BioHackrXiv"A Standards-Compliant, Multi-Modal Platform for Offline Access to SRA Metadata" https://doi.org/10.37044/osf.io/9jau6_v1
"SRAKE achieves a 20-fold improvement in ingestion speed, maintains constant memory usage through zero-copy streaming, and provides standards-compliant interfaces following clig.dev guidelines. The platform introduces biomedical-specific semantic search using SapBERT embeddings via ONNX Runtime, implements comprehensive quality control thresholds for search results, and offers multiple access modalities including a CLI, REST API, MCP server for AI integration, and a simple web interface."