Matplotlib
zLanqing/codex-claude-academic-skills
Low-level plotting library for full customization. An agent skill from zLanqing/codex-claude-academic-skills.
Agent skill
Bulk Wgcna Analysis With Omicverse
by FreedomIntelligence in FreedomIntelligence/OpenClaw-Medical-Skills
Assist Claude in running PyWGCNA through omicverse—preprocessing expression matrices, constructing co-expression modules, visualising eigengenes, and extracting hub genes.
Install Bulk Wgcna Analysis With Omicverse
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-wgcna-analysis-with-omicverse -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bulk-wgcna-analysis-with-omicverse --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/bulk-wgcna-analysis .claude/skills/bulk-wgcna-analysis-with-omicverse && rm -rf skills-srcUse ~/.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/
Install the "bulk-wgcna-analysis-with-omicverse" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-wgcna-analysis into .claude/skills/bulk-wgcna-analysis-with-omicverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bulk-wgcna-analysis-with-omicverse", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-wgcna-analysisType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-wgcna-analysis-with-omicverse -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bulk-wgcna-analysis-with-omicverse --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/bulk-wgcna-analysis .agents/skills/bulk-wgcna-analysis-with-omicverse && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "bulk-wgcna-analysis-with-omicverse" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-wgcna-analysis into .agents/skills/bulk-wgcna-analysis-with-omicverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bulk-wgcna-analysis-with-omicverse", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-wgcna-analysis-with-omicverse -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bulk-wgcna-analysis-with-omicverse --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/bulk-wgcna-analysis .cursor/skills/bulk-wgcna-analysis-with-omicverse && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "bulk-wgcna-analysis-with-omicverse" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-wgcna-analysis into .cursor/skills/bulk-wgcna-analysis-with-omicverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bulk-wgcna-analysis-with-omicverse", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git --path skills/bulk-wgcna-analysis--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-wgcna-analysis-with-omicverse -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bulk-wgcna-analysis-with-omicverse --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/bulk-wgcna-analysis .gemini/skills/bulk-wgcna-analysis-with-omicverse && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "bulk-wgcna-analysis-with-omicverse" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-wgcna-analysis into .gemini/skills/bulk-wgcna-analysis-with-omicverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bulk-wgcna-analysis-with-omicverse", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bulk-wgcna-analysis-with-omicverseInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-wgcna-analysis-with-omicverse -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/bulk-wgcna-analysis .github/skills/bulk-wgcna-analysis-with-omicverse && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "bulk-wgcna-analysis-with-omicverse" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-wgcna-analysis into .github/skills/bulk-wgcna-analysis-with-omicverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bulk-wgcna-analysis-with-omicverse", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-wgcna-analysis-with-omicverse -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install FreedomIntelligence/OpenClaw-Medical-Skills bulk-wgcna-analysis-with-omicverse --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/bulk-wgcna-analysis .opencode/skills/bulk-wgcna-analysis-with-omicverse && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "bulk-wgcna-analysis-with-omicverse" agent skill from https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/bulk-wgcna-analysis into .opencode/skills/bulk-wgcna-analysis-with-omicverse/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "bulk-wgcna-analysis-with-omicverse", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
bulk-wgcna-analysis-with-omicverse- GitHub stars
- 3.1k
- Used in
- 1 other repo
- Token cost
- ~971 tokens
- SKILL.md length
- 343 words
- Files
- 2
- Skills in repo
- 279
- Repo updated
- First seen
- Licence
- None found
At a glance
Assist Claude in running PyWGCNA through omicverse—preprocessing expression matrices, constructing co-expression modules, visualising eigengenes, and extracting hub genes.
- Works in 11 steps: Prepare the environment → Load and filter expression data → Initialise PyWGCNA → …
- Data & Analytics work in your project
- SKILL.md covers Overview, Instructions, Examples and References
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Bulk Wgcna Analysis With Omicverse is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Assist Claude in running PyWGCNA through omicverse—preprocessing expression matrices, constructing co-expression modules, visualising eigengenes, and extracting hub genes.
Its SKILL.md is about 970 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 Data & Analytics. The repository describes itself as: The largest open-source medical AI skills library for OpenClaw🦞.
