Agent skill

Your agent will tell you the data looks fine

It cannot measure the data it is describing, so it guesses and you find out later. This gives it checks it runs itself—on your machine, on your files, before it answers.

  • Claude
  • Cursor
  • ChatGPT
  • Grok

Node 20+ to install Python 3.8+ for the helpers

Install

Install the data-validation-rules skill with npx govalidate-lite, then ask me what I need to check.

Works anywhere your agent has a shell—desktop, web, mobile, IDE. It runs the install itself.

4× less time fixing its work Same task, same agent, graded blind. Without it: 40 minutes of fixes, 38/40 checks. With it: 10 minutes, 40/40.

It reads your files. That’s all it does.

  • Never leaves your machine No upload, no account, no API key.
  • Never touches the original The helpers only read. A repair writes a new file beside yours.
  • Nothing you can’t read Five Python scripts, standard library only. Open them, change them.

There is a Pro skill

It adds the deterministic engine behind these checks. Not publicly available yet.