In April 2026, Sam Felcher developed QuantOracle, a suite of 63 deterministic quantitative finance tools for AI agents, integrated into the punkpeye/awesome-mcp-servers repository. The work focused on expanding reproducible AI-driven finance experiments, enabling faster iteration and broader product capabilities for fintech applications. Sam used Markdown for documentation and leveraged AI integration and finance domain expertise to ensure modular, traceable feature delivery via Git. The addition addressed the need for robust, deterministic tooling in finance, supporting both technical growth and business value. While no bugs were fixed during this period, the depth of the feature demonstrated strong technical focus and impact.