Matplotlib
zLanqing/codex-claude-academic-skills
Low-level plotting library for full customization. An agent skill from zLanqing/codex-claude-academic-skills.
增长模型分析技能 - 提供全面的增长黑客分析工具，包括裂变策略评估、用户细分、Uplift建模、ROI优化等。支持多种增长场景的机器学习建模和智能决策建议。适用于用户增长、营销优化、产品迭代等增长分析场景。
Install Growth Model Analyzer
$ npx skills add liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main growth-model-analyzer --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/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/growth-model-analyzer .claude/skills/growth-model-analyzer && 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 "growth-model-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/growth-model-analyzer into .claude/skills/growth-model-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "growth-model-analyzer", 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/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/growth-model-analyzerType 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 liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main growth-model-analyzer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/growth-model-analyzer .agents/skills/growth-model-analyzer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "growth-model-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/growth-model-analyzer into .agents/skills/growth-model-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "growth-model-analyzer", 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 liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main growth-model-analyzer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/growth-model-analyzer .cursor/skills/growth-model-analyzer && 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 "growth-model-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/growth-model-analyzer into .cursor/skills/growth-model-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "growth-model-analyzer", 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/liangdabiao/claude-data-analysis-ultra-main.git --path .claude/skills/growth-model-analyzer--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 liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main growth-model-analyzer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/growth-model-analyzer .gemini/skills/growth-model-analyzer && 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 "growth-model-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/growth-model-analyzer into .gemini/skills/growth-model-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "growth-model-analyzer", 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 liangdabiao/claude-data-analysis-ultra-main growth-model-analyzerInstalls 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 liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/growth-model-analyzer .github/skills/growth-model-analyzer && 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 "growth-model-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/growth-model-analyzer into .github/skills/growth-model-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "growth-model-analyzer", 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 liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install liangdabiao/claude-data-analysis-ultra-main growth-model-analyzer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/claude-data-analysis-ultra-main.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/growth-model-analyzer .opencode/skills/growth-model-analyzer && 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 "growth-model-analyzer" agent skill from https://github.com/liangdabiao/claude-data-analysis-ultra-main/tree/main/.claude/skills/growth-model-analyzer into .opencode/skills/growth-model-analyzer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "growth-model-analyzer", 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
growth-model-analyzer- GitHub stars
- 290
- Token cost
- ~827 tokens
- SKILL.md length
- 136 words
- Files
- 12
- Skills in repo
- 19
- Repo updated
- First seen
- Licence
- None found
At a glance
增长模型分析技能 - 提供全面的增长黑客分析工具，包括裂变策略评估、用户细分、Uplift建模、ROI优化等。支持多种增长场景的机器学习建模和智能决策建议。适用于用户增长、营销优化、产品迭代等增长分析场景。
- Works in 4 steps: 数据准备 → 策略效果评估 → 用户细分分析 → …
- Data & Analytics work in your project
- SKILL.md covers 技能概述, 核心功能, 工具使用指南 and 最佳实践, plus 5 more sections
- Runs Python scripts from its folder; calls python
What it does
Growth Model Analyzer is an agent skill from liangdabiao/claude-data-analysis-ultra-main. 增长模型分析技能 - 提供全面的增长黑客分析工具，包括裂变策略评估、用户细分、Uplift建模、ROI优化等。支持多种增长场景的机器学习建模和智能决策建议。适用于用户增长、营销优化、产品迭代等增长分析场景。
Its SKILL.md is about 830 tokens, which your agent loads only when the skill is triggered. The skill folder holds 14 other files (for example `README.md`, `examples/growth_analysis_example.py` and `examples/growth_analyzer.py`).
It sits in Data & Analytics. The repository describes itself as: 让小白都可以一键进行数据分析，搞互联网的，搞电商的，搞各种各样的，那么其实就会用到 互联网的数据分析， 例如互联网会关心 拉新，留存，促活，推荐，转化，A/B test, 用户分析 等等很多有用的数据分析。
When your agent uses it
- Data & Analytics work in your project
Example prompts
- “/growth-model-analyzer”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Read, Write, Bash, Glob, Grep
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 数据准备
- 策略效果评估
- 用户细分分析
- Uplift建模
What it can do on your machine
Read from SKILL.md and the folder at commit 6b52856. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadWriteBashGlobGrep
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships script files (Python), which the agent can run.
