During December 2024, contributed to modelcontextprotocol/servers and punkpeye/awesome-mcp-servers by building core data visualization and integration features. Developed and deployed Vega-Lite visualization servers that generate visualizations from fetched data, enhancing data representation and accessibility. Integrated Snowflake database support with both read and write capabilities, including insight tracking, to streamline data workflows. Introduced a TypeScript MCP client for LangChain.js, improving interoperability and developer experience. Enhanced documentation for clarity and maintainability, including updates to repository references and usage instructions. Leveraged TypeScript, API integration, and database integration skills to deliver five new features and address one documentation bug within the month.