Developed and launched the Octocode AI-powered developer assistant within the punkpeye/awesome-mcp-servers repository, focusing on enhancing research and analysis capabilities for MCP server projects. Leveraging AI development, code analysis, and GitHub integration skills, the work enabled advanced cross-repository search and streamlined decision-making for developers working with GitHub and NPM data. The feature was implemented using Markdown and designed with scalability and maintainability in mind, providing a foundation for future expansion. This contribution improved workflow efficiency and insight generation for the MCP server ecosystem, demonstrating a thoughtful approach to integrating AI-driven tools into collaborative development environments.