Shell commands in SKILL.md call:
python
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
Growth Model Analyzer loads about 827 tokens when it runs. Until then it costs about 31 tokens; SKILL.md has 136 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Write, Bash, Glob, Grep
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 136 words (~827 tokens).
- name
- growth-model-analyzer
- allowed-tools
- Read, Write, Bash, Glob, Grep
Files
SKILL.md and 11 other files in .claude/skills/growth-model-analyzer of liangdabiao/claude-data-analysis-ultra-main.
- SKILL.md
- README.md
- examples/growth_analysis_example.py
- examples/growth_analyzer.py
- examples/growth_visualizer.py
- examples/roi_analyzer.py
- examples/uplift_modeling.py
- examples/uplift_modeling_example.py
- guide/growth_guide.md
- quick_test.py
- requirements.txt
- templates/growth_report_template.md
Open the folder on GitHubat commit 6b52856
Compare with similar skills
Growth Model Analyzer 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 |
|---|---|---|---|---|---|---|
| Growth Model Analyzer this skillliangdabiao/claude-data-analysis-ultra-main | 290 | — | ~827 | Automated safety check: Notes | None | |
| MatplotlibzLanqing/codex-claude-academic-skills | 4.7k | 17 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Exploratory Data Analysisspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Scikit LearnzLanqing/codex-claude-academic-skills | 4.7k | 16 repos | ~3.9k | Automated safety check: Pass | BSD-3-Clause | |
| Chart Visualizationbytedance/deer-flow | 84k | 1 repos | ~840 | Automated safety check: Pass | MIT | |
| TimesFM Forecastinggoogle-research/timesfm | 34k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 |
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Chart Visualization
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Picks a suitable chart type from 26 options for your data, maps the data to that chart's parameters and generates a chart image through a JavaScript script.
TimesFM Forecasting
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Forecasts any univariate time series zero-shot with Google's TimesFM model, returning point forecasts and calibrated prediction intervals without training.
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Questions about Growth Model Analyzer
What does Growth Model Analyzer do?
增长模型分析技能 - 提供全面的增长黑客分析工具，包括裂变策略评估、用户细分、Uplift建模、ROI优化等。支持多种增长场景的机器学习建模和智能决策建议。适用于用户增长、营销优化、产品迭代等增长分析场景。. Growth Model Analyzer is an agent skill from liangdabiao/claude-data-analysis-ultra-main.
When should I use Growth Model Analyzer?
Growth Model Analyzer fits situations like: data & Analytics work in your project.
How do I install Growth Model Analyzer in Claude Code?
Run `npx skills add liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a claude-code`. Or copy the skill folder (.claude/skills/growth-model-analyzer in liangdabiao/claude-data-analysis-ultra-main) into .claude/skills/growth-model-analyzer in your project. Claude Code loads it when a task matches its description.
How do I install Growth Model Analyzer in Codex?
Run `npx skills add liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a codex`. Or copy the skill folder (.claude/skills/growth-model-analyzer in liangdabiao/claude-data-analysis-ultra-main) into .agents/skills/growth-model-analyzer in your project. Codex loads it when a task matches its description.
Can I use Growth Model Analyzer 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 liangdabiao/claude-data-analysis-ultra-main --skill growth-model-analyzer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/growth-model-analyzer, .gemini/skills/growth-model-analyzer, .github/skills/growth-model-analyzer and .opencode/skills/growth-model-analyzer in your project.
What does Growth Model Analyzer need to run?
Going by SKILL.md and its folder, Growth Model Analyzer needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Bash, Glob, Grep.
Does Growth Model Analyzer 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 Growth Model Analyzer safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Growth Model Analyzer use?
No licence was found for Growth Model Analyzer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Growth Model Analyzer use?
About 827 tokens (SKILL.md is roughly 3.3k 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 Growth Model Analyzer?
Skills that share tags, products or a category with Growth Model Analyzer: Matplotlib (zLanqing/codex-claude-academic-skills, 4.7k stars), Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Scikit Learn (zLanqing/codex-claude-academic-skills, 4.7k stars) and Chart Visualization (bytedance/deer-flow, 84k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Growth Model Analyzer?
liangdabiao (a GitHub user) maintains it in liangdabiao/claude-data-analysis-ultra-main, which has 290 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on May 10, 2026.
Source: liangdabiao/claude-data-analysis-ultra-main on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.