platform-algorithm

platform-algorithm is a skill for Claude Code from vivy-yi/xiaohongshu-skills. It costs 24 tokens per session (5,592 once invoked), scanned A, original, no licence file.

A guide to how Xiaohongshu recommends posts to users, where Xiaohongshu is a Chinese social shopping platform.

In plain words
What is it for?
Use it to study recommendation patterns, improve content reach, and investigate posts that receive few views.
Why use it?
It helps explain low view counts and identify ways to improve how widely content is shown.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the xiaohongshu-complete-skills plugin — 137 skills shipped together

Good fit Use it to study recommendation patterns, improve content reach, and investigate posts that receive few views.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/vivy-yi/xiaohongshu-skills/platform-algorithm
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add vivy-yi/xiaohongshu-skills --skill platform-algorithm
Clone the repo
git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills

Made for: Claude Code.

Or install xiaohongshu-complete-skills, the plugin that ships this one along with the rest of its 137 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for platform-algorithm

README.md
[![agentmods](https://agentmods.dev/badge/skills/vivy-yi/xiaohongshu-skills/platform-algorithm/github.svg)](https://agentmods.dev/skills/vivy-yi/xiaohongshu-skills/platform-algorithm)
Your own site
<a href="https://agentmods.dev/skills/vivy-yi/xiaohongshu-skills/platform-algorithm"><img src="https://agentmods.dev/badge/skills/vivy-yi/xiaohongshu-skills/platform-algorithm/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for platform-algorithm

Your own site · 80×15
<a href="https://agentmods.dev/skills/vivy-yi/xiaohongshu-skills/platform-algorithm"><img src="https://agentmods.dev/badge/skills/vivy-yi/xiaohongshu-skills/platform-algorithm.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 24 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 5,592 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00024 $0.05592
Opus 5.5 $0.00010 $0.02237
Sonnet 5.5 $0.00005 $0.01118
Haiku 4.5 $0.00002 $0.00559

Measured 2mo ago against content hash e834585a5ce8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

platform-algorithm scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/08-增长策略/platform-algorithm/SKILL.md · 497 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 497 lines · 24 tokens per session scan A e834585a5ce8

Subscribe to this mod's changes

platform-algorithm is a skill published in the GitHub repository vivy-yi/xiaohongshu-skills (529 stars, last pushed 9mo ago), with no licence file. It adds 24 tokens to every session and 5,592 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

Related

platform-algorithm compared with skills from other repositories

platform-algorithm next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
platform-algorithmvivy-yi/xiaohongshu-skillsSkill5299mo agononeA24Claude Code
imagegenopenai/codexSkill133kyesterdayApache-2.0A113Codex
playwright-climicrosoft/playwrightSkill99kyesterdayApache-2.0A19Claude Code
local-ai-agentsmicrosoft/ai-agents-for-beginnersSkill79k4d agoMITA200Claude Code, Codex
systematic-debuggingobra/superpowersSkill313k3d agoMITA21Claude Code
next-cache-components-adoptionvercel/next.jsSkill143ktodayMITA95Claude Code
next-partial-prefetching-adoptionvercel/next.jsSkill143ktodayMITA103Claude Code