Agent skill

Data Analytics

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

A skill your agent uses when needing to optimize Xiaohongshu content performance, understanding why posts succeed or fail, making data-driven decisions about content strategy, or tracking account…

No licenceAuto-check passedWriting & Content

Install Data Analytics

skills CLI
$ npx skills add vivy-yi/xiaohongshu-skills --skill data-analytics -a claude-code

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

GitHub CLI
$ gh skill install vivy-yi/xiaohongshu-skills data-analytics --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/data-analytics' .claude/skills/data-analytics && 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
data-analytics
GitHub stars
471
Token cost
~1.5k tokens
SKILL.md length
513 words
Files
1
Skills in repo
123
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when needing to optimize Xiaohongshu content performance, understanding why posts succeed or fail, making data-driven decisions about content strategy, or tracking account…

  • Works in 5 steps: Data Collection (Weekly) → Build Analysis Spreadsheet → Analyze Patterns (Monthly) → …
  • Needing to optimize Xiaohongshu content performance
  • SKILL.md covers Overview, When to Use, Core Pattern and Quick Reference, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Data Analytics is an agent skill from vivy-yi/xiaohongshu-skills. Use when needing to optimize Xiaohongshu content performance, understanding why posts succeed or fail, making data-driven decisions about content strategy, or tracking account growth metrics

Its SKILL.md is about 1.5k 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, covering Data analysis, Content marketing and Content strategy. 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

  • Needing to optimize Xiaohongshu content performance
  • Understanding why posts succeed
  • Making data-driven decisions about content strategy
  • Tracking account growth metrics

Example prompts

  • “/data-analytics”

Workflow steps

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

  1. Data Collection (Weekly)
  2. Build Analysis Spreadsheet
  3. Analyze Patterns (Monthly)
  4. Identify Actionable Insights
  5. Apply Insights to Strategy

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

Data Analytics loads about 1.5k tokens when it runs. Until then it costs about 51 tokens; SKILL.md has 513 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~51
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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 513 words (~1,506 tokens).

“Data analytics is the systematic analysis of Xiaohongshu account and content metrics to understand performance, identify patterns, and make informed decisions that optimize growth and engagement.”

— opening of SKILL.md by vivy-yi
name
data-analytics

Read the full SKILL.md on GitHub

Files

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

Open the folder on GitHubat commit b42ff69

Compare with similar skills

Data Analytics 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.

Data Analytics compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Data Analytics this skillvivy-yi/xiaohongshu-skills471—~1.5kAutomated safety check: PassNone
Blogger Distillerotter1101/blogger-distiller692—~3.8kAutomated safety check: NotesMIT
Wb Xhs Schedule Reviewwenziai/wenzi-xhs-agent-skills1561 repos~816Automated safety check: PassNone
Content Creatorthatrebeccarae/claude-marketing162—~1.1kAutomated safety check: PassMIT
Content Calendar Plannerholaboss-ai/holaOS11k—~568Automated safety check: PassCustom licence
Xhs Keyword To Content Packageatian-create/lingzao-skill294—~722Automated safety check: PassMIT-0

Similar skills

  • Blogger Distiller

    otter1101/blogger-distiller

    A skill your agent uses when the user wants to analyze or distill a blogger/account on Xiaohongshu or Douyin, benchmark a target creator, or diagnose their own content strategy.

    692 GitHub stars~3.8k tokensUpdated 14 days ago
    Writing & ContentAuto-check: notes
  • Wb Xhs Schedule Review

    wenziai/wenzi-xhs-agent-skills

    A skill your agent uses when the user wants a Xiaohongshu posting calendar, weekly review board, first-10-post launch plan, 10-20-post positioning test, or data-based next-step plan.

    156 GitHub starsUsed in 1 repo~816 tokens
    Writing & ContentAuto-check passed
  • Content Creator

    thatrebeccarae/claude-marketing

    Comprehensive content marketing toolkit with brand voice analysis, SEO optimization scripts, content frameworks, social media strategy, and content calendar planning.

    162 GitHub stars~1.1k tokensUpdated 4 mo ago
    Writing & ContentAuto-check passed
  • Content Calendar Planner

    holaboss-ai/holaOS

    Builds a weekly or monthly content calendar with topics, platforms, formats and posting times, anchored to a stated goal, content mix and cadence.

