The Financial Report Analysis Agent is responsible for extracting, analyzing, and summarizing key financial insights from company earnings reports (PDFs) and transcript file (pdf). It automates the process of reviewing quarterly and annual reports, helping investors and traders make data-driven decisions based on real financial performance.