AAI Gateway — Install MCP servers and skills once, share across all your AI agents. One-time setup, 90% less context overhead. The unified gateway for AI agent tooling.
Once installed, just tell your Agent what you want to do.
Built-in Tools
| Tool | Description |
|------|-------------|
| search:discover | Search and install new tools with natural language |
| mcp:import | Import an MCP Server as an Agent App |
| skill:import | Import a Skill package as an Agent App |
| listAllAaiApps | List all registered Agent Apps |
| enableApp / disableApp | Enable or disable an Agent App per Agent |
| removeApp | Remove an Agent App |
| aai:exec | Execute a specific tool within an Agent App |
Each imported Agent App generates an app_<app-id> tool that returns the full operation guide and tool list when called.
Preset Agent Apps (auto-discovered when locally installed)
| App ID | Name | Description |
|--------|------|-------------|
| claude | Claude Code | AI coding assistant for code editing, analysis, and development |
| codex | Codex | OpenAI-powered AI coding assistant |
| opencode | OpenCode | AI development assistant for editing files and running commands |
Architecture
Developers: Get Your Agent App Auto-Discovered
Create an aai.json descriptor and submit it to src/discovery/descriptors/. When a user's local environment meets the discovery.checks conditions, the Agent will auto-discover your Agent App.
{
"schemaVersion": "2.0",
"version": "1.0.0",
"app": {
"name": { "default": "My App" }
},
"discovery": {
"checks": [
{ "kind": "command", "command": "my-app" }
]
},
"access": {
"protocol": "mcp",
"config": {
"command": "my-app-mcp",
"args": ["--stdio"]
}
},
"exposure": {
"summary": "Use when the user wants to do X."
}
}
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
A Claude Code plugin that automatically captures everything Claude does during your coding sessions, compresses it with AI (using Claude's agent-sdk), and injects relevant context back into future sessions.
