Agent skill

Traffic Analysis

by vivy-yi in vivy-yi/xiaohongshu-skills

A skill your agent uses when analyzing Xiaohongshu traffic sources, understanding where views and engagement come from, optimizing traffic acquisition strategies, diagnosing sudden traffic changes…

No licenceAuto-check passedWriting & Content

Install Traffic Analysis

skills CLI
$ npx skills add vivy-yi/xiaohongshu-skills --skill traffic-analysis -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install vivy-yi/xiaohongshu-skills traffic-analysis --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'skills/03-数据分析/traffic-analysis' .claude/skills/traffic-analysis && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
traffic-analysis
GitHub stars
478
Token cost
~2.3k tokens
SKILL.md length
929 words
Files
1
Skills in repo
123
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when analyzing Xiaohongshu traffic sources, understanding where views and engagement come from, optimizing traffic acquisition strategies, diagnosing sudden traffic changes…

  • Works in 7 steps: Access Traffic Source Data → Analyze Traffic Source Distribution → Evaluate Traffic Quality by Source → …
  • Analyzing Xiaohongshu traffic sources
  • SKILL.md covers Overview, When to Use, Core Pattern and Quick Reference, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Traffic Analysis is an agent skill from vivy-yi/xiaohongshu-skills. Use when analyzing Xiaohongshu traffic sources, understanding where views and engagement come from, optimizing traffic acquisition strategies, diagnosing sudden traffic changes, or comparing traffic quality across different sources

Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Writing & Content. It works with Xiaohongshu. The repository describes itself as: 139个完整的小红书运营技能 - Claude Code 技能插件系统。覆盖内容创作、账号运营、互动运营、数据分析、电商转化、平台规则、工具生态、营销推广、增长策略9大分类。

When your agent uses it

  • Analyzing Xiaohongshu traffic sources
  • Understanding where views and engagement come from
  • Optimizing traffic acquisition strategies
  • Diagnosing sudden traffic changes

Example prompts

  • “/traffic-analysis”

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Access Traffic Source Data
  2. Analyze Traffic Source Distribution
  3. Evaluate Traffic Quality by Source
  4. Identify Traffic Patterns
  5. Optimize Content Strategy by Traffic Source
  6. Track Traffic Source Trends
  7. Diagnose Traffic Changes

What it can do on your machine

Read from SKILL.md and the folder at commit b42ff69. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Traffic Analysis loads about 2.3k tokens when it runs. Until then it costs about 62 tokens; SKILL.md has 929 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~62
When it runs · the whole SKILL.md, loaded when a task matches
~2.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 929 words (~2,264 tokens).

“Traffic analysis is the systematic examination of where Xiaohongshu content views come from, helping creators understand which traffic sources perform best and how to optimize content strategy for maximum reach and engagement.”

— opening of SKILL.md by vivy-yi
name
traffic-analysis

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/03-数据分析/traffic-analysis of vivy-yi/xiaohongshu-skills.

Open the folder on GitHubat commit b42ff69

Compare with similar skills

Traffic Analysis next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Traffic Analysis compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Traffic Analysis this skillvivy-yi/xiaohongshu-skills478—~2.3kAutomated safety check: PassNone
Blogger Distillerotter1101/blogger-distiller697—~3.8kAutomated safety check: NotesMIT
Social Account DoctorJuneYaooo/social-account-doctor279—~8.3kAutomated safety check: NotesMIT
Humanized Chinese Writing PolisherEthanYoQ/agent-xiaohongshu-workbench153—~1.1kAutomated safety check: PassMIT
Anti Vibe Writingweijt606/anti-vibe-writing120—~3.9kAutomated safety check: PassMIT
Wb Xhs Account Profilewenziai/wenzi-xhs-agent-skills166—~857Automated safety check: PassNone

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Works with

Questions about Traffic Analysis

What does Traffic Analysis do?

A skill your agent uses when analyzing Xiaohongshu traffic sources, understanding where views and engagement come from, optimizing traffic acquisition strategies, diagnosing sudden traffic changes…. Traffic Analysis is an agent skill from vivy-yi/xiaohongshu-skills.

When should I use Traffic Analysis?

Traffic Analysis fits situations like: analyzing Xiaohongshu traffic sources; understanding where views and engagement come from; optimizing traffic acquisition strategies; diagnosing sudden traffic changes.

How do I install Traffic Analysis in Claude Code?

Run `npx skills add vivy-yi/xiaohongshu-skills --skill traffic-analysis -a claude-code`. Or copy the skill folder (skills/03-数据分析/traffic-analysis in vivy-yi/xiaohongshu-skills) into .claude/skills/traffic-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Traffic Analysis in Codex?

Run `npx skills add vivy-yi/xiaohongshu-skills --skill traffic-analysis -a codex`. Or copy the skill folder (skills/03-数据分析/traffic-analysis in vivy-yi/xiaohongshu-skills) into .agents/skills/traffic-analysis in your project. Codex loads it when a task matches its description.

Can I use Traffic Analysis in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add vivy-yi/xiaohongshu-skills --skill traffic-analysis -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/traffic-analysis, .gemini/skills/traffic-analysis, .github/skills/traffic-analysis and .opencode/skills/traffic-analysis in your project.

What does Traffic Analysis need to run?

SKILL.md names no scripts, command-line tools or credentials: Traffic Analysis is instructions for the agent only.

Does Traffic Analysis access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Traffic Analysis safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Traffic Analysis use?

No licence was found for Traffic Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Traffic Analysis use?

About 2.3k tokens (SKILL.md is roughly 9.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Traffic Analysis?

Skills that share tags, products or a category with Traffic Analysis: Blogger Distiller (otter1101/blogger-distiller, 697 stars), Social Account Doctor (JuneYaooo/social-account-doctor, 279 stars), Humanized Chinese Writing Polisher (EthanYoQ/agent-xiaohongshu-workbench, 153 stars) and Anti Vibe Writing (weijt606/anti-vibe-writing, 120 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Traffic Analysis?

vivy-yi (a GitHub user) maintains it in vivy-yi/xiaohongshu-skills, which has 478 GitHub stars. The repository holds 123 skills in this directory. The repository was last updated on January 23, 2026.

Source: vivy-yi/xiaohongshu-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.