A Firebase Analytics alternative for product agents
Firebase is the mobile default. AnalyticsCLI fits teams wanting explicit events, release/debug separation, and agent work that becomes GitHub tasks.
Product data preview
Signals to agent context
Funnels, instrumentation, and evidence your coding agent can act on.
AnalyticsCLI gives product agents explicit mobile app events they can use for onboarding, paywall, retention, and growth work.
Who this is for
Start here if the problem below sounds familiar. You do not need every connector on day one—just enough signal for the Growth Engineer to propose work you can review.
- Mobile products needing agent-readable events
- Teams analyzing onboarding and paywalls before coding
- Founders using agents to ship improvements faster
How it works
The loop is the same across guides: connect evidence, let the agent read it, then ship a reviewed task with a verification metric.
- Define a small activation and monetization taxonomy.
- Validate in debug before release analysis.
- Run the Growth Engineer on release data and context.
- Create a handoff with a success metric.
What you get back
The output should be concrete enough to review without opening five dashboards.
- Explicit events only.
- Release/debug separation for clean analysis.
- Agent output becomes issues—not just reports.
Common questions
Quick answers before you connect product data to an agent.
Can AnalyticsCLI coexist with Firebase?
Yes—keep Firebase for platform needs; use AnalyticsCLI for product events and agents.
What does the Growth Engineer need from mobile analytics?
Clean events for onboarding, value, paywalls, purchases, and retention.
Is this built for automatic screen recording?
No—no screen recording or hidden capture.