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Dual Scoring Algorithm
Unlike simple star-count rankings, we use Bayesian confidence + Z-Score anomaly detection with separate pipelines for GitHub repos and HuggingFace models. Every tool gets a fair, data-driven rating.
Real-Time Data
Our backend fetches 500+ GitHub repos and 100+ HuggingFace models every 6 hours. You'll always see the latest trending tools, not stale data from weeks ago.
Hidden Gem Detection
We automatically detect underrated tools with high growth rates. Our booster system highlights Rising Stars, Trending projects, and Anomalies that traditional directories miss entirely.
Smart Search & Categories
Search naturally — type "video AI" or "code assistant" and get routed to the right category instantly. 10 curated categories spanning LLMs, vision, audio, code, NLP and more.
Head-to-Head Compare
Pick any 2-3 tools and compare them side by side with detailed metrics: stars, forks, contributors, activity, AI Discovery score, and more. Know exactly which tool fits your needs.
Transparent & Open
Every score is explainable. Our admin dashboard shows exactly how the algorithm works, score distributions, and weight breakdowns. No black-box rankings — full transparency.
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