Tianqi Tang developed the MCP Server Enrichment Analysis feature for the punkpeye/awesome-mcp-servers repository, enabling gene set enrichment analysis directly within the MCP server workflow. By integrating the Enrichr API, Tianqi allowed researchers to perform gene analysis without leaving the platform, streamlining research processes and reducing context switching. The work focused on server-side development and API integration, with concise, well-documented code committed in a single update to minimize risk. Using skills in API integration, server development, and gene analysis, Tianqi expanded the platform’s analytics capabilities, delivering a focused, low-risk feature that enhances research throughput for end users.