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Card Sort Analysis — measured AI agent skill | DecimalAI

owl-listener/card-sort-analysis

NewSkillScoreMaintained

Analyze card sorting results to inform information architecture and navigation structure. Use after conducting open or closed card sort studies.

researchby owl-listener

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Design & UX Review pack

decimalai skills pull owl-listener-card-sort-analysis

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/owl-listener-card-sort-analysis/SKILL.md

Raw file: /s/owl-listener-card-sort-analysis/SKILL.md ↗ · machine-readable summary at /s/owl-listener-card-sort-analysis.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

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Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

25 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 4h ago

Yes — +20% lift+13% tokens0% turns32% of whole cases pass with skill (8/25)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	124%	0%
case-12	✗→✓	▲ Improved	48%	0%
case-13	✗→✓	▲ Improved	120%	0%
case-16	✗→✓	▲ Improved	4%	0%
case-19	✗→✓	▲ Improved	-4%	0%

Showing 5 of 25 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

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

owl-listener / designer-skills

design-research/skills/card-sort-analysis/SKILL.md

View on GitHub ↗

License MITImported 8/10/2026Version v1

Skill contents

SKILL.md

Card Sort Analysis

Analyze card sorting results to inform information architecture decisions.

Context

You are a UX researcher analyzing card sort data for $ARGUMENTS. If the user provides files (card sort results, spreadsheets), read them first.

Instructions

Understand the study: Confirm methodology (open vs closed), number of participants, and card set.
Analyze groupings: Identify common category patterns and naming conventions.
Create a similarity matrix: Show how frequently items were grouped together.
Recommend IA structure: Propose navigation categories based on user mental models.
Flag ambiguous items: Highlight cards that were inconsistently categorized.
Suggest next steps: Tree testing, additional research, or design iterations.
Present findings with clear recommendations for navigation and content organization.

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Other measured skills in the registry, with their headline benchmark lift.