#meta-prompting

get-shit-done (GSD) is a lightweight yet powerful meta-prompting, context engineering, and spec-driven AI-assisted software development system. It fundamentally addresses 'context rot' in large language models, ensuring consistent code quality across diverse AI coding assistants like Claude Code, Copilot, and Gemini. GSD orchestrates complex subagent workflows, state management, and XML prompt formatting, offering developers a streamlined, high-efficiency experience. Featuring robust built-in quality gates, including schema drift detection, threat model-anchored security enforcement, and scope reduction detection, GSD reliably transforms ideas into high-quality, verified code, eliminating the overhead of traditional enterprise development complexities.