Agent skill

Qiangua Data

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

A skill your agent uses when analyzing Xiaohongshu account performance, researching competitor strategies, finding trending topics and hashtags, or needing detailed audience insights beyond…

No licenceAuto-check passedWriting & Content

Install Qiangua Data

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

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

GitHub CLI
$ gh skill install vivy-yi/xiaohongshu-skills qiangua-data --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/06-工具生态/qiangua-data' .claude/skills/qiangua-data && 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
qiangua-data
GitHub stars
481
Token cost
~2.4k tokens
SKILL.md length
1,070 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 account performance, researching competitor strategies, finding trending topics and hashtags, or needing detailed audience insights beyond…

  • Works in 7 steps: Set Up Qiangua Account → Analyze Your Own Account → Research Competitors → …
  • Analyzing Xiaohongshu account 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

Qiangua Data is an agent skill from vivy-yi/xiaohongshu-skills. Use when analyzing Xiaohongshu account performance, researching competitor strategies, finding trending topics and hashtags, or needing detailed audience insights beyond platform-native analytics

Its SKILL.md is about 2.4k 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 account performance
  • Researching competitor strategies
  • Finding trending topics and hashtags
  • Needing detailed audience insights beyond platform-native analytics

Example prompts

  • “/qiangua-data”

Workflow steps

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

  1. Set Up Qiangua Account
  2. Analyze Your Own Account
  3. Research Competitors
  4. Discover Trending Topics
  5. Analyze Industry Benchmarks
  6. Deep Audience Analysis
  7. Generate Content Strategy Report

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

    Links to these hosts (documentation or services it may open):

    • qianguadata.com

    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

Qiangua Data loads about 2.4k tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 1,070 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~52
When it runs · the whole SKILL.md, loaded when a task matches
~2.4k

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 1,070 words (~2,405 tokens).

“Qiangua Data is a professional third-party analytics platform for Xiaohongshu, providing deep insights into account performance, competitor analysis, trending content, and audience demographics that go far beyond the platform's native analytics.”

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

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/06-工具生态/qiangua-data of vivy-yi/xiaohongshu-skills.

Open the folder on GitHubat commit b42ff69

Compare with similar skills

Qiangua Data 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.

Qiangua Data compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Qiangua Data this skillvivy-yi/xiaohongshu-skills481—~2.4kAutomated safety check: PassNone
Wb Xhs Account Profilewenziai/wenzi-xhs-agent-skills168—~857Automated safety check: PassNone
Wb Xhs Schedule Reviewwenziai/wenzi-xhs-agent-skills168—~816Automated safety check: PassNone
Xiaohongshu Title Formula Matcherdontbesilent2025/dbskill11k1 repos~3.4kAutomated safety check: PassCustom licence
Blogger Distillerotter1101/blogger-distiller701—~3.8kAutomated safety check: NotesMIT
Xhs Visual Directorziguishian/xhs-visual-director-skill1.4k—~2.2kAutomated safety check: PassMIT

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Works with

Questions about Qiangua Data

What does Qiangua Data do?

A skill your agent uses when analyzing Xiaohongshu account performance, researching competitor strategies, finding trending topics and hashtags, or needing detailed audience insights beyond…. Qiangua Data is an agent skill from vivy-yi/xiaohongshu-skills.

When should I use Qiangua Data?

Qiangua Data fits situations like: analyzing Xiaohongshu account performance; researching competitor strategies; finding trending topics and hashtags; needing detailed audience insights beyond platform-native analytics.

How do I install Qiangua Data in Claude Code?

Run `npx skills add vivy-yi/xiaohongshu-skills --skill qiangua-data -a claude-code`. Or copy the skill folder (skills/06-工具生态/qiangua-data in vivy-yi/xiaohongshu-skills) into .claude/skills/qiangua-data in your project. Claude Code loads it when a task matches its description.

How do I install Qiangua Data in Codex?

Run `npx skills add vivy-yi/xiaohongshu-skills --skill qiangua-data -a codex`. Or copy the skill folder (skills/06-工具生态/qiangua-data in vivy-yi/xiaohongshu-skills) into .agents/skills/qiangua-data in your project. Codex loads it when a task matches its description.

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

What does Qiangua Data need to run?

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

Does Qiangua Data access the network?

SKILL.md names 1 domain. As links in the text: qianguadata.com. This is read from the text; nothing was executed.

Is Qiangua Data 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 Qiangua Data use?

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

How many tokens does Qiangua Data use?

About 2.4k tokens (SKILL.md is roughly 9.6k 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 Qiangua Data?

Skills that share tags, products or a category with Qiangua Data: Wb Xhs Account Profile (wenziai/wenzi-xhs-agent-skills, 168 stars), Wb Xhs Schedule Review (wenziai/wenzi-xhs-agent-skills, 168 stars), Xiaohongshu Title Formula Matcher (dontbesilent2025/dbskill, 11k stars) and Blogger Distiller (otter1101/blogger-distiller, 701 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Qiangua Data?

vivy-yi (a GitHub user) maintains it in vivy-yi/xiaohongshu-skills, which has 481 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.