An open-source framework demonstrating LLMs for complex semantic analysis of unstructured wind turbine maintenance logs. It generates deeper reliability insights by identifying failure modes, inferring causal chains, and uncovering site-specific operational patterns, enhancing data-driven O&M in the wind energy sector.