scikit-survival Time-to-Event Modeling
davila7/claude-code-templates
Fits and evaluates survival models with scikit-survival: Cox models, Random Survival Forests, boosting, survival SVMs, concordance index, Brier score and competing risks.
Agent skill
Bio Metabolomics Statistical Analysis
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Statistical analysis for metabolomics data. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.
Install Bio Metabolomics Statistical Analysis
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-metabolomics-statistical-analysis --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/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bio-metabolomics-statistical-analysis .claude/skills/bio-metabolomics-statistical-analysis && 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 "bio-metabolomics-statistical-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-metabolomics-statistical-analysis into .claude/skills/bio-metabolomics-statistical-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-metabolomics-statistical-analysis", 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/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-metabolomics-statistical-analysisType 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-metabolomics-statistical-analysis --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/bio-metabolomics-statistical-analysis .agents/skills/bio-metabolomics-statistical-analysis && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bio-metabolomics-statistical-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-metabolomics-statistical-analysis into .agents/skills/bio-metabolomics-statistical-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-metabolomics-statistical-analysis", 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-metabolomics-statistical-analysis --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/bio-metabolomics-statistical-analysis .cursor/skills/bio-metabolomics-statistical-analysis && 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 "bio-metabolomics-statistical-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-metabolomics-statistical-analysis into .cursor/skills/bio-metabolomics-statistical-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-metabolomics-statistical-analysis", 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/FreedomIntelligence/OpenClaw-Medical-Skills.git --path skills/bio-metabolomics-statistical-analysis--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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-metabolomics-statistical-analysis --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/bio-metabolomics-statistical-analysis .gemini/skills/bio-metabolomics-statistical-analysis && 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 "bio-metabolomics-statistical-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-metabolomics-statistical-analysis into .gemini/skills/bio-metabolomics-statistical-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-metabolomics-statistical-analysis", 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 FreedomIntelligence/OpenClaw-Medical-Skills bio-metabolomics-statistical-analysisInstalls 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-analysis -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/bio-metabolomics-statistical-analysis .github/skills/bio-metabolomics-statistical-analysis && 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 "bio-metabolomics-statistical-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-metabolomics-statistical-analysis into .github/skills/bio-metabolomics-statistical-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-metabolomics-statistical-analysis", 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-analysis -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-metabolomics-statistical-analysis --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/bio-metabolomics-statistical-analysis .opencode/skills/bio-metabolomics-statistical-analysis && 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 "bio-metabolomics-statistical-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-metabolomics-statistical-analysis into .opencode/skills/bio-metabolomics-statistical-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-metabolomics-statistical-analysis", 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
bio-metabolomics-statistical-analysis- GitHub stars
- 3.1k
- Token cost
- ~2.2k tokens
- SKILL.md length
- 395 words
- Files
- 3
- Skills in repo
- 279
- Repo updated
- First seen
- Licence
- None found
At a glance
Statistical analysis for metabolomics data. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills.
- Identifying differentially abundant metabolites
- SKILL.md covers Version Compatibility, Univariate Analysis, Fold Change Calculation and Volcano Plot, plus 8 more sections
- Runs R scripts from its folder
- Building classification models
What it does
Bio Metabolomics Statistical Analysis is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Statistical analysis for metabolomics data. Covers univariate testing, multivariate methods (PCA, PLS-DA), and biomarker discovery. Use when identifying differentially abundant metabolites or building classification models.
Its SKILL.md is about 2.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `usage-guide.md`).
It sits in Data & Analytics, covering Statistics and Machine learning. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Identifying differentially abundant metabolites
- Building classification models
Example prompts
- “/bio-metabolomics-statistical-analysis”
What it can do on your machine
Read from SKILL.md and the folder at commit b1f9b6e. 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
Ships script files (R), which the agent can run.
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
Bio Metabolomics Statistical Analysis loads about 2.2k tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 395 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 395 words (~2,169 tokens).
“Reference examples tested with: R stats (base), ggplot2 3.5+”
- name
- bio-metabolomics-statistical-analysis
- tool_type
- r
- primary_tool
- mixOmics
Files
SKILL.md and 2 other files in skills/bio-metabolomics-statistical-analysis of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- examples/metabolomics_stats.R
- usage-guide.md
Open the folder on GitHubat commit b1f9b6e
Compare with similar skills
Bio Metabolomics Statistical 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Bio Metabolomics Statistical Analysis this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | — | ~2.2k | Automated safety check: Pass | None | |
| scikit-survival Time-to-Event Modelingdavila7/claude-code-templates | 32k | 11 repos | ~3.7k | Automated safety check: Pass | MIT | |
| Data Scientistdavila7/claude-code-templates | 32k | 8 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Scientific Toolkit SkillzLanqing/codex-claude-academic-skills | 4.7k | — | ~1.2k | Automated safety check: Pass | MIT | |
| Data Sciencetravisjneuman/.claude | 101 | — | ~2.3k | Automated safety check: Pass | MIT | |
| Regression Analysis Modelingliangdabiao/claude-data-analysis-ultra-main | 290 | — | ~1.7k | Automated safety check: Notes | None |
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Categories
Questions about Bio Metabolomics Statistical Analysis
What does Bio Metabolomics Statistical Analysis do?
Statistical analysis for metabolomics data. An agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Bio Metabolomics Statistical Analysis is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Statistical analysis for metabolomics data.
When should I use Bio Metabolomics Statistical Analysis?
Bio Metabolomics Statistical Analysis fits situations like: identifying differentially abundant metabolites; building classification models.
How do I install Bio Metabolomics Statistical Analysis in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-analysis -a claude-code`. Or copy the skill folder (skills/bio-metabolomics-statistical-analysis in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-metabolomics-statistical-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Bio Metabolomics Statistical Analysis in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-analysis -a codex`. Or copy the skill folder (skills/bio-metabolomics-statistical-analysis in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-metabolomics-statistical-analysis in your project. Codex loads it when a task matches its description.
Can I use Bio Metabolomics Statistical 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 FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-metabolomics-statistical-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/bio-metabolomics-statistical-analysis, .gemini/skills/bio-metabolomics-statistical-analysis, .github/skills/bio-metabolomics-statistical-analysis and .opencode/skills/bio-metabolomics-statistical-analysis in your project.
What does Bio Metabolomics Statistical Analysis need to run?
Going by SKILL.md and its folder, Bio Metabolomics Statistical Analysis needs R for the scripts in its folder.
Does Bio Metabolomics Statistical 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 Bio Metabolomics Statistical 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 Bio Metabolomics Statistical Analysis use?
No licence was found for Bio Metabolomics Statistical Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Bio Metabolomics Statistical Analysis use?
About 2.2k tokens (SKILL.md is roughly 8.7k 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 Bio Metabolomics Statistical Analysis?
Skills that share tags, products or a category with Bio Metabolomics Statistical Analysis: scikit-survival Time-to-Event Modeling (davila7/claude-code-templates, 32k stars), Data Scientist (davila7/claude-code-templates, 32k stars), Scientific Toolkit Skill (zLanqing/codex-claude-academic-skills, 4.7k stars) and Data Science (travisjneuman/.claude, 101 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bio Metabolomics Statistical Analysis?
FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,052 GitHub stars. The repository holds 279 skills in this directory. The repository was last updated on July 21, 2026.
Source: FreedomIntelligence/OpenClaw-Medical-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.