think-and-ship: an MCP server that logs AI reasoning and execution steps
think-and-ship provides a Model Context Protocol (MCP) server that lets AI agents record why they act (think_*) and what they actually did (ship_*). It creates a unified audit trail linking reasoning, execution, and quality gates, helping developers trace and verify AI-driven changes. The tool is useful for teams integrating LLMs into their CI/CD pipelines, ensuring transparency and reliable rollbacks. Compared to ad‑hoc logging scripts, it offers a structured, language‑agnostic protocol with built‑in CLI and npm support.
View on GitHub →AlrikOlson/think-and-ship