Developed and delivered a feature for the nocodb/n8n-fork repository that enables dynamic, context-aware AI tool descriptions within n8n workflows. This work involved implementing expression evaluation logic in TypeScript and Node.js, allowing tool metadata to be generated based on the actual runtime context of each workflow. By refining the core evaluation mechanism, the developer improved the accuracy and reliability of dynamic descriptions, ensuring that AI tool integrations reflect the current workflow state. The changes enhanced both developer experience and workflow usability, providing a more flexible approach to AI tool integration. All updates were tracked for traceability and collaborative development.