Ashim Nandi enhanced the punkpeye/awesome-mcp-servers repository by integrating and expanding the System R Risk Intelligence README, focusing on AI integration and documentation within financial technology and trading systems. He articulated the functionality of 48 tools designed for AI trading agents, improving pre-trade risk validation, position sizing, portfolio analytics, regime detection, and compliance scoring. Using Markdown for clear documentation, Ashim mapped capabilities to facilitate developer onboarding and cross-team understanding. The work established traceability for repository changes and ensured ongoing system stability. This contribution deepened the repository’s risk intelligence surface, supporting readiness for advanced AI-trading agent tooling in fintech environments.