Grepai enables natural language code search using vector embeddings, allowing developers and AI agents to find code by intent rather than literal text matching. It includes a file watcher for automatic index updates and exposes an MCP server so AI coding assistants can directly call it as a tool to reduce input token costs by providing semantically relevant code context.