Kit provides production-ready infrastructure for codebase mapping, symbol extraction, and code search that enables LLMs to understand and work with codebases. It offers Python APIs, MCP server integration, CLI tools, and a Claude Code plugin so developers can build AI code reviewers, generators, and IDE features. Optional ML features include advanced analysis and vector search capabilities.