Welcome to the Jungle: What We Found Inside 15,465 Public MCP Servers

In 2024, MCP (Model Context Protocol) set out to become the USB-C of AI: one standard for connecting models, agents, and IDEs to tools and data. Thousands of developers built servers, and enterprises plugged them into agent workflows. The ecosystem around it fell short.