In January 2025, Allwefantasy developed the foundational infrastructure for an AI-powered coding assistant within the zbirenbaum/mcp-get repository. By introducing the Auto-coder RAG MCP server, they established the core backend components necessary for retrieval-augmented generation workflows. The work focused on backend development and AI integration, leveraging Python to implement the auto-coder.rag MCP server file and its supporting infrastructure. This initial feature laid the groundwork for future AI-assisted coding capabilities, enabling seamless end-to-end integration within the MCP server environment. The depth of the work reflects a focus on robust architecture, though the scope was limited to foundational feature delivery within the month.