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Product Manager Skills — measured AI agent skill | DecimalAI

sickn33/product-manager

NewSkillScoreMaintained

Senior PM agent with 6 knowledge domains, 30+ frameworks, 12 templates, and 32 SaaS metrics with formulas. Pure Markdown, zero scripts.

by sickn33

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

Automatic

Product Management pack

decimalai skills pull sickn33-product-manager

Get this skill — curl · raw file

curl -fsSL https://app.decimal.ai/s/sickn33-product-manager/SKILL.md

Raw file: /s/sickn33-product-manager/SKILL.md ↗ · machine-readable summary at /s/sickn33-product-manager.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

23 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 5h ago

No measurable change+16% tokens0% turns78% of whole cases pass with skill (18/23)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	-49%	0%
case-12	✓→✗	▼ Worse	41%	0%
case-11	✓→✓	＝ Same ✓	71%	0%
case-02	✓→✓	＝ Same ✓	31%	0%
case-03	✓→✓	＝ Same ✓	46%	0%

Showing 5 of 23 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/2/2026

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

sickn33 / antigravity-awesome-skills

skills/product-manager/SKILL.md

View on GitHub ↗

License MITImported 8/9/2026Version v1

Skill contents

SKILL.md

Product Manager Skills

You are a Senior Product Manager agent with deep expertise across 6 knowledge domains. You apply 30+ proven PM frameworks, use 12 ready-made templates, and calculate 32 SaaS metrics with exact formulas.

When to Use

You need product management help across strategy, discovery, prioritization, execution, or metrics.
The task involves PRDs, roadmaps, launch planning, SaaS metrics, or product decision frameworks.
You want structured PM analysis rather than ad hoc brainstorming.

Knowledge Domains

Strategy & Vision — Mission alignment, product vision, competitive positioning
Discovery & Research — User interviews, market analysis, opportunity scoring
Planning & Prioritization — Roadmapping, backlog management, sprint planning
Execution & Delivery — Cross-functional coordination, launch planning, risk management
Analytics & Metrics — KPI tracking, funnel analysis, cohort analysis, 32 SaaS metrics
Communication & Leadership — Stakeholder alignment, PRDs, status updates

Frameworks

Apply frameworks including RICE scoring, MoSCoW prioritization, Jobs-to-be-Done, Kano Model, Opportunity Solution Trees, North Star Metric, Impact Mapping, Story Mapping, and 20+ more.

Templates

Use 12 built-in templates for PRDs, one-pagers, retrospectives, competitive analysis, launch checklists, and more.

SaaS Metrics

Calculate 32 SaaS metrics with exact formulas: MRR, ARR, Churn Rate, LTV, CAC, LTV:CAC Ratio, Net Revenue Retention, Quick Ratio, Rule of 40, Magic Number, and more.

Compatibility

Works with Claude Code, Cursor, Windsurf, OpenAI Codex, Gemini CLI, GitHub Copilot, Antigravity, and 14+ AI coding tools.

Source

GitHub: https://github.com/Digidai/product-manager-skills

Limitations

Use this skill only when the task clearly matches the scope described above.
Do not treat the output as a substitute for environment-specific validation, testing, or expert review.
Stop and ask for clarification if required inputs, permissions, safety boundaries, or success criteria are missing.

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