Free UX anti-pattern detection tool

AntiPattern AI

Answer yes/no against a checklist of known UX anti-patterns — hidden actions, confusing toggles, unnecessary confirmations, misleading interactions — and get a scored, prioritized fix list from your own answers.

  • Calculated instantly from your inputs
  • No signup or data submission
  • A focused next step for MVP planning

Your entries remain in this browser session and are not sent to MVPHub.

How it works

1

Score each anti-pattern by typical user impact

Each checked item is weighted by how commonly it causes real user confusion or mistakes — hidden primary actions and ambiguous destructive-button styling weigh the heaviest.

2

Aggregate into an overall risk score

The more high-impact anti-patterns present, the lower the score — giving you a single comparable number to track improvement over time.

3

Rank fixes by impact

Present anti-patterns are ranked so you fix the ones most likely to be actively confusing or costing you users first.

Frequently asked questions

Is this a real AI visual analysis of my UI?

No — this is a structured self-assessment. It scores your own yes/no answers against a documented checklist; it does not inspect screenshots or your live product visually.

What's the single most damaging anti-pattern usually?

Hiding a primary, frequently needed action behind a hover-only or deeply nested menu — it directly reduces discoverability of core functionality, often silently.

Are unnecessary confirmations really an anti-pattern?

Yes — a confirmation dialog on a harmless, reversible action adds friction without any safety benefit; see ConfirmUX and ModalGuard for how to right-size confirmation friction.

How is this different from DarkPattern Guard?

AntiPattern AI detects usability anti-patterns that confuse or slow users unintentionally; DarkPattern Guard specifically reviews for manipulative patterns designed to trick users, often around cancellation or consent.

How we compare

CapabilityMVPHubAn unstructured gut-feel design reviewA general-purpose AI assistant
Uses a documented, repeatable checklist×
Weighs anti-patterns by typical impact××
Produces a ranked fix list×
Instant, no design engagement required

MVPHub applies a consistent, transparent checklist to your own answers. An unstructured review varies reviewer to reviewer; a general AI assistant lacks a fixed, repeatable scoring method.

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