Perform differential expression analysis using edgeR in R/Bioconductor.

No licenceAuto-check passedResearch & Science

Install Bio De Edger Basics

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-de-edger-basics -a claude-code

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-de-edger-basics --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/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bio-de-edger-basics .claude/skills/bio-de-edger-basics && 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
bio-de-edger-basics
GitHub stars
3.1k
Used in
1 other repo
Token cost
~2.9k tokens
SKILL.md length
697 words
Files
5
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Perform differential expression analysis using edgeR in R/Bioconductor.

  • Analyzing RNA-seq count data with the quasi-likelihood F-test framework
  • SKILL.md covers Version Compatibility, Required Libraries, Installation and Creating DGEList Object, plus 20 more sections
  • Runs R scripts from its folder
  • Creating DGEList objects

What it does

Bio De Edger Basics is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Perform differential expression analysis using edgeR in R/Bioconductor. Use for analyzing RNA-seq count data with the quasi-likelihood F-test framework, creating DGEList objects, normalization, dispersion estimation, and statistical testing. Use when performing DE analysis with edgeR.

Its SKILL.md is about 2.9k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files (for example `usage-guide.md`).

It sits in Research & Science, covering Database schema design and Bioinformatics. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Analyzing RNA-seq count data with the quasi-likelihood F-test framework
  • Creating DGEList objects
  • Dispersion estimation
  • Statistical testing

Example prompts

  • “/bio-de-edger-basics”

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 De Edger Basics loads about 2.9k tokens when it runs. Until then it costs about 76 tokens; SKILL.md has 697 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~2.9k

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 697 words (~2,893 tokens).

“Reference examples tested with: DESeq2 1.42+, edgeR 4.0+, limma 3.58+, scanpy 1.10+”

— opening of SKILL.md by FreedomIntelligence
name
bio-de-edger-basics
tool_type
r
primary_tool
edgeR

Read the full SKILL.md on GitHub

Files

SKILL.md and 4 other files in skills/bio-de-edger-basics of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • examples/basic_workflow.R
  • examples/batch_correction.R
  • examples/contrasts.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 9, 2026.

Compare with similar skills

Bio De Edger Basics 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.

Bio De Edger Basics compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bio De Edger Basics this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~2.9kAutomated safety check: PassNone
Tooluniverse Rnaseq Deseq2wu-yc/LabClaw1.1k2 repos~4.5kAutomated safety check: PassNone
Bio Chipseq Differential BindingGPTomics/bioSkills1.2k2 repos~5.1kAutomated safety check: PassMIT
Bio Chipseq VisualizationGPTomics/bioSkills1.2k2 repos~3.6kAutomated safety check: PassMIT
Bio Geo DataGPTomics/bioSkills1.2k2 repos~4.4kAutomated safety check: PassMIT
Tooluniverse Metabolomics Analysiswu-yc/LabClaw1.1k2 repos~5.9kAutomated safety check: PassNone

Similar skills

  • Production-ready RNA-seq differential expression analysis using PyDESeq2.

    1.1k GitHub starsUsed in 2 repos~4.5k tokens
    Research & ScienceAuto-check passed
  • Identifies differentially bound ChIP-seq regions between conditions using DiffBind, csaw (sliding windows), DESeq2/edgeR/PyDESeq2 on count matrices, NormR (control-aware), or MAnorm2.

    1.2k GitHub starsUsed in 2 repos~5.1k tokens
    Research & ScienceAuto-check passed
  • Bio Chipseq Visualization

    GPTomics/bioSkills

    Visualizes ChIP-seq data using deepTools (computeMatrix, plotHeatmap, plotProfile, bamCoverage, bamCompare), pyGenomeTracks (modern INI-driven track plots), Gviz (R browser-style), EnrichedHeatmap…

    1.2k GitHub starsUsed in 2 repos~3.6k tokens
    Research & ScienceAuto-check passed
  • Bio Geo Data

    GPTomics/bioSkills

    Query and download from NCBI Gene Expression Omnibus (GEO) and EMBL-EBI's BioStudies/ArrayExpress mirror.

    1.2k GitHub starsUsed in 2 repos~4.4k tokens
    Research & ScienceAuto-check passed
  • Analyze metabolomics data including metabolite identification, quantification, pathway analysis, and metabolic flux.

