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agent-exec is a powerful CLI wrapper designed to streamline the management of multiple AI coding agents within a single repository. It allows developers to seamlessly switch between or spawn sub-agents such as Codex, Claude Code, and Cursor, while providing a unified ecosystem for installing and updating domain-specific skills. By capturing JSON summaries of git changes and supporting headless execution, it simplifies the integration of diverse AI models into a cohesive development workflow, enabling sophisticated multi-agent orchestration for complex software engineering projects.