HF Validator

Instantly score any HuggingFace model for production readiness — community trust, stability, activity, and known issues.

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.