As AI agent CLIs proliferate, teams face the challenge of managing diverse tools with different interfaces and behaviors. HagiCode's solution uses a layered architecture that abstracts each agent CLI behind a common interface, allowing developers to switch or add agents without rewriting code. The system currently supports Claude Code, Codex, Copilot, Gemini, and nine others, with a design that prioritizes extensibility and minimal coupling. This approach not only simplifies tool management but also enables consistent monitoring, logging, and policy enforcement across all agents. For teams building multi-agent workflows, this pattern offers a practical blueprint for reducing integration friction and improving operational coherence.
HagiCode developed a layered architecture to manage 13 different AI agent CLIs under a single system, enabling plug-and-play integration.