In June 2025, Micl2e2 developed a cross-language MCP server for the punkpeye/awesome-mcp-servers repository, focusing on converting source code into Abstract Syntax Trees (AST) across multiple programming languages. Leveraging expertise in compiler design and server development, Micl2e2 implemented the server in C and C++, enabling unified code analysis and tooling for diverse codebases. This approach streamlined the process of parsing and analyzing code from different languages, reducing manual effort and accelerating downstream development for multi-language projects. The work demonstrated a deep understanding of AST structures and server architecture, delivering a robust foundation for future multi-language code analysis tools.