virality

OpenSource Alternative for OpusClips, free, self-hosted. Create your own viral clips with caption

Code for Cascade Virality

YouTube Shorts & TikTok Trends 2025 — EDA tutorial: creators/hashtags insights, platform & country breakdowns, Pareto effect, and trend lifecycle patterns.

Netlogo Simulation for virality of videos on social media platform based on research by team @google

Virality prediction of Twitter hashtags via Graph Neural Networks.

Simulate whether your tweet spreads on X before you post — an open-source, local-first virality simulator: synthetic audience + follower graph + For-You algorithm Monte Carlo contagion.

Local-first web app that breaks a viral short-form reel into a structured Viral DNA report.

Score content with Jonah Berger's STEPPS. Trend search, viral videos, video-to-text. EN + 中文.

Predictive modeling engine for content virality analysis using on-chain metrics.

Local-first virality engine for short-form video creators. Scrapes top performers, scores against the 2026 Instagram algorithm, generates AI-assisted 7-day posting plans. Under $60/mo to run.

Mathematical content strategy using Black-Scholes option pricing 📊

AI-powered social media analytics platform for virality prediction, sentiment analysis, and caption optimization.