Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

Product Manager Toolkit Skill · majiayu000 | DecimalAI

productivityby majiayu000

Product Manager Toolkit Skill

majiayu000/product-manager-toolkit

Source majiayu000/spellbook ↗License MIT

Use when the user needs product management workflows such as RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, go-to-market strategy, feature prioritization, research synthesis, or requirements documentation.

SkillScore91Maintained

Automatic

Product Management pack

Last verified 8/24/2026

What it changes

Passed 20 of 22 test cases with the skill, and 12 of 22 without it.

Without skill57%

With skill91%

Checks it passed that the model alone missed

Recommends asking why 5 times
Specifies the --capacity 18 flag
Specifies the --output json flag

and 7 more in the full report

8 fixed13 passed either way2 still failing0 broke

Pass-rate lift: +35 pp
Tokens: +92%
Agent turns: 0%
Response time: -35%

Model gemini-3.6-flashMeasured 8/24/2026v121 of 23 cases passed with skill · 22 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/majiayu000-product-manager-toolkit/SKILL.md https://app.decimal.ai/s/majiayu000-product-manager-toolkit/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add majiayu000-product-manager-toolkit, 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/majiayu000-product-manager-toolkit/ and pins it in .decimal/skills.lock

decimalai skills add majiayu000-product-manager-toolkit

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

curl -fsSL --create-dirs -o .claude/skills/majiayu000-product-manager-toolkit/SKILL.md https://app.decimal.ai/s/majiayu000-product-manager-toolkit/SKILL.md

Raw file: /s/majiayu000-product-manager-toolkit/SKILL.md ↗ · machine-readable summary at /s/majiayu000-product-manager-toolkit.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 8

Prompt

I have a spreadsheet file named `q3_feature_backlog.csv` containing feature proposals with reach metrics, expected impact levels, confidence percentages, and effort estimates. Please process this file using the RICE prioritization tool to rank the features, taking into account our team limit of 18 person-months, and give me the structured result in JSON format.

What was checked, without and with the skill
Checked	Without skill	With skill
References or runs scripts/rice_prioritizer.py	Missed	Passed
Specifies the --capacity 18 flag	Missed	Passed
Specifies the --output json flag	Missed	Passed

case-01 · gemini-3.6-flash · 8/24/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md346 lines4 filesincludes scripts

Product Manager Toolkit Skill

Essential tools and frameworks for modern product management, from discovery to delivery.

Quick Start

For Feature Prioritization

python scripts/rice_prioritizer.py sample  # Create sample CSV
python scripts/rice_prioritizer.py sample_features.csv --capacity 15

For Interview Analysis

python scripts/customer_interview_analyzer.py interview_transcript.txt

For PRD Creation

Choose template from references/prd_templates.md
Fill in sections based on discovery work
Review with stakeholders
Version control in your PM tool

Core Workflows

Feature Prioritization Process

Gather Feature Requests
- Customer feedback
- Sales requests
- Technical debt
- Strategic initiatives

Score with RICE

# Create CSV with: name,reach,impact,confidence,effort
python scripts/rice_prioritizer.py features.csv

Reach: Users affected per quarter
Impact: massive/high/medium/low/minimal

Track record

Benchmark

20 / 22

test cases passed, vs 12 / 22 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

majiayu000 / spellbook

skills/product-manager-toolkit/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 3 files · scripts

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

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

Product Manager Toolkit Skill

Quick Start

For Feature Prioritization

For Interview Analysis

For PRD Creation

Core Workflows

Feature Prioritization Process

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills