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AI search for every photo and every frame of video on macOS

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This is 1 of 182 launches in ai video generation and editing tools — see how it stacks up on momentum and crowding →

403 other launches read as similar to this one →

Details

External ID
49952111
Source
HN
Company
—
Product
AI search for every photo and every frame of video on macOS
Website domain
github.com
Launched
Oct. 4, 2026
Cohort
—
Upvotes
178
Upvotes percentile
0.9774436090225563
Tags
—
Fetched at
Oct. 8, 2026, 5:02 p.m.
Updated at
Oct. 8, 2026, 5:02 p.m.

Enrichment

Niche
ai video generation and editing tools
Vertical
Horizontal
Function
Search & retrieval
Audience
Prosumer
AI stance
AI-native
Project type
Hobby / open-source project
Normalized one-liner
visual search engine for local macos media
Manually corrected
False

Could you build this?

Partial Building a local GUI for search is easy, but performing frame-by-frame video decoding, vector embedding generation, and high-performance local vector similarity search across a Mac's entire media library requires deep hardware optimization.

What it would actually take: The app requires Swift/macOS integration with AVFoundation and Apple Silicon's Apple Neural Engine (ANE) via CoreML to run vision-language embedding models (like CLIP or MobileCLIP). The hard parts are efficient background video decoding/frame sampling without killing battery life, indexing millions of image/frame embeddings in a local vector database (such as sqlite-vec or hnswlib), and managing macOS disk permissions.

Discussion

20 comments analyzed.

Competitors mentioned: Apple Photos, Immich, Google Lens, Astra, Tesseract

Concerns raised: Vibe coding producing worse software, Long processing time for large video assets, Balanced sampling missing brief moments, High resource usage of Electron apps, Being sherlocked by OS-level features

Competitors

Other products that read as similar to this one — 403 launches clear the similarity bar, closest 8 shown.

Attention rank: #19 of 404 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 337 days after the earliest competitor.

Other launches for this product