There is a moment, when you decide to open your SaaS to AI agents over MCP, where the ground shifts...

How three engineers built a proof-of-concept MCP server wrapping an internal API - starting with stdio, evolving to HTTP, containerizing with Docker, and deploying to AWS…

There is a moment, when you decide to open your SaaS to AI agents over MCP, where the ground shifts...

A practical MCP tool budget guide for AI SaaS builders covering tool limits, tenant caps, risk tiers, OAuth scopes, approval gates, logging, and cost controls.