GlassBox
what the browser reveals, and how identifiable you are
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HN · launched Aug 24, 2026 · 132 upvotes (top 5%) · 0 views
Niche: privacy-focused browsers and web tools · 93 launches, 9 in the last 7 days ▲ +29% · Explore this niche →
Category and tags
- Security
- Observability & eval
- B2C
- Not AI
- Hobby / open-source project
Visit website ↗ Source listing ↗
More like this: all 93 launches in privacy-focused browsers and web tools →
Could you build this?
Yes Gathering and displaying client-side browser fingerprinting metrics (User-Agent, WebGL hash, Canvas, audio latency) is entirely composed of standard web APIs and frontend dashboards.
Discussion
20 comments analyzed.
Competitors mentioned: EFF Cover Your Tracks, Cloudflare reputation scoring
Concerns raised: Uniqueness scores implausibly high (1 in billions) compared to actual Earth population, Inconsistent results across browsers and sessions undermine reliability, AI-generated explanations are unclear and unhelpful, Doesn't clarify which specific attributes are actually uniquely identifying, Uniqueness alone doesn't indicate tracking ability or malicious intent
Feature requests: Clarify which specific browser/hardware attributes contribute to uniqueness, Explain difference between consistent vs randomized fingerprint changes, Improve clarity of technical explanations beyond AI slop
Competitors
Other products that read as similar to this one : 1180 launches clear the similarity bar, closest 8 shown.
Attention rank: #66 of 1181 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 298 days after the earliest competitor.
- An interactive guide to how browsers work · hn · 2026-01-04 · 302 upvotes · similarity 0.64
- chaosfolk · github · 2026-10-26 · 19 upvotes · similarity 0.59
- aero-browser · github · 2026-09-14 · 8 upvotes · similarity 0.58
- Ghostty-Web · hn · 2025-11-26 · 14 upvotes · similarity 0.58
- Lumli · hn · 2026-06-24 · 11 upvotes · similarity 0.55
- privacy-probe · github · 2026-11-06 · 77 upvotes · similarity 0.55
- Antler · hn · 2025-11-25 · 6 upvotes · similarity 0.55
- Underweb · github · 2026-09-23 · 7 upvotes · similarity 0.55
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.