Tianqi Tang developed the MCP Server Enrichment Analysis feature for the punkpeye/awesome-mcp-servers repository, integrating the Enrichr API to enable gene set enrichment analysis directly within the MCP server workflow. This addition allowed researchers to perform enrichment analyses without leaving the platform, streamlining research processes and reducing context switching. Tianqi’s work focused on server-side development and API integration, using Markdown for documentation and clear commit messaging. The feature was delivered as a single, well-contained commit, minimizing risk and ensuring maintainability. The project demonstrated depth in gene analysis workflows and expanded the server’s analytics capabilities without introducing new bugs.