Bio Multi Omics Mixomics Analysis
GPTomics/bioSkills
Builds supervised and unsupervised multivariate integration across bulk omics blocks with mixOmics - sPLS for sparse pairwise correlation, DIABLO (block.splsda) for a multi-block discriminant…
Agent skill
Bio Multi Omics Mixomics Analysis
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Supervised and unsupervised multi-omics integration with mixOmics.
No licenceAuto-check passed
Install Bio Multi Omics Mixomics Analysis
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-multi-omics-mixomics-analysis -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis .claude/skills/bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-multi-omics-mixomics-analysis into .claude/skills/bio-multi-omics-mixomics-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-multi-omics-mixomics-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-multi-omics-mixomics-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-multi-omics-mixomics-analysis -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis .agents/skills/bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-multi-omics-mixomics-analysis into .agents/skills/bio-multi-omics-mixomics-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis .cursor/skills/bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-multi-omics-mixomics-analysis into .cursor/skills/bio-multi-omics-mixomics-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-multi-omics-mixomics-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-multi-omics-mixomics-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-multi-omics-mixomics-analysis -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis .gemini/skills/bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-multi-omics-mixomics-analysis into .gemini/skills/bio-multi-omics-mixomics-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-multi-omics-mixomics-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-multi-omics-mixomics-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-multi-omics-mixomics-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-multi-omics-mixomics-analysis .github/skills/bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-multi-omics-mixomics-analysis into .github/skills/bio-multi-omics-mixomics-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-multi-omics-mixomics-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-multi-omics-mixomics-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-multi-omics-mixomics-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-multi-omics-mixomics-analysis .opencode/skills/bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bio-multi-omics-mixomics-analysis into .opencode/skills/bio-multi-omics-mixomics-analysis/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bio-multi-omics-mixomics-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-multi-omics-mixomics-analysis- GitHub stars
- 3.1k
- Used in
- 1 other repo
- Token cost
- ~1.9k tokens
- SKILL.md length
- 339 words
- Files
- 3
- Skills in repo
- 170
- Repo updated
- First seen
- Licence
- None found
At a glance
Supervised and unsupervised multi-omics integration with mixOmics.
- Performing supervised multi-omics integration
- SKILL.md covers Version Compatibility, Setup and Data Preparation, Pairwise Integration: sPLS and DIABLO: Multi-Block…, plus 6 more sections
- Runs R scripts from its folder
- Identifying features that discriminate between groups
What it does
Bio Multi Omics Mixomics Analysis is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Supervised and unsupervised multi-omics integration with mixOmics. Includes sPLS for pairwise integration and DIABLO for multi-block discriminant analysis. Use when performing supervised multi-omics integration or identifying features that discriminate between groups.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `usage-guide.md`).
The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Performing supervised multi-omics integration
- Identifying features that discriminate between groups
Example prompts
- “/bio-multi-omics-mixomics-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 Multi Omics Mixomics Analysis loads about 1.9k tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 339 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 339 words (~1,935 tokens).
“Reference examples tested with: mixOmics 6.26+”
- name
- bio-multi-omics-mixomics-analysis
- tool_type
- r
- primary_tool
- mixOmics
Files
SKILL.md and 2 other files in skills/bio-multi-omics-mixomics-analysis of FreedomIntelligence/OpenClaw-Medical-Skills.
