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Card Sort Analysis · owl-listener | DecimalAI

researchby owl-listener

Card Sort Analysis

owl-listener/card-sort-analysis

Source owl-listener/designer-skills ↗License MIT

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

SkillScore32Maintained

Automatic

Design & UX Review pack

Last verified 8/12/2026

What it changes

Passed 8 of 25 test cases with the skill, and 3 of 25 without it.

Without skill12%

With skill32%

Checks it passed that the model alone missed

The response includes tree testing as a recommended next step.
The response highlights ambiguous cards that were grouped inconsistently.
The response flags specific ambiguous cards that were inconsistently categorized.

and 4 more in the full report

5 fixed3 passed either way17 still failing0 broke

Pass-rate lift: +20 pp
Tokens: +13%
Agent turns: 0%
Response time: +4%

Model gemini-3.6-flashMeasured 8/12/2026v18 of 25 cases passed with skill

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

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add owl-listener-card-sort-analysis, 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/owl-listener-card-sort-analysis/ and pins it in .decimal/skills.lock

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

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

curl -fsSL --create-dirs -o .claude/skills/owl-listener-card-sort-analysis/SKILL.md 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 ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 5

Prompt

Here are card sort results from 15 dispatchers organizing 28 fleet management tools for 'LogiTrack'. Reorganize our side navigation panel.

What was checked, without and with the skill
Checked	Without skill	With skill
The response explicitly references the study methodology.	Passed	Passed
The response recommends tree testing to validate the proposed navigation structure.	Missed	Passed

case-13 · gemini-3.6-flash · 8/12/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md17 linessingle file

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.

Track record

Benchmark

8 / 25

test cases passed, vs 3 / 25 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

owl-listener / designer-skills

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

View on GitHub ↗

License MITImported 8/10/2026Version v1

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

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See it in action

What's inside

Card Sort Analysis

Context

Instructions

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills