Pine Backtester
TradersPost/pinescript-agents
Implements comprehensive backtesting and performance metrics.
A skill your agent uses when analyzing Xiaohongshu account data, interpreting performance metrics, making data-driven content decisions, or explaining what each metric means for account growth
Install Data Metrics Understanding
$ npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills data-metrics-understanding --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-metrics-understanding' .claude/skills/data-metrics-understanding && rm -rf skills-srcUse ~/.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/
Install the "data-metrics-understanding" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/03-%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90/data-metrics-understanding into .claude/skills/data-metrics-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-metrics-understanding", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/03-%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90/data-metrics-understandingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills data-metrics-understanding --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'skills/03-数据分析/data-metrics-understanding' .agents/skills/data-metrics-understanding && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "data-metrics-understanding" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/03-%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90/data-metrics-understanding into .agents/skills/data-metrics-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-metrics-understanding", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills data-metrics-understanding --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'skills/03-数据分析/data-metrics-understanding' .cursor/skills/data-metrics-understanding && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "data-metrics-understanding" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/03-%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90/data-metrics-understanding into .cursor/skills/data-metrics-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-metrics-understanding", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/vivy-yi/xiaohongshu-skills.git --path 'skills/03-数据分析/data-metrics-understanding'--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills data-metrics-understanding --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'skills/03-数据分析/data-metrics-understanding' .gemini/skills/data-metrics-understanding && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "data-metrics-understanding" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/03-%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90/data-metrics-understanding into .gemini/skills/data-metrics-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-metrics-understanding", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install vivy-yi/xiaohongshu-skills data-metrics-understandingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'skills/03-数据分析/data-metrics-understanding' .github/skills/data-metrics-understanding && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "data-metrics-understanding" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/03-%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90/data-metrics-understanding into .github/skills/data-metrics-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-metrics-understanding", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install vivy-yi/xiaohongshu-skills data-metrics-understanding --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/vivy-yi/xiaohongshu-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'skills/03-数据分析/data-metrics-understanding' .opencode/skills/data-metrics-understanding && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "data-metrics-understanding" agent skill from https://github.com/vivy-yi/xiaohongshu-skills/tree/main/skills/03-%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90/data-metrics-understanding into .opencode/skills/data-metrics-understanding/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-metrics-understanding", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
data-metrics-understanding- GitHub stars
- 481
- Token cost
- ~1.1k tokens
- SKILL.md length
- 428 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 data, interpreting performance metrics, making data-driven content decisions, or explaining what each metric means for account growth
- Works in 6 steps: Track Essential Metrics → Calculate Engagement Rate → Analyze Save Rate → …
- Analyzing Xiaohongshu account data
- 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 Metrics Understanding is an agent skill from vivy-yi/xiaohongshu-skills. Use when analyzing Xiaohongshu account data, interpreting performance metrics, making data-driven content decisions, or explaining what each metric means for account growth
Its SKILL.md is about 1.1k 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 Business, Finance & HR, covering OKRs and executive reporting. 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 data
- Interpreting performance metrics
- Making data-driven content decisions
- Explaining what each metric means for account growth
Example prompts
- “/data-metrics-understanding”
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Track Essential Metrics
- Calculate Engagement Rate
- Analyze Save Rate
- Monitor Follower Growth
- Compare to Benchmarks
- Identify Problem Metrics
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 Metrics Understanding loads about 1.1k tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 428 words of instructions outside code blocks.
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 428 words (~1,097 tokens).
“Data metrics understanding is knowing what each Xiaohongshu performance metric means, how to calculate it, what benchmarks indicate good vs. bad performance, and how to use metrics to optimize content strategy.”
- name
- data-metrics-understanding
Files
Just SKILL.md in skills/03-数据分析/data-metrics-understanding of vivy-yi/xiaohongshu-skills.
Open the folder on GitHubat commit b42ff69
Compare with similar skills
Data Metrics Understanding 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Data Metrics Understanding this skillvivy-yi/xiaohongshu-skills | 481 | — | ~1.1k | Automated safety check: Pass | None | |
| Pine BacktesterTradersPost/pinescript-agents | 170 | 1 repos | ~3.9k | Automated safety check: Pass | None | |
| Analytics Strategyrampstackco/claude-skills | 945 | — | ~2.4k | Automated safety check: Pass | MIT | |
| Onboarding Plannerbpinheiroms/dotfiles | 108 | — | ~5.4k | Automated safety check: Pass | None | |
| Replit Decksanqiufong/slides-from-anything | 132 | 1 repos | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Building Streamlit Dashboardsiusztinpaul/designing-real-world-ai-agents-workshop | 512 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 |
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Related
Works with
Categories
Questions about Data Metrics Understanding
What does Data Metrics Understanding do?
A skill your agent uses when analyzing Xiaohongshu account data, interpreting performance metrics, making data-driven content decisions, or explaining what each metric means for account growth. Data Metrics Understanding is an agent skill from vivy-yi/xiaohongshu-skills.
When should I use Data Metrics Understanding?
Data Metrics Understanding fits situations like: analyzing Xiaohongshu account data; interpreting performance metrics; making data-driven content decisions; explaining what each metric means for account growth.
How do I install Data Metrics Understanding in Claude Code?
Run `npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -a claude-code`. Or copy the skill folder (skills/03-数据分析/data-metrics-understanding in vivy-yi/xiaohongshu-skills) into .claude/skills/data-metrics-understanding in your project. Claude Code loads it when a task matches its description.
How do I install Data Metrics Understanding in Codex?
Run `npx skills add vivy-yi/xiaohongshu-skills --skill data-metrics-understanding -a codex`. Or copy the skill folder (skills/03-数据分析/data-metrics-understanding in vivy-yi/xiaohongshu-skills) into .agents/skills/data-metrics-understanding in your project. Codex loads it when a task matches its description.
Can I use Data Metrics Understanding 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-metrics-understanding -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-metrics-understanding, .gemini/skills/data-metrics-understanding, .github/skills/data-metrics-understanding and .opencode/skills/data-metrics-understanding in your project.
What does Data Metrics Understanding need to run?
SKILL.md names no scripts, command-line tools or credentials: Data Metrics Understanding is instructions for the agent only.
Does Data Metrics Understanding 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 Metrics Understanding 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 Metrics Understanding use?
No licence was found for Data Metrics Understanding or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Data Metrics Understanding use?
About 1.1k tokens (SKILL.md is roughly 4.4k 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 Metrics Understanding?
Skills that share tags, products or a category with Data Metrics Understanding: Pine Backtester (TradersPost/pinescript-agents, 170 stars), Analytics Strategy (rampstackco/claude-skills, 945 stars), Onboarding Planner (bpinheiroms/dotfiles, 108 stars) and Replit Deck (sanqiufong/slides-from-anything, 132 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Data Metrics Understanding?
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.