Agent skill

Bioconductor Mudata

by bioMate-AI in bioMate-AI/biomate-bioconductor-kb

Save MultiAssayExperiments to h5mu files supported by muon and mudata.

Custom licenceAuto-check passedResearch & Science

Install Bioconductor Mudata

skills CLI
$ npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-mudata -a claude-code

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

GitHub CLI
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-mudata --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/bioMate-AI/biomate-bioconductor-kb.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/single-cell/mudata .claude/skills/bioconductor-mudata && 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
bioconductor-mudata
GitHub stars
804
Token cost
~1k tokens
SKILL.md length
429 words
Files
1
Skills in repo
112
Repo updated
First seen
Licence
Custom licence

At a glance

Save MultiAssayExperiments to h5mu files supported by muon and mudata.

  • Tasks that involve Bioinformatics
  • SKILL.md covers Workflows, When to Use, When NOT to Use and Data Requirements, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Tasks that involve Data analysis

What it does

Bioconductor Mudata is an agent skill from bioMate-AI/biomate-bioconductor-kb. Save MultiAssayExperiments to h5mu files supported by muon and mudata. Muon is a Python framework for multimodal omics data analysis. It uses an HDF5-based format for data storage.

Its SKILL.md is about 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 Research & Science, covering Bioinformatics and Data analysis. It works with Python. The repository describes itself as: BioMate-KB Bioconductor Skills — 200 packages (top 100 by downloads + 100 rising stars) as vignette-grounded Claude/agent skills, with per-package workflow recipes.

When your agent uses it

  • Tasks that involve Bioinformatics
  • Tasks that involve Data analysis

Example prompts

  • “/bioconductor-mudata”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit c9bd4d8. 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 (its code samples are r).

    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

Bioconductor Mudata loads about 1k tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 429 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~50
When it runs · the whole SKILL.md, loaded when a task matches
~1k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 429 words (~1,045 tokens).

“Save MultiAssayExperiments to h5mu files supported by muon and mudata. Muon is a Python framework for multimodal omics data analysis. It uses an HDF5-based format for data storage.”

— opening of SKILL.md by bioMate-AI, Custom licence
name
bioconductor-mudata
when_to_use
Use when: Blood CITE-seq with MuData with MuData; Cord Blood CITE-seq with MuData with MuData; Getting started with MuDataMae with MuData. Not for: MuData…
user-invocable
false

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/single-cell/mudata of bioMate-AI/biomate-bioconductor-kb.

Open the folder on GitHubat commit c9bd4d8

Compare with similar skills

Bioconductor Mudata 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.

Bioconductor Mudata compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bioconductor Mudata this skillbioMate-AI/biomate-bioconductor-kb804—~1kAutomated safety check: PassCustom licence
Bio Population Genetics Linkage DisequilibriumGPTomics/bioSkills1.2k1 repos~4.7kAutomated safety check: PassMIT
Dnanexus Integrationaipoch/medical-research-skills1.9k—~3.5kAutomated safety check: PassMIT
Bio Causal Genomics Genetic CorrelationGPTomics/bioSkills1.2k2 repos~9.1kAutomated safety check: PassMIT
Bio Causal Genomics Heritability PartitioningGPTomics/bioSkills1.2k2 repos~8.9kAutomated safety check: PassMIT
Bio Causal Genomics Transcriptome Wide AssociationGPTomics/bioSkills1.2k2 repos~11kAutomated safety check: PassMIT

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Works with

Questions about Bioconductor Mudata

What does Bioconductor Mudata do?

Save MultiAssayExperiments to h5mu files supported by muon and mudata. Bioconductor Mudata is an agent skill from bioMate-AI/biomate-bioconductor-kb. Save MultiAssayExperiments to h5mu files supported by muon and mudata.

When should I use Bioconductor Mudata?

Bioconductor Mudata fits situations like: tasks that involve Bioinformatics; tasks that involve Data analysis.

How do I install Bioconductor Mudata in Claude Code?

Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-mudata -a claude-code`. Or copy the skill folder (skills/single-cell/mudata in bioMate-AI/biomate-bioconductor-kb) into .claude/skills/bioconductor-mudata in your project. Claude Code loads it when a task matches its description.

How do I install Bioconductor Mudata in Codex?

Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-mudata -a codex`. Or copy the skill folder (skills/single-cell/mudata in bioMate-AI/biomate-bioconductor-kb) into .agents/skills/bioconductor-mudata in your project. Codex loads it when a task matches its description.

Can I use Bioconductor Mudata 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 bioMate-AI/biomate-bioconductor-kb --skill bioconductor-mudata -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bioconductor-mudata, .gemini/skills/bioconductor-mudata, .github/skills/bioconductor-mudata and .opencode/skills/bioconductor-mudata in your project.

What does Bioconductor Mudata need to run?

SKILL.md names no scripts, command-line tools or credentials: Bioconductor Mudata is instructions for the agent only. Our summary lists: Python 3.

Does Bioconductor Mudata 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 Bioconductor Mudata 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 Bioconductor Mudata use?

Bioconductor Mudata has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Bioconductor Mudata use?

About 1k tokens (SKILL.md is roughly 4.2k 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 Bioconductor Mudata?

Skills that share tags, products or a category with Bioconductor Mudata: Bio Population Genetics Linkage Disequilibrium (GPTomics/bioSkills, 1.2k stars), Dnanexus Integration (aipoch/medical-research-skills, 1.9k stars), Bio Causal Genomics Genetic Correlation (GPTomics/bioSkills, 1.2k stars) and Bio Causal Genomics Heritability Partitioning (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 Bioconductor Mudata?

bioMate-AI (a GitHub organization) maintains it in bioMate-AI/biomate-bioconductor-kb, which has 804 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on June 20, 2026.

Source: bioMate-AI/biomate-bioconductor-kb on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.