zeroshot CLI

zeroshot CLI is an autonomous engineering agent orchestration CLI that lets developers point it at a software task or issue and have it plan, implement, validate, and iterate on code changes without direct manual intervention. It orchestrates a multi-agent workflow where separate roles such as planner, implementer, and independent validators collaborate in isolated environments, looping until the code meets acceptance criteria or produces reproducible failures. The tool supports multiple underlying AI providers like Claude Code, Codex, OpenCode, and Gemini, as well as integration with issue backends like GitHub, GitLab, Jira, and Azure DevOps, enabling flexible input sources and automation in diverse environments. Zeroshot manages isolation via git worktrees or Docker containers, which helps ensure that each agent’s work is reproducible and shielded from unwanted interference, and it persists crash-safe state so tasks can resume if interrupted.