⚡ Open-Source Algorithm Heuristics
X Algorithm Simulator & Reach Predictor
Model how X's open-sourced recommendation algorithm scores your post before you hit publish. Understand reply multipliers, bookmark weights, and penalty triggers.
Post Architecture & Engagement Signals
Predicted Algorithm ScoreHigh "For You" Feed Distribution
785
/ 1,000 Points💬 Reply & Conversation Multiplier+350 pts
🔖 Bookmark / Save Velocity+200 pts
⏱️ Dwell Time & Media Bonus+100 pts
🔗 Link Penalty Factor0 pts (No Penalty)
⚡ X Algorithm Fact:
When you reply to comments on your own post, the X recommendation engine boosts the thread's ranking weight by 27x–75x in the "For You" timeline.