Nicheloom visits: 47,357 all-time · 10,611 in the last 7 days

The opportunity tracker for new startups.

Today: 1,132 launches · Niche of the day: ai video generation tools · See what launched today →

Better Files

Search your Android phone by meaning, fully offline

Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.

An open-source Android file manager that finds files by what's inside them. EmbeddingGemma runs on the phone and indexes your documents and photos, so an English search can find a Hindi PDF, even in airplane mode. Free, early beta.

PH · launched Oct 31, 2026 · 3 upvotes (top 10%) · 0 views

Category and tags

  • Horizontal
  • Search & retrieval
  • B2C
  • AI-native
  • Commercial product
  • Android
  • Productivity
  • Open Source
  • GitHub

Visit website ↗ Source listing ↗

Could you build this?

Partial The Android file manager UI and on-device embedding inference are reachable with existing models like EmbeddingGemma. Making indexing of documents, photos, and multilingual OCR fast and battery-friendly is the hard piece that needs real mobile ML engineering.

What it would actually take: The stack would be a native Android app (Kotlin) using LiteRT or ONNX Runtime to run an on-device embedding model, with a local vector index such as HNSW or SQLite-vec. Photos would need on-device OCR or captioning, and PDFs would need text extraction. Tuning indexing throughput, memory, and battery use across many devices requires experienced Android and on-device ML engineers.

Competitors

Other products that read as similar to this one : 233 launches clear the similarity bar, closest 8 shown.

Attention rank: #11 of 234 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 303 days after the earliest competitor.

Show 3 more
  • QuickScan PDF · ph · 2026-10-21 · 1 upvotes · similarity 0.47
  • Strata · github · 2026-10-16 · 108 upvotes · similarity 0.46
  • SideMount · ph · 2026-11-03 · 2 upvotes · similarity 0.46