AARRR Pirate Metrics Diagnostic & Optimization

What it does

AARRR Pirate Metrics Diagnostic & Optimization is a Cursor skill: a SKILL.md playbook that AgenticKit installs at .cursor/skills/aarrr-diagnostic. Cursor's agent loads it when the task matches the skill description, instead of stuffing the same rules into every chat.

Auditing full-funnel SaaS metrics to isolate the biggest conversion bottlenecks across Acquisition, Activation, Retention, Referral, and Revenue.

Acquisition, Activation, Retention, Referral, and Revenue analysis. The file is domain knowledge, not a slash macro. You do not type it. The agent reads it when the job is aarrr diagnostic.

Why it exists

Default Cursor has no memory of how your team ships positioning, copy, and launch assets. Founders paste the same conventions into chat, then watch the model drift on the next turn. This skill exists so those conventions live on disk and load only when relevant.

It ships in the Marketing Kit. It is wired to the Growth Marketing Lead (growth-strategist) and Product Analytics Engineer (analytics-engineer) agents. It is wired to the /launch: Product Launch Strategy & Multi-Channel Kit and /landing-fix: Landing Page CRO Audit & Copy Optimizer commands. That graph is the point: the skill is the standard, the agent is the role, the command is the trigger.

When to use it

• Use AARRR Pirate Metrics Diagnostic & Optimization when the work is specifically about acquisition, activation, retention, referral, and revenue analysis.
• Load it before a long session that will touch this surface more than once. A one-line edit does not need the full playbook.
• Use it when you are writing something a buyer will see: landing copy, launch posts, SEO pages, or positioning docs.

When not to use it

• Do not treat the skill as a replacement for a slash command. Skills teach. Commands run a pipeline.
• Do not paste the whole SKILL.md into chat. If Cursor is not loading it, fix the description or invoke the matching command.
• Do not use it to generate spam or spray the same launch post across every channel.

Example workflow

1. Install the Marketing Kit so .cursor/skills/aarrr-diagnostic lands in the repo.
2. Open a new Cursor agent chat pointed at the files this skill governs.
3. Ask the Growth Marketing Lead (growth-strategist) to read the skill, or run /launch: Product Launch Strategy & Multi-Channel Kit.
4. Review the first artifact against the practices below. If it violates one, stop and correct the file. Do not prompt 'just finish it'.
5. Commit the skill-guided files with the rest of the slice so the next session inherits the same standard.

Example usage

Example prompt: "Read .cursor/skills/aarrr-diagnostic and apply it to this change. Do not invent extra conventions."

Or trigger the pipeline: /launch: Product Launch Strategy & Multi-Channel Kit. That command is written to load this skill.

Check the output against: Define the singular 'Aha!' moment that signals true product Activation

Example output

• The skill itself does not write a single output file. It changes what the agent is allowed to produce in positioning, copy, and launch assets.
• When you run /launch: Product Launch Strategy & Multi-Channel Kit, expect repo files plus notes under docs/, not a chat-only answer.

Best practices

• Define the singular 'Aha!' moment that signals true product Activation
• Measure week-1 and month-1 cohort Retention curves to verify product-market fit
• Build viral Referral incentives directly into product workflows (like shareable cards)
• Optimize Revenue metrics through clear one-time and recurring tier pricing

Common mistakes

• Ignoring "Define the singular 'Aha!' moment that signals true product Activation" and hoping a later prompt will clean it up.
• Copying the skill into .cursor/rules as always-on. That burns context and fights Cursor's load-on-match design.
• Running two overlapping skills that contradict each other in the same turn.
• Publishing generated copy without a human pass. The skill is a playbook, not a publisher.