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North Star Metrics

skill-uthumany-uthy-legacy-os-north-star-metrics · by uthumany

Define and align around North Star metrics. Use when choosing or refining the primary metric that drives product decisions.

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Install

$ agentstack add skill-uthumany-uthy-legacy-os-north-star-metrics

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Security review

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No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

North Star Metrics

Overview

A North Star metric is the single metric that best captures the value your product delivers to users. It aligns the entire organization around a shared goal, prevents sub-optimization, and guides prioritization. This skill helps you define, validate, and operationalize a North Star metric.

When to Use

  • Defining the primary success metric for your product
  • Aligning the team around a shared goal
  • Replacing conflicting or confusing metrics
  • You've outgrown vanity metrics and need a real North Star
  • Don't use for: short-term campaign measurement, evaluating a single feature, a product with multiple distinct use cases (use a metric tree instead)

Instructions

1. Understand What Makes a Good North Star

A North Star metric should be:

  • Customer value-focused: Measures value delivered, not value captured
  • Leading indicator: Predicts long-term business success
  • Actionable: Teams can directly influence it
  • Understandable: Anyone in the company can explain it
  • Resistant to gaming: Hard to improve without delivering real value

2. Identify Candidates

Brainstorm 3-5 candidates. Common types:

  • Engagement: Daily Active Users, Weekly Active Teams, Messages Sent
  • Outcome: Time-to-Value, Tasks Completed, Content Created
  • Retention: Day 7 Retention, Active User Rate
  • Revenue: Average Revenue Per User (only if tightly linked to value)

For each candidate, ask:

  • If this metric goes up, does it mean users are getting more value?
  • If this metric goes up, will the business succeed?
  • Can every team influence this, even indirectly?

3. Evaluate Against Counter-Metrics

For every North Star candidate, define:

  • What could go up while the North Star goes up, but is actually bad?
  • Example: Messages Sent goes up, but message quality goes down and spam increases
  • These are your counter-metrics — you MUST track them alongside the North Star

4. Test with Real Data

Before committing:

  • Pull 6 months of historical data for candidates
  • Check correlation with business outcomes (revenue, retention, LTV)
  • Test sensitivity: Does the metric move when you ship something good?
  • Check volatility: Is it too noisy to be useful for weekly decisions?

5. Operationalize

Once chosen:

  1. Communicate: Why this metric? Why now? What are the counter-metrics?
  2. Dashboard: Put it on every team dashboard
  3. Goals: Set quarterly targets with stretch goals
  4. Review: Weekly check-in on North Star + counter-metrics
  5. Evolve: As the product matures, the North Star may change

Sample Output

Product: Team collaboration tool North Star: Weekly Active Teams (teams that update project status at least once/week)

Why: Captures the core value (teams staying aligned) better than DAU (individual usage) or messages sent (inflatable) Counter-metric: Team member burnout (measured by after-hours updates) Target: Increase from 10K to 15K weekly active teams by Q4 Dashboard: North Star shown prominently, segmented by team size and plan type

Common Pitfalls

  1. Vanity North Star — DAU for a product where daily use isn't the goal (e.g., tax software)
  2. Revenue as North Star — Revenue measures value captured, not value delivered. Good for business, bad for product direction
  3. No counter-metrics — Every North Star metric can be gamed. Counter-metrics protect against this
  4. Too many North Stars — If you have 5 "North Star" metrics, you have none
  5. Never changing — Your product evolves. Your North Star should evolve too. Revisit annually

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.