Kai Fischer

A systematic debugging workflow for GraphQL services that finds root causes instead of symptoms. Built for platform teams working in GraphQL services, tuned for Claude. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

A thorough review pass tuned for internal dashboards — correctness first, style last. Built for startup engineering teams working in internal dashboards, tuned for Claude. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

A safe refactor plan for e-commerce stacks: characterization tests, seams, and steps that keep CI green. Built for solo developers working in e-commerce stacks, tuned for Claude. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

A structured way to make and document architecture calls for WordPress plugins. Built for solo developers working in WordPress plugins, tuned for Claude. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.

Meaningful test coverage for machine-learning services — behavior tests, edge cases and fixtures that stay maintainable. Built for platform teams working in machine-learning services, tuned for Claude. Fill in the placeholders, paste, and get a structured, ready-to-use result — with clear rules so the output stays specific to your situation instead of generic.