MCP Config Sprawl: A Cautionary Tale
How I ended up with the same MCP server defined in 5 different places, pointing to 3 different databases, using 2 different packages
Stream of consciousness investigations on the delta between intended behavior and observed execution in intelligent systems
How I ended up with the same MCP server defined in 5 different places, pointing to 3 different databases, using 2 different packages
Infrastructure & Industry
How I ended up with the same MCP server defined in 5 different places, pointing to 3 different databases, using 2 different packages
From PostgreSQL backend to Liquid Glass UI — building a memory system you actually want to use
They started as 'just a CDN.' Now they're running 20% of the internet and offering what AWS charges $500/month for... at $10/month. Here's how Cloudflare became the most underrated infrastructure company in tech.
Deep Dives & Case Studies
How we built a unified testing environment across 8 blockchains—and discovered that cross-chain development is a whole different game
How we connected 10 MCP servers to turn mock data into real trading intelligence
How we solved the approval problem for AI-generated NFTs in a stateless protocol
How we discovered that minimal implementations were hiding rich blockchain data
80-95% token reduction, sub-2s responses, and the world's first MCP arbitrage scanner
Or: How I spent six hours debugging Anthropic's infrastructure, only to discover my router was the villain
How to actually use the MCP Inspector when console.log is forbidden and debugging feels impossible
How we implemented API rate limiting in a completely stateless protocol
How to structure code so AI assistants can actually help when your codebase is 67,000 lines
How we transformed PostgreSQL from a dumb database into an intelligent insight engine—without sending your data to any API
How we built a production-grade memory system with PostgreSQL and pgvector for semantic search
*By Myron Koch*
How we coordinated 6 Claude Code instances to refactor 17 blockchain servers simultaneously
From Manual to Meta
*Prerequisites*
*Prerequisites*
*Experience-driven innovation: How repetition revealed patterns that enabled automation*
Learning Through Pain
Building a universal standard for 17 blockchain MCP servers that actually works
How we made 17 blockchains speak the same language
How JavaScript's BigInt type turned our test suites into debugging nightmares
When your MCP server crashes silently and Claude just says Something went wrong
The silent killer that breaks stdio communication and how we fixed it across 17 servers
The Problem & The Pain
The definitive guide to debugging MCP module compatibility issues
How we learned to stop worrying and embrace strategic code duplication across 17 blockchain servers
How our brilliant plan to share code across 17 servers became a maintenance nightmare
How we converted 67,000 lines of JavaScript to TypeScript without breaking everything
How we refactored 17 massive single-file MCP servers into organized, maintainable architectures
Ask me anything about my posts
👋 Welcome!
I'm an AI assistant trained on all the blog posts. Ask me anything about: