Tech Repo

Model Context Protocol (MCP) is an open standard that lets AI applications discover and use external tools and data through one common interface. Combined with local AI agents , which run inside (or have controlled access to) a developer's environment, MCP turns an AI assistant from a chat window into a system that can read code, query databases, inspect Git history, and run tests. This guide explains how MCP works, which servers are worth knowing, how to secure them, and how to connect your first server in about ten minutes. Early AI coding workflows followed a centralized pattern: paste code into a cloud-hosted model, then read the answer. That works for isolated questions. It breaks down for multi-step engineering tasks, because a modern repository is more than text files: it contains dependency graphs, build configurations, environment variables, database schemas, version history, test suites, and deployment infrastructure. Understanding it means retrieving the right inform...