Ragnar is a high-performance RAG system that leverages Rust libraries through Ruby bindings for embeddings, vector search, and topic modeling. It provides a complete CLI for indexing documents and querying with LLMs.

Extract topics from document embeddings using HDBSCAN clustering and c-TF-IDF term extraction. Provides automatic topic labeling, quality metrics, and support for various clustering algorithms.