Agent skill

Bioconductor Sgcp

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

SGC is a semi-supervised pipeline for gene clustering in gene co-expression networks.

Custom licenceAuto-check passedResearch & Science

Install Bioconductor Sgcp

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

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

GitHub CLI
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-sgcp --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/sgcp .claude/skills/bioconductor-sgcp && 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-sgcp
GitHub stars
804
Token cost
~1.5k tokens
SKILL.md length
548 words
Files
1
Skills in repo
112
Repo updated
First seen
Licence
Custom licence

At a glance

SGC is a semi-supervised pipeline for gene clustering in gene co-expression networks.

  • 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 Creative writing and fiction

What it does

Bioconductor Sgcp is an agent skill from bioMate-AI/biomate-bioconductor-kb. SGC is a semi-supervised pipeline for gene clustering in gene co-expression networks. SGC consists of multiple novel steps that enable the computation of highly enriched modules in an unsupervised manner. But unlike all existing frameworks, it further incorporates a novel step that leverages Gene Ontology information in a semi-supervised clustering method that further improves the quality of the computed modules.

Its SKILL.md is about 1.5k 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 Creative writing and fiction. 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 Creative writing and fiction

Example prompts

  • “/bioconductor-sgcp”

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

    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 Sgcp loads about 1.5k tokens when it runs. Until then it costs about 109 tokens; SKILL.md has 548 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~109
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

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 548 words (~1,529 tokens).

“Construct gene co-expression networks, perform clustering, and apply semi-supervised classification using Gene Ontology information.”

— opening of SKILL.md by bioMate-AI, Custom licence
name
bioconductor-sgcp
when_to_use
Use when: SGC is a semi-supervised pipeline for gene clustering in gene co-expression networks; SGCP package manual. Not for: Requires R ≥ 4.2.0 and…
user-invocable
false

Read the full SKILL.md on GitHub

Files

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

Open the folder on GitHubat commit c9bd4d8

Compare with similar skills

Bioconductor Sgcp 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 Sgcp compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bioconductor Sgcp this skillbioMate-AI/biomate-bioconductor-kb804—~1.5kAutomated safety check: PassCustom licence
Bio Long Read SplicingGPTomics/bioSkills1.2k2 repos~6kAutomated safety check: PassMIT
Bio Splicing QcGPTomics/bioSkills1.2k2 repos~6.2kAutomated safety check: PassMIT
Bio Workflows Smrna PipelineGPTomics/bioSkills1.2k1 repos~3.8kAutomated safety check: PassMIT
Popv Cell Annotationjaechang-hits/SciAgent-Skills3742 repos~6.9kAutomated safety check: PassBSD-3-Clause
Bio Long Read Sequencing Isoseq AnalysisGPTomics/bioSkills1.2k1 repos~3.4kAutomated safety check: PassMIT

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Questions about Bioconductor Sgcp

What does Bioconductor Sgcp do?

SGC is a semi-supervised pipeline for gene clustering in gene co-expression networks. Bioconductor Sgcp is an agent skill from bioMate-AI/biomate-bioconductor-kb. SGC is a semi-supervised pipeline for gene clustering in gene co-expression networks.

When should I use Bioconductor Sgcp?

Bioconductor Sgcp fits situations like: tasks that involve Bioinformatics; tasks that involve Creative writing and fiction.

How do I install Bioconductor Sgcp in Claude Code?

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

How do I install Bioconductor Sgcp in Codex?

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

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

What does Bioconductor Sgcp need to run?

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

Does Bioconductor Sgcp access the network?

SKILL.md names 1 domain. As links in the text: bioconductor.org. This is read from the text; nothing was executed.

Is Bioconductor Sgcp 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 Sgcp use?

Bioconductor Sgcp 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 Sgcp use?

About 1.5k tokens (SKILL.md is roughly 6.1k 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 Sgcp?

Skills that share tags, products or a category with Bioconductor Sgcp: Bio Long Read Splicing (GPTomics/bioSkills, 1.2k stars), Bio Splicing Qc (GPTomics/bioSkills, 1.2k stars), Bio Workflows Smrna Pipeline (GPTomics/bioSkills, 1.2k stars) and Popv Cell Annotation (jaechang-hits/SciAgent-Skills, 374 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bioconductor Sgcp?

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.