ClawManager is a full-stack, Kubernetes-native control plane for managing AI agent runtimes (OpenClaw, Hermes, OpenCode, DeepSeek Harness, Workbuddy). It provides instance lifecycle management, secure AI gateway proxying with governance and cost tracking, skill management (import, versioning, hub), team collaboration with leader-mediated orchestration, and a comprehensive security protection platform (SecPlane) covering runtime behavior, egress policy, intrusion detection, and compliance reporting. The backend is built in Go with Gin, uses MySQL for persistence, Redis for real-time events, and the Kubernetes client-go library for orchestration. The frontend is a React 19 SPA with TypeScript, Vite, Tailwind CSS, and i18n support for five languages. The repository also includes Playwright-based E2E tests, Docker Compose local development stacks, and a Hermes desktop web component with its own build pipeline. While the codebase demonstrates solid architecture (repository pattern, service layer, middleware), some areas show drift (many SQL migrations, hardcoded dev secrets, incomplete feature flags) and the sheer number of runtime types and configurations introduces complexity.