Agent skill

Bio Differential Expression Timeseries De

by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills

Analyze time-series RNA-seq data using limma voom with splines, maSigPro, and ImpulseDE2.

No licenceAuto-check passedData & Analytics

Install Bio Differential Expression Timeseries De

skills CLI
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bio-differential-expression-timeseries-de -a claude-code

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

GitHub CLI
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bio-differential-expression-timeseries-de --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-differential-expression-timeseries-de .claude/skills/bio-differential-expression-timeseries-de && 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-differential-expression-timeseries-de
GitHub stars
3.1k
Used in
1 other repo
Token cost
~2.6k tokens
SKILL.md length
378 words
Files
3
Skills in repo
279
Repo updated
First seen
Licence
None found

At a glance

Analyze time-series RNA-seq data using limma voom with splines, maSigPro, and ImpulseDE2.

  • Analyzing time-series
  • SKILL.md covers Version Compatibility, Approaches, limma with Splines and maSigPro, plus 5 more sections
  • Runs R scripts from its folder
  • Longitudinal expression data

What it does

Bio Differential Expression Timeseries De is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Analyze time-series RNA-seq data using limma voom with splines, maSigPro, and ImpulseDE2. Identify genes with dynamic expression patterns. Use when analyzing time-series or longitudinal expression data.

Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files (for example `usage-guide.md`).

It sits in Data & Analytics, covering Forecasting and time series and Bioinformatics. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.

When your agent uses it

  • Analyzing time-series
  • Longitudinal expression data

Example prompts

  • “/bio-differential-expression-timeseries-de”

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 Differential Expression Timeseries De loads about 2.6k tokens when it runs. Until then it costs about 61 tokens; SKILL.md has 378 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~61
When it runs · the whole SKILL.md, loaded when a task matches
~2.6k

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 378 words (~2,628 tokens).

“Reference examples tested with: DESeq2 1.42+, edgeR 4.0+, ggplot2 3.5+, limma 3.58+, scanpy 1.10+”

— opening of SKILL.md by FreedomIntelligence
name
bio-differential-expression-timeseries-de
tool_type
r
primary_tool
limma

Read the full SKILL.md on GitHub

Files

SKILL.md and 2 other files in skills/bio-differential-expression-timeseries-de of FreedomIntelligence/OpenClaw-Medical-Skills.

  • SKILL.md
  • examples/timeseries_limma.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 Differential Expression Timeseries De 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 Differential Expression Timeseries De compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bio Differential Expression Timeseries De this skillFreedomIntelligence/OpenClaw-Medical-Skills3.1k1 repos~2.6kAutomated safety check: PassNone
Bio Temporal Genomics Temporal GrnGPTomics/bioSkills1.2k1 repos~5kAutomated safety check: PassMIT
Bio Differential Expression Timeseries DeGPTomics/bioSkills1.2k1 repos~5.6kAutomated safety check: PassMIT
Bio Workflows Timecourse PipelineGPTomics/bioSkills1.2k1 repos~6kAutomated safety check: PassMIT
Exploratory Data Analysisspacering-net/codeg3.9k14 repos~3.6kAutomated safety check: PassMIT
Pyopenmsdavila7/claude-code-templates33k11 repos~1.4kAutomated safety check: PassMIT

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Questions about Bio Differential Expression Timeseries De

What does Bio Differential Expression Timeseries De do?

Analyze time-series RNA-seq data using limma voom with splines, maSigPro, and ImpulseDE2. Bio Differential Expression Timeseries De is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Analyze time-series RNA-seq data using limma voom with splines, maSigPro, and ImpulseDE2.

When should I use Bio Differential Expression Timeseries De?

Bio Differential Expression Timeseries De fits situations like: analyzing time-series; longitudinal expression data.

How do I install Bio Differential Expression Timeseries De in Claude Code?

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

How do I install Bio Differential Expression Timeseries De in Codex?

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

Can I use Bio Differential Expression Timeseries De 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-differential-expression-timeseries-de -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-differential-expression-timeseries-de, .gemini/skills/bio-differential-expression-timeseries-de, .github/skills/bio-differential-expression-timeseries-de and .opencode/skills/bio-differential-expression-timeseries-de in your project.

What does Bio Differential Expression Timeseries De need to run?

Going by SKILL.md and its folder, Bio Differential Expression Timeseries De needs R for the scripts in its folder.

Does Bio Differential Expression Timeseries De 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 Differential Expression Timeseries De 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 Differential Expression Timeseries De use?

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

How many tokens does Bio Differential Expression Timeseries De use?

About 2.6k tokens (SKILL.md is roughly 11k 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 Differential Expression Timeseries De?

Skills that share tags, products or a category with Bio Differential Expression Timeseries De: Bio Temporal Genomics Temporal Grn (GPTomics/bioSkills, 1.2k stars), Bio Differential Expression Timeseries De (GPTomics/bioSkills, 1.2k stars), Bio Workflows Timecourse Pipeline (GPTomics/bioSkills, 1.2k stars) and Exploratory Data Analysis (spacering-net/codeg, 3.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bio Differential Expression Timeseries De?

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.