Chaos testing an MCP server with AI personas
We built a Claude Code skill that spawns five AI personas — from a nervous admin assistant to an API-first developer — to stress-test our form-building MCP server. Here's the pipeline and what we found.
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We built a Claude Code skill that spawns five AI personas — from a nervous admin assistant to an API-first developer — to stress-test our form-building MCP server. Here's the pipeline and what we found.
Most AI code generation is freeform text you review line by line. Formspec's approach is different — structured MCP tool calls, JSON Schema validation, and static linting mean AI-generated forms are verified automatically.