Night School
MCP Factory: Building a Repository That Lets You Create Any MCP You Want
About this lecture
Every new tool you want your agents to use means another MCP server to build, and most teams rebuild the same plumbing every time. In this session, Aaron Gallant shows how to build an MCP factory: a single repository and scaffolding system that lets you spin up any MCP you need, fast. Stop hand-rolling integrations one by one and start producing them on demand.
In this lecture
- What an MCP factory is and why every agent team wants one
- A repository pattern that scaffolds any new MCP server fast
- How to standardize and reuse MCP plumbing across your agents
About the instructor
Lead Instructor at Gauntlet AI since the beginning; 18 years in tech across software development, data science, data pipelines, and internal tooling, including five years at Google. For his day job he synthetically generates HIPAA-compliant medical research data with LLMs and works deep in fine-tuning, reinforcement learning, and synthetic data generation — including fine-tuning jobs run on-premises on real hardware — so he knows how these models behave under the hood. MS in Computer Science, University of Illinois Urbana-Champaign; BA in Political Science & Philosophy, University of Rochester.