Tutorial Feb 15, 2026 9 min read
Building Custom MCP Servers in Go: A Practical Guide
Learn how to build production-ready MCP servers in Go. From project setup to tool registration, resource handling, and deployment patterns.
10+ years of shipping software
We Build Software
in the AI Era
Full-stack development, fractional CTO services, and AI-native engineering. We help founders turn ideas into production-grade software, faster than ever.
15+
Projects Shipped
10+
Years Experience
8
Open Source Tools
3-5x
Faster with AI
What We Do
End-to-end software services for founders and teams who want to move fast without breaking things.
Custom Development
Ship your product faster with AI-accelerated full-stack development. We build MVPs in weeks, not months.
Fractional CTO
Get CTO-level technical leadership without the full-time salary. Strategy, hiring, and architecture for growing startups.
AI-Assisted Engineering
Integrate AI directly into your workflows with custom MCP servers, RAG pipelines, and LLM-powered developer tools.
Vibe Code Maintenance
Rescue your AI-generated codebase before it becomes a liability. We audit, test, and refactor vibe-coded projects into production-grade software.
Our Tech Stack
The tools and technologies we use to build production-grade software.
Languages
TypeScript Go Python Ruby Elixir Lua
Frontend
Vue 3 React Nuxt Next.js Astro
Backend
NestJS Django Ruby on Rails Flask Sinatra Express
Runtime
Bun Node.js
Database
PostgreSQL SQLite MySQL Cassandra BigTable Neo4j
AI
Claude OpenCode Codex Copilot MCP
DevOps
Docker Terraform Pulumi Ansible GitHub Actions Vercel
Platforms
AWS Google Cloud Digital Ocean Hetzner
Featured Projects
A selection of products and open-source tools we have built and maintain.
Product
ClipIt.now
AI-powered video clipping platform. Upload videos and describe what you want — get polished clips in minutes using natural language.
Product
LinkGlow
Browser extension for link auditing & SEO analysis. Instantly identifies broken links, redirect chains, and SEO issues on any webpage.
Product
hitspec
File-based HTTP API testing framework. Define API tests as simple spec files and run them from the command line.
BL
Product
blankcode
Interactive coding exercise platform. Practice coding with fill-in-the-blank challenges across multiple languages.
Product
musicpractice
Music learning web app with tablature rendering and audio playback for structured practice sessions.
Product
reservadoc
Document reservation platform for managing document workflows with role-based access and real-time status tracking.
VE
Open Source
veclite
A fully standalone vector database written in pure Go. No servers, no dependencies, just a single file. Embed anywhere.
TI
Open Source
tinyvault
Local secrets manager with AES-256-GCM encryption and MCP server integration for secure credential management.
VE
Open Source
vecgrep
Semantic code search tool using vector embeddings. Find code by meaning, not just keywords, with MCP integration.
HA
Open Source
haiku.nvim
AI code completion plugin for Neovim powered by Claude. Get intelligent suggestions right in your editor.
Why Work With Us
We combine deep engineering experience with modern AI-native workflows to deliver faster and smarter.
10+ Years of Experience
We have built and shipped software across industries, from fintech to healthcare to developer tools.
AI-Native Workflows
We use Claude, MCP servers, and custom AI tooling to accelerate development 3-5x without sacrificing quality.
Production-Grade Quality
Every project ships with tests, CI/CD, monitoring, and documentation. No cutting corners on reliability.
Founder-Friendly
We speak both business and engineering. Clear communication, transparent timelines, and no jargon walls.
Open Source First
We actively contribute to the open-source ecosystem and build tools that the community can rely on.
Vibe Code Rescue
Inherited AI-generated code that's falling apart? We audit, stabilize, and refactor it into something maintainable.
From the Blog
Engineering insights, AI development patterns, and lessons from building software.
Startup Feb 10, 2026 11 min read
The True Cost of a Vibe-Coded MVP: What Happens After the Demo
Vibe coding gets you to demo day fast, but what comes next? An honest breakdown of the hidden costs, technical debt, and maintenance reality of AI-generated codebases.
Startup Mar 18, 2025 7 min read
Choosing the Right Tech Stack for Your Startup
The best tech stack is the one that ships your product before you run out of money. Here's our opinionated decision framework from 10+ years of building startup MVPs.
Let's Build Something Great
Whether you need a fractional CTO, a full-stack team, or help maintaining your AI-generated codebase, we're ready to ship.