The EMBL AI Librarian project develops a specialized knowledge layer for AI agents in life-sciences, addressing limitations of existing resources like Europe PMC that require complex syntax and manual searches. It aims to optimize access to over 40M indexed records through agent-friendly interfaces. The system, presented in a 2026 arXiv paper, focuses on structured query processing for agentic pipelines. The