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AAI Gateway: Unified MCP & Skill Management, Shared Across AI Agents, 99% Context Token Savings

What Is It

AAI = Agent App Interface

AAI Gateway is the interaction gateway for Agent Apps.

What is an Agent App? An Agent App is a collection of capabilities that an Agent can use. For example:

• An MCP Server is an Agent App — it provides a set of tools
• A Skill package is an Agent App — it provides one or more skills

In AAI Gateway, they are abstracted as Agent Apps under unified management. Import once, and all AI Agents can use them immediately.

What Problems Does It Solve

Context Bloat

Traditional: 10 MCPs × 5 tools = 50 full schemas ≈ 7,500 tokens injected into every conversation.

AAI Gateway: each Agent App needs only fewer than 50 tokens for a summary, with details loaded on demand. 99% token savings.

Finding Tools Is Hard

Traditional: search GitHub → read READMEs → copy JSON configs → debug connections → restart Agent.

AAI Gateway: tell your Agent "use AAI to search for xxx" — auto-searches, installs, ready to use.

> "Use AAI to search for a browser automation tool"

>

> → Search → finds Playwright MCP → Agent summarizes a one-line Agent App summary → install → ready to use, no restart needed

> "Use AAI to search for a PPT creation skill"

>

> → Search → finds PPT Skill → uses skill description as Agent App summary → install → ready to use, no restart needed

Duplicate Config

Configure the same thing in Claude Code, Codex, and OpenCode separately? Import once through AAI Gateway, all Agents share instantly.

Quick Start (30 Seconds)

Claude Code:

claude mcp add --scope user --transport stdio aai-gateway -- npx -y aai-gateway

Codex:

codex mcp add aai-gateway -- npx -y aai-gateway

OpenCode — add to `~/.config/opencode/opencode.json`:

{
  "mcp": {
    "aai-gateway": {
      "type": "local",
      "command": ["npx", "-y", "aai-gateway"],
      "enabled": true
    }
  }
}

**OpenClaw:**

openclaw plugins install openclaw-aai-gateway-plugin

Once installed, just tell your Agent what you want to do.

Built-in Tools

Each imported Agent App generates an `app_` tool that returns the full operation guide and tool list when called.

Preset Agent Apps (auto-discovered when locally installed)

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."
  }
}

`discovery.checks` supports three check types: `command` (command exists), `file` (file exists), `path` (directory exists).

Supported protocols: `mcp`, `skill`, `acp-agent`

Welcome to submit a PR to contribute new Agent App descriptors, or open an issue for feedback.