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Product On Purpose/<phase Or Classification Skill name> — measured AI agent skill | DecimalAI

product-on-purpose/<phase-or-classification-skill-name>

NewSkillScoreMaintained

<single-line 20-100 word description; include trigger keywords and do not use folded YAML>

by product-on-purpose

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

Automatic

Product Management pack

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

pip install decimalai

2 · Get the skill — writes .claude/skills/product-on-purpose-phase-or-classification-skill-name/SKILL.md

decimalai skills pull product-on-purpose-phase-or-classification-skill-name --out .claude/skills/

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

curl -fsSL --create-dirs -o .claude/skills/product-on-purpose-phase-or-classification-skill-name/SKILL.md https://app.decimal.ai/s/product-on-purpose-phase-or-classification-skill-name/SKILL.md

Raw file: /s/product-on-purpose-phase-or-classification-skill-name/SKILL.md ↗ · machine-readable summary at /s/product-on-purpose-phase-or-classification-skill-name.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

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

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 2h ago

Yes — +77% lift-23% tokens0% turns91% of whole cases pass with skill (20/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	-31%	0%
case-02	✗→✓	▲ Improved	-6%	0%
case-03	✗→✓	▲ Improved	-17%	0%
case-04	✗→✓	▲ Improved	-18%	0%
case-05	✗→✓	▲ Improved	-42%	0%

Showing 5 of 22 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

product-on-purpose / pm-skills

docs/templates/skill-template/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1Bundled 2 files

Skill contents

references/

SKILL.md

<Skill Title>

<One paragraph overview of what this skill produces and why it matters.>

When to Use

<Situation 1>
<Situation 2>
<Situation 3>

When NOT to Use (Optional)

<Common misuse to avoid>
<When another skill is a better fit>

Instructions

When asked to <create artifact>, follow these steps:

<Step 1 Title>

<What to do and why>

<Step 2 Title>

<What to do and why>

<Step 3 Title>

<What to do and why>

<Step 4 Title>

<What to do and why>

Output Contract

Use references/TEMPLATE.md as the output format. A complete response should:

<Required element 1>
<Required element 2>
<Required element 3>

Quality Checklist

Before finalizing, verify:

] <Quality criterion 1>
] <Quality criterion 2>
] <Quality criterion 3>

Examples

See references/EXAMPLE.md for a completed example.

Want to see if product-on-purpose/<phase-or-classification-skill-name> would activate on your phrasing? Try it before you install — no LLM call, no signup.

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