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Mahere Fluxera
Mahere Fluxera

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From factory worker to 2,000+ installs - what actually worked

I'm not a CS graduate. I didn't go to a bootcamp.
Two years ago I was working in a factory.

Today I have an Android app on the Play Store with 2,000+ installs,
4.6 stars, and users in 5 languages.

Here's what actually moved the needle:

What didn't work

  • Product Hunt launch → 1 upvote (the community needs warming up weeks before — I didn't know that)
  • Google Ads → too expensive without clear conversion data
  • Reddit → got removed from subreddits for "quality reasons" even with genuine content

What did work

  • Posting real scan findings of apps like Binance, PayPal, WhatsApp — people care when it's data they recognize
  • One post hit 7K+ views and users started mentioning AppXpose in comments organically — without me asking
  • Adding Spanish support after noticing Spanish-speaking users downloading — small move, big signal

The app

AppXpose scans Android apps for hidden trackers, risky permissions, GDPR flags, and generates a Breach Risk Score. No other app combines all four in plain English for regular users.

Current status

  • 2,000+ installs, 31 reviews, 4.6 stars
  • Free tier: 5 scans/week
  • Pro Lifetime: €4.49
  • GUARD subscription with breach alerts: €39.99/year

Still figuring a lot out. Happy to answer questions about Android development, ASO, or bootstrapping solo.

Top comments (4)

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ew77 profile image
ew •

Please send some technical details how your doing this.

Mythos can already do it

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mahere_marley_25462f7cf9e profile image
Mahere Fluxera •

sure, here's how it works technically:

On-device: we scan the DEX bytecode directly, matching class path prefixes against ~140 tracker signatures (~80 from Exodus Privacy + ~60 from our own research, this number is growing day by day). No network call needed for the initial detection.

Backend: the APK hash gets checked against MalwareBazaar. Signing certificate gets stored and compared via a TOFU model - same package ID but different cert = flagged as likely repackaged. Permissions are scored against 45 Play Store category norms, so a flashlight app with location + contacts access scores very differently than a maps app with the same permissions.

Risk score is two-phase: deterministic pre-score first, then Claude Haiku generates the plain-language breakdown. Thresholds are 0-29 LOW, 30-59 MEDIUM, 60-79 HIGH, 80-100 CRITICAL.

We also run a community discovery pipeline - when 3+ distinct apps contain the same unknown class prefix, it gets auto-confirmed as a new tracker and synced to all devices daily without an app update.

Not familiar with Mythos - what are they doing differently?

also if you wanna go in full detail you can read everything up on here: appxpose.app/how-it-works

Happy to answer more questions

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parthbhovad profile image
Parth Bhovad •

Hey mate. Great to see how you going and building this. Rooting for you.

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mahere_marley_25462f7cf9e profile image
Mahere Fluxera •

thanks bro - glad you found your way into here (: