R2R is an advanced retrieval system built around Retrieval-Augmented Generation, providing a RESTful API for production deployments. It supports multimodal content ingestion, hybrid search combining vector and keyword approaches, knowledge graph construction, and comprehensive document management. The system includes a Deep Research API implementing multi-step reasoning to fetch relevant data from internal knowledgebases and the internet for complex queries.