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Microcopy Audit: AI Skill for UX Design

Microcopy Audit is an AI skill that reviews interface copy against UX-writing standards. It inventories every string, including hidden error and empty states, and pairs each finding with a severity rating and a rewrite.

npx skills add Uxcel-Lab/product-skills --skill ux-microcopy-audit

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What this skill does

Turns impressionistic copy review into a full content inventory with a rewrite for every weak string.

  • Inventories all copy in a flow, including hidden errors, empty states, and tooltips.
  • Judges each string against named criteria: clarity, concision, action, consistency, tone, inclusivity.
  • Pairs every finding with a rewrite, not just a flag.
  • Runs a consistency pass across the whole flow, which single-screen review misses.
  • Rates each finding Critical, Major, or Minor by user cost.
  • Flags manipulative copy and routes it to the dark-patterns audit.
  • Ends with consistency notes and the top three rewrites.
  • Runs standalone or as a validation step on any generated screen.

When to use it

Use it when you need an AI assistant to:

  • audit the copy on a screen, flow, or whole product;
  • review error messages for clarity, blame, and dead ends;
  • check button labels for action and specificity;
  • catch inconsistent terms across a flow;
  • fix empty states that teach nothing;
  • match tone to the moment, from welcome to payment failure.

What this audit checks

CriterionWhat it catches
Clarity & plain languageJargon, high-register words, copy that needs re-reading
ConcisionFiller words, multi-sentence labels, 20 words doing the work of six
Action & specificityGeneric "OK", "Submit", and "Start" labels, CTAs that hide what happens next
ConsistencyDifferent names for one concept, platform-mismatched terms like "click" on mobile
Tone fitJokes on payment errors, robotic welcomes, hedging on security actions
Error, empty & success statesErrors with no path forward, blank empty states, unacknowledged success
InclusivityGendered pronouns, "click here" links, placeholders standing in for labels
HonestyConfirmshaming, manufactured urgency, confusing double negatives

How the skill works

1

Inventory the copy

The skill lists every string in the flow, including hidden errors, empty states, tooltips, and confirmations.

2

Judge against criteria

It checks clarity, concision, action, consistency, tone fit, and inclusivity, then rates each finding by severity.

3

Rewrite and rank

It pairs each finding with a rewrite, adds flow-wide consistency notes, and names the top three fixes.

Try it with

Audit the microcopy on this onboarding flow.

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Review these error messages for clarity and tone.

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Check this checkout flow for inconsistent button labels.

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Rewrite the weakest copy on this settings screen.

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Related skills

1.0.0

MIT

UX Design

Audits

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