used

The stack behind it. Each of these is in an AI product we shipped. Each technology page shows what we built with it.

- [MCP servers](https://larch.ee/technologies/mcp-servers/) (AI): Used in seo-mcp and Bridddge
- [AI agents](https://larch.ee/technologies/ai-agents/) (AI): Used in Bridddge and Scout
- [TypeScript](https://larch.ee/technologies/typescript/) (Language): Used in seo-mcp, Bridddge and Scout

Also in the stack: Claude API · Gemini API · Node.js · Worker Threads · Playwright · SQLite

[All technologies](https://larch.ee/technologies/)

## Built in this category

Shipped with it. Our own AI products, built by the same team that would build yours.

- [seo-mcp](https://larch.ee/work/seo-mcp/) (Open source / 2026): We built a free, open-source MCP server that audits SEO inside AI editors: 28 rules and a full site crawl on worker threads, with no API keys. Live product: https://seo-mcp.dev
- [Bridddge](https://larch.ee/work/bridddge/) (macOS app / 2025): We built a macOS app with a built-in MCP server for Claude Code, an automation engine and a CRM. All data stays in a local SQLite database. Live product: https://bridddge.com
- [Scout](https://larch.ee/work/scout/) (AI agent / B2B sales / 2025): We built the Next.js app and its agent pipeline: discovery, enrichment, qualification and outreach drafts, with live updates while the agent runs.

## How an engagement runs

From brief to live. We don’t do proofs of concept. We build the real thing from day one, with you in the loop.

1. **Discover** (Days): A short, focused discovery. We define the problem and the first release. Days, not months.
2. **Build** (Iterative): Design and engineering together. Working software from the start, with you in the loop.
3. **Launch** (Release): Deploy, test and release. The real product, in the hands of the people who need it.
4. **Scale** (Ongoing): Scale what works. Maintain, measure and improve as your product and team grow.

## FAQ

Before you book. Anything else, ask us on the call. It takes 30 minutes and you leave with a clear next step.

### What kind of AI products do you build?

AI agents, MCP servers and automated pipelines that work in production, not just demos. Scout, our AI agent for the B2B sales pipeline, is one: it finds companies, qualifies leads and drafts outreach on its own.

### What is an MCP server, and have you built one?

MCP (Model Context Protocol) lets AI editors such as Claude Code and Cursor use outside tools. We built two: seo-mcp, a free and open-source server for SEO audits, and the server inside Bridddge that gives Claude Code access to LinkedIn.

### Which AI models do you work with?

Our products use Claude. Scout reaches Claude and GPT models through one gateway, so the AI provider can be switched.

### Can it work inside the tools we already use?

That’s the point: useful intelligence, wired into the tools your team already works in. seo-mcp, for example, runs inside Claude Desktop, Claude Code and Cursor.

### How does an engagement start?

With a 30-minute call. Bring the idea; we’ll tell you how we’d build it and what it takes. Book a slot in Calendly or write to hello@larch.ee.

## How to start

- Book a 30-minute call: https://calendly.com/nicholas-stackwise/30min
- Email: hello@larch.ee