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Critique · fengshao1227 | DecimalAI

design mediaby fengshao1227

Critique

fengshao1227/critique

Source fengshao1227/ccg-workflow ↗License MIT

Evaluate design from a UX perspective, assessing visual hierarchy, information architecture, emotional resonance, cognitive load, and overall quality with quantitative scoring, persona-based testing, and actionable feedback.

SkillScore59Maintained

Automatic

Design & UX Review pack

Last verified 8/9/2026

What it changes

Passed 9 of 16 test cases with the skill, and 9 of 16 without it.

Without skill55%

With skill59%

Checks it passed that the model alone missed

Tags priority issues using P0 through P3 severity levels.
Selects 2 to 3 personas for the persona red flags evaluation.
Restricts suggested commands to those from the allowed command set.

and 3 more in the full report

6 fixed7 passed either way4 still failing5 broke

Pass-rate lift: +5 pp
Tokens: +163%
Agent turns: 0%
Response time: +52%

Model gemini-3.6-flashMeasured 8/9/2026v113 of 22 cases passed with skill · 16 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/fengshao1227-critique/SKILL.md https://app.decimal.ai/s/fengshao1227-critique/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add fengshao1227-critique, 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/fengshao1227-critique/ and pins it in .decimal/skills.lock

decimalai skills add fengshao1227-critique

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

curl -fsSL --create-dirs -o .claude/skills/fengshao1227-critique/SKILL.md https://app.decimal.ai/s/fengshao1227-critique/SKILL.md

Raw file: /s/fengshao1227-critique/SKILL.md ↗ · machine-readable summary at /s/fengshao1227-critique.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

We completed Phase 3 of our interface evaluation where the user requested fixing typography hierarchy and visual spacing issues. Generate the Phase 4 recommended action summary listing the recommended commands.

What was checked, without and with the skill
Checked	Without skill	With skill
Places `/polish` as the final command in the recommended actions list.	Missed	Passed

case-12 · gemini-3.6-flash · 8/9/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md194 linessingle file

MANDATORY PREPARATION

Invoke /frontend-design — it contains design principles, anti-patterns, and the Context Gathering Protocol. Follow the protocol before proceeding — if no design context exists yet, you MUST run /teach-impeccable first. Additionally gather: what the interface is trying to accomplish.

Conduct a holistic design critique, evaluating whether the interface actually works — not just technically, but as a designed experience. Think like a design director giving feedback.

Phase 1: Design Critique

Evaluate the interface across these dimensions:

1. AI Slop Detection (CRITICAL)

This is the most important check. Does this look like every other AI-generated interface from 2024-2025?

Review the design against ALL the DON'T guidelines in the frontend-design skill — they are the fingerprints of AI-generated work. Check for the AI color palette, gradient text, dark mode with glowing accents, glassmorphism, hero metric layouts, identical card grids, generic fonts, and all other tells.

The test: If you showed this to someone and said "AI made this," would they believe you immediately? If yes, that's the problem.

2. Visual Hierarchy

Does the eye flow to the most important element first?
Is there a clear primary action? Can you spot it in 2 seconds?
Do size, color, and position communicate importance correctly?
Is there visual competition between elements that should have different weights?

3. Information Architecture & Cognitive Load

Consult cognitive-load for the working memory rule and 8-item checklist

Is the structure intuitive? Would a new user understand the organization?
Is related content grouped logically?
Are there too many choices at once? Count visible options at each decision point — if >4, flag it
Is the navigation clear and predictable?
Progressive disclosure: Is complexity revealed only when needed, or dumped on the user upfront?
Run the 8-item cognitive load checklist from the reference. Report failure count: 0–1 = low (good), 2–3 = moderate, 4+ = critical.

4. Emotional Journey

What emotion does this interface evoke? Is that intentional?
Does it match the brand personality?
Does it feel trustworthy, approachable, premium, playful — whatever it should feel?
Would the target user feel "this is for me"?

Track record

Benchmark

9 / 16

test cases passed, vs 9 / 16 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 v4 — 8/3/2026

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

fengshao1227 / ccg-workflow

templates/skills/impeccable/critique/SKILL.md

View on GitHub ↗

License MITImported 9/1/2026Version v1

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