Gerred developed and released the MCP Server for the Trieve API in the devflowinc/trieve repository, enabling AI agents to search and interact with dataset resources through a TypeScript backend. He implemented dataset-scoped operations, flexible configuration via CLI and environment variables, and published comprehensive documentation to support both operators and developers. In the zed-industries/codex repository, Gerred introduced a reproducible development environment using Nix Flakes, providing a dedicated shell and updated onboarding instructions. His work focused on backend development, DevOps, and documentation, delivering scalable deployment, improved developer experience, and consistent workflows across teams without introducing bugs during the period.