platform-algorithm

Installation
SKILL.md

Platform Algorithm (平台算法深度)

Overview

Xiaohongshu's recommendation algorithm determines which posts appear on users' explore pages, who sees your content, and how widely your posts spread. Understanding the algorithm isn't about gaming the system—it's about creating content that serves the platform's goal: showing users content they'll find valuable and engaging. The core principle: the algorithm rewards content that generates engagement, keeps users on the platform, and builds community. It evaluates posts based on hundreds of signals: engagement metrics (likes, comments, saves, shares), content quality (originality, completeness, aesthetics), user relationships (who you interact with), and timeliness (recency, trending topics). The algorithm constantly evolves, but fundamental principles remain consistent: value to users, authenticity, engagement, and consistency. This guide provides deep understanding of how the algorithm works, practical strategies to optimize your content for algorithm favor, and troubleshooting for when your reach drops. While Xiaohongshu doesn't publicly disclose algorithm specifics, successful creators reverse-engineer what works through testing and observation. This guide compiles those learnings into actionable strategies.

Key insight: Top creators don't just "be authentic"—they optimize strategically for the algorithm while maintaining authenticity. They post when their audience is most active (not random times), use formats that generate saves (carousels over single images), encourage engagement (asking questions, ending with CTA), and build relationships (engaging with their community). These aren't manipulations—they're genuine strategies that help content reach the people who will value it most. Understanding the algorithm removes randomness from growth. Instead of posting and hoping for reach, you can create content with algorithmic principles in mind, dramatically increasing your chances of being featured on the explore page and reaching new audiences. The algorithm is your friend, not your enemy: it amplifies content that serves Xiaohongshu users. Focus on serving users, and the algorithm will serve you.

When to Use

Use when:

  • Experiencing unexplained reach drops
  • Launching new content and want to optimize for algorithm favor
  • Troubleshooting why specific posts underperformed
  • Analyzing competitors who consistently get explore page features
  • Planning content strategy with algorithm in mind
  • Wanting to understand platform changes and updates
Related skills
Installs
67
GitHub Stars
163
First Seen
Mar 5, 2026