AI agents can write code fast. Codesteward makes sure they do it safely. Audit every action, map codebase structure, detect risky data flows, summarize sessions, and improve prompts — in one self-hosted open-source platform. Built for teams that want faster AI-assisted development without giving up security, compliance, or control.