Stas developed foundational documentation and backend features for AI-assisted debugging and metadata analysis within the modelcontextprotocol/servers and punkpeye/awesome-mcp-servers repositories. He authored and standardized LLDB-MCP integration guides, clarifying how large language models can enhance debugging workflows for binary and core file analysis. In punkpeye/awesome-mcp-servers, Stas designed and documented a new MCP server for automated image metadata inspection, improving data validation processes. His work emphasized disciplined version control, Markdown-based documentation, and backend service design. Over two months, Stas focused on clear onboarding materials and robust technical references, enabling smoother adoption of AI-driven tools for developers and data analysts.