Agent skill

Bulk Rna Seq Differential Expression With Omicverse

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

Guide Claude through omicverse's bulk RNA-seq DEG pipeline, from gene ID mapping and DESeq2 normalization to statistical testing, visualization, and pathway enrichment.

No licenceAuto-check passedResearch & Science

Install Bulk Rna Seq Differential Expression With Omicverse

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-rna-seq-differential-expression-with-omicverse -a claude-code

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bulk-rna-seq-differential-expression-with-omicverse --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/bulk-deg-analysis .claude/skills/bulk-rna-seq-differential-expression-with-omicverse && 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
bulk-rna-seq-differential-expression-with-omicverse
GitHub stars
3.1k
Used in
1 other repo
Token cost
~1.3k tokens
SKILL.md length
505 words
Files
2
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Guide Claude through omicverse's bulk RNA-seq DEG pipeline, from gene ID mapping and DESeq2 normalization to statistical testing, visualization, and pathway enrichment.

  • Works in 12 steps: Set up the session → Prepare ID mapping assets → Load the raw counts → …
  • A user has bulk count matrices and needs differential expression analysis in omicverse
  • SKILL.md covers Overview, Instructions, Examples and References
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Bulk Rna Seq Differential Expression With Omicverse is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Guide Claude through omicverse's bulk RNA-seq DEG pipeline, from gene ID mapping and DESeq2 normalization to statistical testing, visualization, and pathway enrichment. Use when a user has bulk count matrices and needs differential expression analysis in omicverse.

Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `reference.md`).

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

When your agent uses it

  • A user has bulk count matrices and needs differential expression analysis in omicverse
  • Tasks that involve Bioinformatics

Example prompts

  • “/bulk-rna-seq-differential-expression-with-omicverse”

Workflow steps

12 steps, taken from the first numbered list in SKILL.md.

  1. Set up the session
  2. Prepare ID mapping assets
  3. Load the raw counts
  4. Map gene identifiers
  5. Initialise the DEG object
  6. Normalise and estimate size factors
  7. Run differential testing
  8. Filter and threshold results
  9. Visualise differential expression
  10. Perform pathway enrichment (optional)
  11. Document outputs
  12. Troubleshooting tips

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

    No scripts in the folder and no shell commands in SKILL.md.

    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

Bulk Rna Seq Differential Expression With Omicverse loads about 1.3k tokens when it runs. Until then it costs about 79 tokens; SKILL.md has 505 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~79
When it runs · the whole SKILL.md, loaded when a task matches
~1.3k

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 505 words (~1,288 tokens).

“Follow this skill to run the end-to-end differential expression (DEG) workflow showcased in t_deg.ipynb. It assumes the user provides a raw gene-level count matrix (e.g., from featureCounts) and wants to analyse bulk RNA-seq cohorts inside omicverse.”

— opening of SKILL.md by FreedomIntelligence
name
bulk-rna-seq-differential-expression-with-omicverse
title
Bulk RNA-seq differential expression with omicverse

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in skills/bulk-deg-analysis of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • reference.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

Bulk Rna Seq Differential Expression With Omicverse 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.

Bulk Rna Seq Differential Expression With Omicverse compared with similar skills
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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 Bulk Rna Seq Differential Expression With Omicverse

What does Bulk Rna Seq Differential Expression With Omicverse do?

Guide Claude through omicverse's bulk RNA-seq DEG pipeline, from gene ID mapping and DESeq2 normalization to statistical testing, visualization, and pathway enrichment. Bulk Rna Seq Differential Expression With Omicverse is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Guide Claude through omicverse's bulk RNA-seq DEG pipeline, from gene ID mapping and DESeq2 normalization to statistical testing, visualization, and pathway enrichment.

When should I use Bulk Rna Seq Differential Expression With Omicverse?

Bulk Rna Seq Differential Expression With Omicverse fits situations like: A user has bulk count matrices and needs differential expression analysis in omicverse; tasks that involve Bioinformatics.

How do I install Bulk Rna Seq Differential Expression With Omicverse in Claude Code?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-rna-seq-differential-expression-with-omicverse -a claude-code`. Or copy the skill folder (skills/bulk-deg-analysis in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bulk-rna-seq-differential-expression-with-omicverse in your project. Claude Code loads it when a task matches its description.

How do I install Bulk Rna Seq Differential Expression With Omicverse in Codex?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-rna-seq-differential-expression-with-omicverse -a codex`. Or copy the skill folder (skills/bulk-deg-analysis in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bulk-rna-seq-differential-expression-with-omicverse in your project. Codex loads it when a task matches its description.

Can I use Bulk Rna Seq Differential Expression With Omicverse 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 bulk-rna-seq-differential-expression-with-omicverse -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bulk-rna-seq-differential-expression-with-omicverse, .gemini/skills/bulk-rna-seq-differential-expression-with-omicverse, .github/skills/bulk-rna-seq-differential-expression-with-omicverse and .opencode/skills/bulk-rna-seq-differential-expression-with-omicverse in your project.

What does Bulk Rna Seq Differential Expression With Omicverse need to run?

SKILL.md names no scripts, command-line tools or credentials: Bulk Rna Seq Differential Expression With Omicverse is instructions for the agent only.

Does Bulk Rna Seq Differential Expression With Omicverse 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 Bulk Rna Seq Differential Expression With Omicverse 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 Bulk Rna Seq Differential Expression With Omicverse use?

No licence was found for Bulk Rna Seq Differential Expression With Omicverse or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Bulk Rna Seq Differential Expression With Omicverse use?

About 1.3k tokens (SKILL.md is roughly 5.2k 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 Bulk Rna Seq Differential Expression With Omicverse?

Skills that share tags, products or a category with Bulk Rna Seq Differential Expression With Omicverse: 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 Bulk Rna Seq Differential Expression With Omicverse?

FreedomIntelligence (a GitHub organization) maintains it in FreedomIntelligence/OpenClaw-Medical-Skills, which has 3,053 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.