    1.1k GitHub starsUsed in 2 repos~5.9k tokens
    Research & ScienceAuto-check passed
  • Bio Splicing Quantification

    GPTomics/bioSkills

    Quantifies alternative splicing as PSI (percent spliced in) from RNA-seq using rMATS-turbo (BAM-based event), SUPPA2 (TPM-based event), MAJIQ V3 (LSV-based Bayesian), leafcutter (annotation-free…

    1.2k GitHub starsUsed in 2 repos~6.8k tokens
    Research & ScienceAuto-check passed

More from FreedomIntelligence/OpenClaw-Medical-Skills

All 279 skills in this repo
  • Single Cell Rna Qc

    FreedomIntelligence/OpenClaw-Medical-Skills

    Performs quality control on single-cell RNA-seq data (.h5ad or .h5 files) using scverse best practices with MAD-based filtering and comprehensive visualizations.

    3.1k GitHub starsUsed in 2 repos~2k tokens
    Auto-check passed
  • Differentiation Schemes

    FreedomIntelligence/OpenClaw-Medical-Skills

    Select and apply numerical differentiation schemes for PDE/ODE discretization.

    3.1k GitHub starsUsed in 1 repo~1.4k tokens
    Auto-check: notes
  • Fhir Developer Skill

    FreedomIntelligence/OpenClaw-Medical-Skills

    FHIR API development guide for building healthcare endpoints.

    3.1k GitHub starsUsed in 1 repo~2.5k tokens
    Auto-check passed
  • Linear Solvers

    FreedomIntelligence/OpenClaw-Medical-Skills

    Select and configure linear solvers for systems Ax=b in dense and sparse problems.

    3.1k GitHub starsUsed in 1 repo~1.5k tokens
    Auto-check: notes
  • Medical Research Toolkit

    FreedomIntelligence/OpenClaw-Medical-Skills

    Query 14+ biomedical databases for drug repurposing, target discovery, clinical trials, and literature research.

    3.1k GitHub starsUsed in 1 repo~2.4k tokens
    Auto-check passed
  • Mesh Generation

    FreedomIntelligence/OpenClaw-Medical-Skills

    Plan and evaluate mesh generation for numerical simulations.

    3.1k GitHub starsUsed in 1 repo~1.1k tokens
    Auto-check: notes

Questions about Bio De Edger Basics

What does Bio De Edger Basics do?

Perform differential expression analysis using edgeR in R/Bioconductor. Bio De Edger Basics is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Perform differential expression analysis using edgeR in R/Bioconductor.

When should I use Bio De Edger Basics?

Bio De Edger Basics fits situations like: analyzing RNA-seq count data with the quasi-likelihood F-test framework; creating DGEList objects; dispersion estimation; statistical testing.

How do I install Bio De Edger Basics in Claude Code?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-de-edger-basics -a claude-code`. Or copy the skill folder (skills/bio-de-edger-basics in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bio-de-edger-basics in your project. Claude Code loads it when a task matches its description.

How do I install Bio De Edger Basics in Codex?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-de-edger-basics -a codex`. Or copy the skill folder (skills/bio-de-edger-basics in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bio-de-edger-basics in your project. Codex loads it when a task matches its description.

Can I use Bio De Edger Basics 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-de-edger-basics -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-de-edger-basics, .gemini/skills/bio-de-edger-basics, .github/skills/bio-de-edger-basics and .opencode/skills/bio-de-edger-basics in your project.

What does Bio De Edger Basics need to run?

Going by SKILL.md and its folder, Bio De Edger Basics needs R for the scripts in its folder.

Does Bio De Edger Basics 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 De Edger Basics 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 De Edger Basics use?

No licence was found for Bio De Edger Basics or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Bio De Edger Basics use?

About 2.9k tokens (SKILL.md is roughly 12k 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 De Edger Basics?

Skills that share tags, products or a category with Bio De Edger Basics: Tooluniverse Rnaseq Deseq2 (wu-yc/LabClaw, 1.1k stars), Bio Chipseq Differential Binding (GPTomics/bioSkills, 1.2k stars), Bio Chipseq Visualization (GPTomics/bioSkills, 1.2k stars) and Bio Geo Data (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 De Edger Basics?

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.