MCP Scenario Builder

I’m looking at your platform for an automation project. The execution-time pricing and JavaScript support are really compelling, but I noticed something that could be a major unlock:

Make has an unofficial MCP server that lets Claude Desktop (or any MCP-compatible client) programmatically generate and import workflow blueprints.

1. Specification-first: Teams write detailed specs (schema, error handlers, validation rules, edge cases) alongside their code

2. AI-assisted scaffolding: Claude reads the full spec and generates a complete blueprint with all domain-specific details baked in

3. Persistent context: The same Claude session can iterate and refine across multiple workflows—no loss of context between generations

4. Version control: Blueprints are importable artifacts that can be reviewed, tested, and versioned before deployment

Your in-platform AI Copilot handles single-session scaffolding well, but it can’t maintain context across iterations or access external specifications. For enterprise workflows - this context loss creates friction.

If you published an MCP server, teams could build spec-driven workflows at scale while keeping your pricing advantage.

It’s a great point, and it’s already in development. I hope to release it in May.

The introduction of the MCP scenario builder seems like a significant step forward for anyone managing intricate automation workflows. I’ve often found that as logic gets more complex, keeping everything organized becomes a real challenge. Having a dedicated tool to help structure these scenarios should definitely make the development process much smoother and more intuitive, especially when you are dealing with multiple data points simultaneously.

The MCP scenario builder looks like a powerful addition for structuring complex automation logic. It should make it much easier to visualize data flows and maintain clean connections between different nodes and services.