- SKILL.md
- examples/diablo_workflow.R
- usage-guide.md
Open the folder on GitHubat commit b1f9b6e
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in FreedomIntelligence/OpenClaw-Medical-Skills, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Bio Multi Omics Mixomics 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 Multi Omics Mixomics Analysis this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | 1 repos | ~1.9k | Automated safety check: Pass | None | |
| Bio Multi Omics Mixomics AnalysisGPTomics/bioSkills | 1.2k | 1 repos | ~4.1k | Automated safety check: Pass | MIT | |
| Bio Workflows Multi Omics PipelineGPTomics/bioSkills | 1.2k | 1 repos | ~5.6k | Automated safety check: Pass | MIT | |
| Bio Multi Omics Mofa IntegrationGPTomics/bioSkills | 1.2k | 1 repos | ~4.6k | Automated safety check: Pass | MIT | |
| Bio Multi Omics Data HarmonizationGPTomics/bioSkills | 1.2k | 1 repos | ~5.4k | Automated safety check: Pass | MIT | |
| Bio Multi Omics Similarity NetworkGPTomics/bioSkills | 1.2k | 1 repos | ~4.3k | Automated safety check: Pass | MIT |
Similar skills
Bio Workflows Multi Omics Pipeline
GPTomics/bioSkills
Orchestrates VERTICAL bulk multi-omics integration (RNA + protein + methylation on the SAME samples) from harmonization to a validated result, routing to MOFA2 (shared factors), mixOmics/DIABLO…
Bio Multi Omics Mofa Integration
GPTomics/bioSkills
Discovers shared and view-specific latent factors across bulk multi-omics blocks (RNA-seq, proteomics, methylation) on a common sample axis with MOFA2's unsupervised Bayesian group factor model…
Bio Multi Omics Data Harmonization
GPTomics/bioSkills
Harmonizes already-normalized per-omic matrices onto a common footing before joint integration - assembling a MultiAssayExperiment, choosing the per-omic variance-stabilizing transform, deciding…
Bio Multi Omics Similarity Network
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Stratifies patients into multi-omics subtypes by building one patient-by-patient similarity network per omic, fusing them with SNF's cross-network diffusion, and spectral-clustering the fused graph…
Bio Machine Learning Omics Classifiers
GPTomics/bioSkills
Builds diagnostic and prognostic classifiers on omics feature matrices with regularized logistic regression, random forest, and gradient-boosted trees, handling the pn regime, batch shortcut…
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Questions about Bio Multi Omics Mixomics Analysis
What does Bio Multi Omics Mixomics Analysis do?
Supervised and unsupervised multi-omics integration with mixOmics. Bio Multi Omics Mixomics Analysis is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Supervised and unsupervised multi-omics integration with mixOmics.
When should I use Bio Multi Omics Mixomics Analysis?
Bio Multi Omics Mixomics Analysis fits situations like: performing supervised multi-omics integration; identifying features that discriminate between groups.
How do I install Bio Multi Omics Mixomics Analysis in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-multi-omics-mixomics-analysis -a claude-code`. Or copy the skill folder (skills/bio-multi-omics-mixomics-analysis in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-multi-omics-mixomics-analysis in your project. Claude Code loads it when a task matches its description.
How do I install Bio Multi Omics Mixomics Analysis in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-multi-omics-mixomics-analysis -a codex`. Or copy the skill folder (skills/bio-multi-omics-mixomics-analysis in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-multi-omics-mixomics-analysis in your project. Codex loads it when a task matches its description.
Can I use Bio Multi Omics Mixomics 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-multi-omics-mixomics-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-multi-omics-mixomics-analysis, .gemini/skills/bio-multi-omics-mixomics-analysis, .github/skills/bio-multi-omics-mixomics-analysis and .opencode/skills/bio-multi-omics-mixomics-analysis in your project.
What does Bio Multi Omics Mixomics Analysis need to run?
Going by SKILL.md and its folder, Bio Multi Omics Mixomics Analysis needs R for the scripts in its folder.
Does Bio Multi Omics Mixomics 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 Multi Omics Mixomics 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 Multi Omics Mixomics Analysis use?
No licence was found for Bio Multi Omics Mixomics Analysis or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Bio Multi Omics Mixomics Analysis use?
About 1.9k tokens (SKILL.md is roughly 7.7k 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 Multi Omics Mixomics Analysis?
Skills that share tags, products or a category with Bio Multi Omics Mixomics Analysis: Bio Multi Omics Mixomics Analysis (GPTomics/bioSkills, 1.2k stars), Bio Workflows Multi Omics Pipeline (GPTomics/bioSkills, 1.2k stars), Bio Multi Omics Mofa Integration (GPTomics/bioSkills, 1.2k stars) and Bio Multi Omics Data Harmonization (GPTomics/bioSkills, 1.2k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bio Multi Omics Mixomics Analysis?
FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,052 GitHub stars. The repository holds 170 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.