Leann is an open-source semantic search backend optimized for Retrieval-Augmented Generation (RAG) applications. It achieves significant storage efficiency, providing approximately 97% storage savings compared to traditional vector databases. The system supports local, privacy-focused deployments that do not rely on cloud services, enabling users to query private data sources such as Slack messages or Twitter posts securely on their own machines.