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Claude Code plugin development and architecture

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Building a Claude Code Plugin That Actually Works: What We Learned the Hard Way

· 14 min read

We built a Claude Code plugin for Supaflow that manages data pipelines through natural language. It took three complete rewrites to get it right. This post covers the failures, the architecture decisions, and the constraints that made it work.

The final plugin is open source: supaflow-labs/supaflow-claude-plugin. Clone it, modify it, use it as a starting point for your own.