What is MCP Engine by AG2.ai?
MCP Engine is the fastest way to turn any OpenAPI spec into an MCP server that AI agents can actually use. Drop your spec, instantly get a Python repo, run it anywhere, or deploy in one click. 1,400+ MCP servers built so far and counting.
Problem
Users manually build MCP servers from OpenAPI specs, requiring significant time and technical expertise to code, configure, and deploy them.
Solution
A no-code DevOps tool that automatically generates Python repositories from OpenAPI specs, enabling users to instantly create and deploy production-ready MCP servers with one-click hosting (e.g., deploy on Fly.io or run locally via Docker).
Customers
API developers, DevOps engineers, and SaaS teams needing to operationalize API endpoints for AI agent integrations.
Unique Features
Direct OpenAPI-to-server conversion without manual coding, pre-built compatibility with AI agent frameworks, and optional enterprise-grade security addons.
User Comments
Saves weeks of backend setup work
Makes API integration with AI agents frictionless
One-click deployment is a game-changer
Unexpectedly handles OAuth2 flows automatically
Perfect balance of simplicity and customization
Traction
1,400+ MCP servers created
Supports Fly.io and Docker deployments
Featured on ProductHunt with 300+ upvotes
Market Size
The global API management market is projected to reach $13.7 billion by 2027 (MarketsandMarkets), with AI agent integration creating new growth opportunities.
