PH
Product Health Analysis
🟢 Production-Ready🕐 updated 2026-07-14
🔷 SkillSpec L3
pm-analytics
Interpret product metrics against goals and surface actionable signals. Use when asked to analyse product health, review key metrics, investigate a performance issue, produce a health report, or assess product-market fit signals. Produces a structured health report with RAG status, trend analysis, root cause hypotheses, and prioritised actions.
What to give it
▸Metrics data — current values for key metrics — even rough numbers work
▸Targets or benchmarks — OKR targets, historical baselines, or industry benchmarks
▸Period — week / month / quarter being analysed
▸Product area or segment — are we looking at the whole product or a specific feature?
✅ The bar it holds itself to
Every skill in this library self-verifies — these are this skill's own quality checks, straight from its definition.
✓Every metric includes both a target and a trend (not just a snapshot)
✓At least one correlation is drawn between metrics (e.g., activation → retention)
✓Every flagged metric has a root cause hypothesis, not just "it dropped"
✓Observations are written for a non-technical stakeholder (no raw query language or data jargon)
✓Overall health rating is justified with specific evidence
⚠️ What it refuses to do
Do not report a single aggregate metric without segment breakdowns — averages hide opposing trends
Do not flag a metric as healthy just because it is above the target — check if the target itself is meaningful
Do not list metric movements without root cause hypotheses — observations without explanations are not analysis
Do not mix product health metrics with business KPIs without explaining the relationship between them
Do not omit recommended actions — a health report that only describes problems without prioritised next steps is incomplete
Install
npx pm-claude-skills add --agent claude # or codex · cursor · gemini · hermes
# or one-line MCP (every skill, any client):
claude mcp add pm-skills -- npx -y pm-claude-skills-mcpStart with
Related skills
🔌 Embed this skill
Drop this on your blog, docs, or site — it renders a "Run this skill" card:
<div data-pm-skill="product-health-analysis"></div>
<script src="https://mohitagw15856.github.io/pm-claude-skills/embed.js" async></script>💬 Discussion
Product Health Analysis is one of 1078 open-source professional AI agent skills — all SkillSpec L3.
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