AAI Gateway
Centralize MCP and skill registration behind one gateway so every agent shares the same tool surface with far less context bloat.
Overview
AAI Gateway is a MCP server for the Build phase that provides a unified gateway for MCP and skill management shared across AI agents with large context savings.
What is this MCP server?
- Unified MCP and Skill management gateway across AI agents
- Marketing claim of 99% context token savings vs loading all tool defs raw
- Shared gateway instance for Claude Code, Cursor, and other MCP clients
- npm stdio package aai-gateway v1.1.10
- Reduces duplicate MCP entries in per-editor config files
- Product claims 99% context token savings
- npm package aai-gateway version 1.1.10
- stdio transport
Community signal: 104 GitHub stars.
What problem does it solve?
Too many MCP servers in each agent config balloon context, duplicate setup, and make tool access inconsistent across editors.
Who is it for?
Power users running many MCP servers who want one shared management layer and lighter prompts.
Skip if: Builders who only need one simple MCP, or teams that cannot add another hop in their agent toolchain.
What do I get? / Deliverables
One gateway registration can federate MCP and skill access for multiple agents with leaner tool metadata in context.
- Single AAI Gateway MCP endpoint in agent config
- Shared MCP and skill catalog across configured agents
- Leaner tool metadata surface for long MCP stacks
Recommended MCP Servers
Journey fit
Agent toolchain consolidation happens while you build—the moment tool lists overwhelm prompts and configs diverge per IDE. AAI Gateway is infrastructure for how agents discover and invoke MCP servers and skills, not a single business API.
How it compares
Meta-gateway for MCP and skills—not a replacement for individual domain servers like Gmail or Grist.
Common Questions / FAQ
Who is AAI Gateway for?
Solo builders and integrators who run multiple MCP servers and skills across Claude Code, Cursor, Codex, or generic MCP hosts.
When should I use AAI Gateway?
Use it during Build when configuring agent-tooling and your tool list or token usage from raw MCP definitions becomes painful.
How do I add AAI Gateway to my agent?
Install the npm package aai-gateway, register it as a stdio MCP server in your agent config, then attach your other MCP servers and skills through the gateway per its repository docs.