Langchain.rb provides a unified interface for connecting to various large language models from Ruby applications. It enables developers to build LLM-powered applications including retrieval augmented generation systems with vector search, conversational assistants, and agent-based workflows. The framework includes prompt management, output parsers, evaluation tools, and deep Rails integration through a companion gem.