HF Validator

About

Stop wasting hours downloading models that aren't ready for production.

HF Validator automatically injects a Production-Ready Score panel on every HuggingFace model page, giving you an instant signal before you commit to a multi-GB download.

WHAT YOU GET:

- Production-Ready Score (0–100) — a composite signal you can trust at a glance
- Community Trust — weighted likes and download count from the HF community
- Stability Score — continuous curve based on update recency (peaks at the 7–60 day sweet spot, flags both brand-new unstable models and abandoned ones)
- Activity — normalized download volume
- Download Trend — Rising / Stable / Declining at a glance
- Known Issues — count of bug-like discussions so you know what you're getting into
- One-line verdict: ✅ Production-ready · 🟡 Validate first · ⚠️ Actively changing · ❌ Not recommended

FREE PLAN: 5 model checks per day (cached 24 hours — rechecking the same model costs nothing).

PRO PLAN — $9.9/month:
- Unlimited checks
- 30-day download trend chart

Data is pulled exclusively from HuggingFace's public API. No account or API key required.