MCP Toolkit is an open-source reference implementation of Anthropic’s Model Context Protocol that connects AI coding assistants to structured tool servers such as files, repositories, APIs, and data stores. It enables backend and data engineering teams to run assistants with scoped permissions, audit trails, and more reliable, tool-grounded workflows.