    11k GitHub stars~568 tokensUpdated 1 mo ago
    Writing & ContentAuto-check passed
  • Xhs Keyword To Content Package

    atian-create/lingzao-skill

    Lingzao lightweight XHS content workflow Skill that turns a Xiaohongshu keyword, topic, link, screenshot, reference image, saved notes, or inspiration material into a publishable one-stop content…

    294 GitHub stars~722 tokensUpdated 3 mo ago
    Writing & ContentAuto-check passed
  • Content Engine

    c0x12c/ai-toolkit

    Turn one idea into platform-native content for X, LinkedIn, TikTok, YouTube, newsletters.

    106 GitHub stars~986 tokensUpdated 3 mo ago
    Writing & ContentAuto-check passed

More from vivy-yi/xiaohongshu-skills

All 123 skills in this repo
  • Effect Monitoring

    vivy-yi/xiaohongshu-skills

    A skill your agent uses when monitoring Xiaohongshu marketing campaign performance, tracking promotion effectiveness, analyzing advertising ROI, measuring influencer collaboration results…

    471 GitHub starsUsed in 1 repo~4.5k tokens
    Auto-check passed
  • Traffic Acquisition

    vivy-yi/xiaohongshu-skills

    A skill your agent uses when driving traffic to Xiaohongshu account from external sources, acquiring new followers beyond organic discovery, implementing multi-platform growth strategy, or scaling…

    471 GitHub starsUsed in 1 repo~4k tokens
    Auto-check passed
  • Account Authentication

    vivy-yi/xiaohongshu-skills

    A skill your agent uses when applying for Xiaohongshu account verification (blue check), understanding verification types and benefits, preparing verification application materials, or increasing…

    471 GitHub stars~4.7k tokensUpdated 8 mo ago
    Auto-check passed
  • Account Positioning

    vivy-yi/xiaohongshu-skills

    A skill your agent uses when starting new Xiaohongshu accounts, struggling with unclear content direction, receiving inconsistent engagement, or needing to define target audience and vertical domain

    471 GitHub stars~1.2k tokensUpdated 8 mo ago
    Auto-check passed
  • Account Safety

    vivy-yi/xiaohongshu-skills

    A skill your agent uses when needing to protect account from hacking, unauthorized access, suspension, or other security threats on Xiaohongshu

    471 GitHub stars~1.5k tokensUpdated 8 mo ago
    Auto-check passed
  • Account Security

    vivy-yi/xiaohongshu-skills

    A skill your agent uses when protecting Xiaohongshu account from unauthorized access, preventing account theft, recovering compromised accounts, or implementing security measures to safeguard…

    471 GitHub stars~4.9k tokensUpdated 8 mo ago
    Auto-check passed

Works with

Questions about Data Analytics

What does Data Analytics do?

A skill your agent uses when needing to optimize Xiaohongshu content performance, understanding why posts succeed or fail, making data-driven decisions about content strategy, or tracking account…. Data Analytics is an agent skill from vivy-yi/xiaohongshu-skills.

When should I use Data Analytics?

Data Analytics fits situations like: needing to optimize Xiaohongshu content performance; understanding why posts succeed; making data-driven decisions about content strategy; tracking account growth metrics.

How do I install Data Analytics in Claude Code?

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

How do I install Data Analytics in Codex?

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

Can I use Data Analytics 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 data-analytics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/data-analytics, .gemini/skills/data-analytics, .github/skills/data-analytics and .opencode/skills/data-analytics in your project.

What does Data Analytics need to run?

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

Does Data Analytics 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 Data Analytics 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 Data Analytics use?

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

How many tokens does Data Analytics use?

About 1.5k tokens (SKILL.md is roughly 6k 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 Data Analytics?

Skills that share tags, products or a category with Data Analytics: Blogger Distiller (otter1101/blogger-distiller, 692 stars), Wb Xhs Schedule Review (wenziai/wenzi-xhs-agent-skills, 156 stars), Content Creator (thatrebeccarae/claude-marketing, 162 stars) and Content Calendar Planner (holaboss-ai/holaOS, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Data Analytics?

vivy-yi (a GitHub user) maintains it in vivy-yi/xiaohongshu-skills, which has 471 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.