مقالات

871 MCP Tools, Near-Zero Context Window: Discover-First Tool Discovery

An MCP server with hundreds of tools burns a fixed slice of the context window before the task even starts, and tool-selection accuracy degrades past a few dozen tools and collapses past a hundred. Here is how I covered all of Google Workspace (871 tools across 28 services) while keeping the idle context cost near zero, and generated the long tail instead of hand-writing it.