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Skill: Design Review · plugin87 | DecimalAI

design mediaby plugin87

Skill: Design Review

plugin87/design-review

Source plugin87/ux-ui-agent-skills ↗License MIT

Review or audit a design/UI across 6 weighted dimensions with Nielsen's 10 heuristics and a prioritized findings table.

SkillScore81Maintained

Automatic

Design & UX Review pack

Last verified 10/10/2026

What it changes

Passed 17 of 21 test cases with the skill, and 12 of 21 without it.

Without skill57%

With skill81%

Checks it passed that the model alone missed

Performance is assigned a 10% weight in the overall design score formula.
Finding severity levels use strictly Critical, Major, Minor, or Enhancement.
The response indicates checking color contrast using the automated contrast calculation script.

and 5 more in the full report

6 fixed11 passed either way3 still failing1 broke1 errored

Pass-rate lift: +24 pp
Tokens: +106%
Agent turns: 0%
Response time: +73%

Model gemini-3.6-flashMeasured 10/10/2026v217 of 22 cases passed with skill · 21 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/plugin87-design-review/SKILL.md https://app.decimal.ai/s/plugin87-design-review/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add plugin87-design-review, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/plugin87-design-review/ and pins it in .decimal/skills.lock

decimalai skills add plugin87-design-review

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/plugin87-design-review/SKILL.md https://app.decimal.ai/s/plugin87-design-review/SKILL.md

Raw file: /s/plugin87-design-review/SKILL.md ↗ · machine-readable summary at /s/plugin87-design-review.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 6

Prompt

What is the mandatory first file read step when initiating a structured design review flow after checking kit presence?

What was checked, without and with the skill
Checked	Without skill	With skill
The response specifies reading the design-review workflow markdown file containing rubrics and scoring guides.	Missed	Passed

case-17 · gemini-3.6-flash · 10/10/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md23 linessingle file

Skill: Design Review

Step 0 — is the kit here? This skill reads files from the kit. Check once: ls ${CLAUDE_SKILL_DIR}/../../../tokens >/dev/null 2>&1 && echo KIT_OK || echo KIT_MISSING On KIT_MISSING only the skill folders were installed, which is what npx skills add does. Say so plainly, point the user at npx ux-ui-agent-skills init or the plugin install, and stop. Do not guess the contents of a file you could not open.

Run a structured, scored review.

Steps

Read ${CLAUDE_SKILL_DIR}/../../../workflows/design-review.md (rubric, scoring guide, Nielsen heuristics, process).
Gather context: the screen(s)/flow, target users, platform, constraints.
Score the 6 dimensions (Visual Hierarchy 20%, Consistency 20%, Accessibility 20%, Usability 20%, Responsiveness 10%, Performance 10%); compute the weighted overall.
Run the accessibility lens with ${CLAUDE_SKILL_DIR}/../../../accessibility/wcag-checklist.md; use ${CLAUDE_SKILL_DIR}/../../../scripts/contrast.py for any color-pair doubts.
Check against the anti-slop tells in ${CLAUDE_SKILL_DIR}/../../../taste/design-taste.md (Banned Defaults checklist).
Apply Nielsen's 10 heuristics; flag violations by number.

Output

The 6-dimension scored table + overall score.
A prioritized findings table: # · Severity (Critical → Major → Minor → Enhancement) · Finding · Recommendation.
Concrete, token-referenced fixes.

Track record

Benchmark

17 / 21

test cases passed, vs 12 / 21 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v5 — 10/9/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

plugin87 / ux-ui-agent-skills

.claude/skills/design-review/SKILL.md

View on GitHub ↗

License MITImported 10/9/2026Version v2

Other skills for the same job

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More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Skill: Design Review

Steps

Output

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

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