AAI Gateway

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

AAI Gateway is the interaction gateway for Agent Apps.

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

- AnMCP Serveris an Agent App — it provides a set of tools
- ASkill packageis an Agent App — it provides one or more skills

In AAI Gateway, they are abstracted asAgent Appsunder unified management. Import once, and all AI Agents can use them immediately.

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

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

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

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

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

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 plugins install openclaw-aai-gateway-plugin

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

Each imported Agent App generates anapp_<app-id>tool that returns the full operation guide and tool list when called.

Preset Agent Apps (auto-discovered when locally installed)