Developed interactive Model Context Protocol (MCP) features across the punkpeye/awesome-mcp-servers and modelcontextprotocol/servers repositories, focusing on enabling local, prompt-based large language model (LLM) workflows. The work introduced integrated prompt and chat capabilities, allowing real-time, interactive usage and testing of local LLMs within the MCP loop. By establishing a reusable integration pattern, the developer reduced reliance on external prompts and enabled rapid iteration for developers. The implementation leveraged full stack development skills and AI integration, utilizing Markdown for documentation and workflow design. These enhancements improved developer productivity by streamlining local testing and fostering more efficient, interactive LLM development cycles.