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QA Loop

Three skills for finding bugs in a system that already has real data and real users — and for making sure the ones you close are actually fixed.

npx skills add https://github.com/veronalabs/qa-loop-skill

The problem it solves

A test suite passes. Every feature was checked off. The product is still broken when a customer uses it.

That happens because tests ask whether a function returned the right value, and never whether the outcome reached a person. An email is sent — to a dead link. A rate is stored — and displayed as zero. A rule is enforced on one screen and not on the path everything else uses.

None of that is visible from a green test run. It is visible from asking the live data a question.

The three skills

Skill Who runs it What it does
qa-hunt the finder States rules, sweeps real data against them, verifies each candidate, files issues
qa-fix the fixer Takes one issue at a time, fixes the cause, proves it, closes with evidence
qa-retest the finder, later Re-tests what was closed against what is actually deployed, reopens what did not change

They are meant to run in separate sessions. One side finds, the other side fixes, and a person decides between them. Collapsing them into one loses the thing that makes it work: nobody grades their own homework.

What makes it different from clicking through the app

Sweep, do not click. State a rule the data must obey, run it over every row, read the count before the examples. Clicking finds the bug in front of you. A sweep finds all of them, and tells you how many people are affected — which is what decides whether anyone should care.

Rules that have found real bugs:

  • no refund exceeds what was actually collected
  • every field a form marks required is populated in the data that form will edit
  • every address that takes a record id refuses somebody else's record
  • nothing switched off is still being sent
  • every button in an email opens the page its label promises

Verify before filing. Most of what looks wrong at first is not. Is it deliberate — is there a comment explaining the choice? Did you measure the right field? Does it reach a person, or only a column? Is it live code or inherited data? Is it your own test data? Candidates that do not survive these are worth more as a note than as an issue.

Record what is sound. "All 931 active subscriptions were compared against what the customer last paid; not one would be charged more" is worth more before a launch than a list of small bugs — and it stops the next person re-treading the ground.

Per-repository setup

Optional, and worth it after the first run. Add docs/agents/qa.md describing:

  • how to reach real data read-only, and what must never be written to
  • the invariants that matter in this system, in its own words
  • what test data looks like, so sweeps do not report it
  • where the deployed version is recorded, so qa-retest can compare it with the main branch

Licence

MIT

About

Find real bugs by sweeping production data, fix them in a separate session, and re-test what gets closed. Three skills for the hunt / fix / re-test cycle.

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