A meta-layer for managing MCP servers and skill packages across multiple AI agents. Instead of configuring the same tools separately in Claude Code, Codex, and OpenCode, you import once and share everywhere. The big win is context efficiency: traditional setups inject full schemas for every tool into every conversation, but this loads a sub-50-token summary per app and fetches details on demand. It exposes search:discover for natural language tool finding, mcp:import and skill:import for registration, and aai:exec for running tools from registered apps. Auto-discovers locally installed agents and lets you enable or disable apps per agent. Useful when you're juggling multiple AI coding assistants and tired of maintaining duplicate configs or burning tokens on unused tool definitions.
claude mcp add --transport stdio gybob-aai-gateway uvx aai-gateway