Kibiri
Find the original behind every edited photo
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Kibiri links each edited photo back to the original you shot — through crops, other editing apps and Instagram Story saves, even when the metadata or file name is gone. Shoots are grouped by client, and everything stays on your iPhone.
PH · launched Nov 7, 2026 · 1 upvote (top 65%) · 0 views
Niche: reverse engineering tools · 102 launches, 7 in the last 7 days ▲ +40% · Explore this niche →
Category and tags
- Horizontal
- Search & retrieval
- B2C
- Not AI
- Commercial product
- iOS
- Productivity
- Photography
Visit website ↗ Source listing ↗
More like this: all 102 launches in reverse engineering tools →
Could you build this?
Partial The app UI and photo library integration are buildable, but matching edited or cropped photos back to originals without metadata needs real computer-vision work.
What it would actually take: Build an iOS app in Swift that uses the Photos framework for library access and Vision or Core ML for on-device image embeddings or feature matching (for example, ORB or SIFT plus perceptual hashing). The hard part is robustness to crops, filters, resizing, and re-encoding, which needs a computer-vision engineer to tune thresholds and evaluate accuracy.
Competitors
Other products that read as similar to this one : 698 launches clear the similarity bar, closest 8 shown.
Attention rank: #266 of 699 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 361 days after the earliest competitor.
- Offshot · ph · 2026-10-07 · 2 upvotes · similarity 0.53
- layrd · ph · 2026-11-07 · 1 upvotes · similarity 0.51
- Lookpix · ph · 2026-11-10 · 4 upvotes · similarity 0.51
- embeddd · ph · 2026-10-06 · 1 upvotes · similarity 0.50
- Donzo · ph · 2026-09-12 · 1 upvotes · similarity 0.49
- Pastel Pop · ph · 2026-09-26 · 2 upvotes · similarity 0.49
- Instagram Edits for Desktop · ph · 2026-11-07 · 88 upvotes · similarity 0.48
- Capture · ph · 2026-10-12 · 2 upvotes · similarity 0.48
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.