Soup CLI
Fine-tune Llama-3.1-8B on a 4 GB laptop GPU, and align on the same card. Soup v0.72.4 streams the frozen base from CPU RAM one decoder layer at a time into a small pool of VRAM buffers while only the LoRA adapters stay resident, and quantizing that streamed base to NF4 shrinks it about fourfold, so...
StackScope is a free public catalogue of indie launches. We find launches on Product Hunt, Hacker News and similar feeds, then crawl each site to detect its tech stack and score it for launch readiness: DNS, security headers, SEO basics. This page is what we saw on 9 August 2026; the live site may have changed since.
Soup CLI covers some of the launch checklist, with a thorough launch checklist and clean crawl signals. Worth fixing first: missing several security headers, incomplete legal pages, and incomplete email security.
Launched on Product Hunt on August 9, 2026. The site is hosted on Vercel, with a domain registered 3 months before launch. Our crawler found 13 technologies on this site, covering analytics, business email, advertising, and CSS frameworks. The stack includes Next.js, React, and Tailwind CSS.
It's also running the same core stack as 12,657 other launches.
If you own this site, refresh the snapshot and see the full fix list any time →
Tech Stack (13)
| Business email |
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| PS.KZ Email |
| CSS framework |
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| Framework |
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| Meta-framework |
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| Advertising |
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| Analytics |
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| SEO |
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| Tag management |
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Infrastructure
Email Security
Storage (2)
| Name | Lifetime | Detected as |
|---|---|---|
| _gcl_au | 3mo | Google Ads |
| Key | Size | Detected as |
|---|---|---|
| _gcl_ls | 277 B | Google Ads |
Readiness Breakdown How?
Performance How?
⚠ 41 images: 41 oversized, 39 without width/height
Indicative grade from a single automated render, not a substitute for Lighthouse or field data, and not part of the StackScope score.
Vibe Score Breakdown How?
| Signal | Points |
|---|---|
| AI copy signals | +5 |
| AI palette signals | +5 |
| AI writing signals | +5 |
| AI stack signals | +10 |
| AI layout signals | +5 |
| Default scaffold favicon | +10 |
This score is based on structural patterns and is not definitive. Many legitimate sites may trigger signals, and AI-built sites may go undetected. It should be treated as an indicator, not a verdict.
