Agent skill

Bioconductor Dropletutils

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

The filtering uses intelligent methods to generate output 10X matrices as would be otherwise generated by CellRanger.

Custom licenceAuto-check passedResearch & Science

Install Bioconductor Dropletutils

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

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

GitHub CLI
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-dropletutils --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/transcriptomics/dropletutils .claude/skills/bioconductor-dropletutils && 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-dropletutils
GitHub stars
804
Token cost
~4.2k tokens
SKILL.md length
1,605 words
Files
1
Skills in repo
112
Repo updated
First seen
Licence
Custom licence

At a glance

The filtering uses intelligent methods to generate output 10X matrices as would be otherwise generated by CellRanger.

  • Tasks that involve Bioinformatics
  • SKILL.md covers Dependencies & Environment, When to Use, Do NOT Use When and Data Requirements, plus 12 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Bioconductor Dropletutils is an agent skill from bioMate-AI/biomate-bioconductor-kb. The filtering uses intelligent methods to generate output 10X matrices as would be otherwise generated by CellRanger. The ranking option serves to illustrate the number of detected barcodes in the sample.

Its SKILL.md is about 4.2k 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. 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

Example prompts

  • “/bioconductor-dropletutils”

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

    Links to these hosts (documentation or services it may open):

    • bioconductor.org
    • biomate.ai
    • pubmed.ncbi.nlm.nih.gov
    • support.bioconductor.org

    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 Dropletutils loads about 4.2k tokens when it runs. Until then it costs about 58 tokens; SKILL.md has 1,605 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~58
When it runs · the whole SKILL.md, loaded when a task matches
~4.2k

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 1,605 words (~4,182 tokens).

“Utilities for handling droplet-based single-cell RNA-seq data: emptyDrops for ambient RNA removal, barcodeRanks for knee detection, and read10xCounts for CellRanger output loading.”

— opening of SKILL.md by bioMate-AI, Custom licence
name
bioconductor-dropletutils
when_to_use
Use when: Load 10x Genomics CellRanger output (barcodes/features/matrix); Distinguish real cells from empty droplets (emptyDrops); Detect knee/inflection…
user-invocable
false

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/transcriptomics/dropletutils of bioMate-AI/biomate-bioconductor-kb.

Open the folder on GitHubat commit c9bd4d8

Compare with similar skills

Bioconductor Dropletutils 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 Dropletutils compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bioconductor Dropletutils this skillbioMate-AI/biomate-bioconductor-kb804—~4.2kAutomated safety check: PassCustom licence
Alphagenome Single Variant Analysisgoogle-deepmind/science-skills3.2k2 repos~3kAutomated safety check: NotesApache-2.0
13C Metabolic Flux AnalysisK-Dense-AI/scientific-agent-skills48k1 repos~3.2kAutomated safety check: PassMIT
Clinvar Databasegoogle-deepmind/science-skills3.2k2 repos~3.9kAutomated safety check: NotesApache-2.0
Metabolic Study Planneraiming-lab/AutoResearchClaw15k—~1.9kAutomated safety check: PassMIT
Dbsnp Databasegoogle-deepmind/science-skills3.2k2 repos~3.4kAutomated safety check: NotesApache-2.0

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Questions about Bioconductor Dropletutils

What does Bioconductor Dropletutils do?

The filtering uses intelligent methods to generate output 10X matrices as would be otherwise generated by CellRanger. Bioconductor Dropletutils is an agent skill from bioMate-AI/biomate-bioconductor-kb. The filtering uses intelligent methods to generate output 10X matrices as would be otherwise generated by CellRanger.

When should I use Bioconductor Dropletutils?

Bioconductor Dropletutils fits situations like: tasks that involve Bioinformatics.

How do I install Bioconductor Dropletutils in Claude Code?

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

How do I install Bioconductor Dropletutils in Codex?

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

Can I use Bioconductor Dropletutils 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-dropletutils -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-dropletutils, .gemini/skills/bioconductor-dropletutils, .github/skills/bioconductor-dropletutils and .opencode/skills/bioconductor-dropletutils in your project.

What does Bioconductor Dropletutils need to run?

SKILL.md names no scripts, command-line tools or credentials: Bioconductor Dropletutils is instructions for the agent only.

Does Bioconductor Dropletutils access the network?

SKILL.md names 4 domains. As links in the text: bioconductor.org, biomate.ai, pubmed.ncbi.nlm.nih.gov and support.bioconductor.org. This is read from the text; nothing was executed.

Is Bioconductor Dropletutils 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 Dropletutils use?

Bioconductor Dropletutils 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 Dropletutils use?

About 4.2k tokens (SKILL.md is roughly 17k 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 Dropletutils?

Skills that share tags, products or a category with Bioconductor Dropletutils: Alphagenome Single Variant Analysis (google-deepmind/science-skills, 3.2k stars), 13C Metabolic Flux Analysis (K-Dense-AI/scientific-agent-skills, 48k stars), Clinvar Database (google-deepmind/science-skills, 3.2k stars) and Metabolic Study Planner (aiming-lab/AutoResearchClaw, 15k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bioconductor Dropletutils?

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.