The duplication tax

Let's put both integrations side by side and see the full picture. For every new data source, you repeat the same four layers of boilerplate.

In that diagram, green is actual useful logic. Amber is per-tool boilerplate (schemas, mappings). Red is copy-pasted boilerplate (dispatcher, LLM loop). For every new integration, only the green part changes. Everything else is repeated.