When your agent uses it
- Data & Analytics work in your project
Example prompts
- “/bulk-wgcna-analysis-with-omicverse”
Workflow steps
11 steps, taken from the first numbered list in SKILL.md.
- Prepare the environment
- Load and filter expression data
- Initialise PyWGCNA
- Preprocess the dataset
- Construct the co-expression network
- Detect gene modules
- Inspect specific modules
- Update sample metadata for downstream analyses
- Analyse module–trait relationships
- Find hub genes
- 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 Wgcna Analysis With Omicverse loads about 971 tokens when it runs. Until then it costs about 52 tokens; SKILL.md has 343 words of instructions outside code blocks.
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 343 words (~971 tokens).
“Activate this skill for users who want to reproduce the WGCNA workflow from t_wgcna.ipynb. It guides you through loading expression data, configuring PyWGCNA, constructing weighted gene co-expression networks, and inspecting modules of interest.”
- name
- bulk-wgcna-analysis-with-omicverse
- title
- Bulk WGCNA analysis with omicverse
Files
SKILL.md and 1 other file in skills/bulk-wgcna-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 Wgcna Analysis 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Bulk Wgcna Analysis With Omicverse this skillFreedomIntelligence/OpenClaw-Medical-Skills | 3.1k | 1 repos | ~971 | Automated safety check: Pass | None | |
| MatplotlibzLanqing/codex-claude-academic-skills | 4.7k | 17 repos | ~2.9k | Automated safety check: Pass | MIT | |
| Exploratory Data Analysisspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Pass | MIT | |
| Scikit LearnzLanqing/codex-claude-academic-skills | 4.7k | 16 repos | ~3.9k | Automated safety check: Pass | BSD-3-Clause | |
| Chart Visualizationbytedance/deer-flow | 84k | 1 repos | ~840 | Automated safety check: Pass | MIT | |
| TimesFM Forecastinggoogle-research/timesfm | 34k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 |
Similar skills
Exploratory Data Analysis
spacering-net/codeg
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.
Scikit Learn
zLanqing/codex-claude-academic-skills
Machine learning in Python with scikit-learn. An agent skill from zLanqing/codex-claude-academic-skills.
Chart Visualization
bytedance/deer-flow
Picks a suitable chart type from 26 options for your data, maps the data to that chart's parameters and generates a chart image through a JavaScript script.
TimesFM Forecasting
google-research/timesfm
Forecasts any univariate time series zero-shot with Google's TimesFM model, returning point forecasts and calibrated prediction intervals without training.
- Official
Sandbox Bench
vercel/next.js
Benchmark React or Next.js changes on Vercel Sandbox VMs with paired A/B statistics: react PR/commit vs base, or Next.js PR/commit vs base, measured end-to-end through the bench/render-pipeline app…
More from FreedomIntelligence/OpenClaw-Medical-Skills
All 279 skills in this repoSingle 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.
Differentiation Schemes
FreedomIntelligence/OpenClaw-Medical-Skills
Select and apply numerical differentiation schemes for PDE/ODE discretization.
Fhir Developer Skill
FreedomIntelligence/OpenClaw-Medical-Skills
FHIR API development guide for building healthcare endpoints.
Linear Solvers
FreedomIntelligence/OpenClaw-Medical-Skills
Select and configure linear solvers for systems Ax=b in dense and sparse problems.
Medical Research Toolkit
FreedomIntelligence/OpenClaw-Medical-Skills
Query 14+ biomedical databases for drug repurposing, target discovery, clinical trials, and literature research.
Mesh Generation
FreedomIntelligence/OpenClaw-Medical-Skills
Plan and evaluate mesh generation for numerical simulations.
Related
Categories
Questions about Bulk Wgcna Analysis With Omicverse
What does Bulk Wgcna Analysis With Omicverse do?
Assist Claude in running PyWGCNA through omicverse—preprocessing expression matrices, constructing co-expression modules, visualising eigengenes, and extracting hub genes. Bulk Wgcna Analysis With Omicverse is an agent skill from FreedomIntelligence/OpenClaw-Medical-Skills. Assist Claude in running PyWGCNA through omicverse—preprocessing expression matrices, constructing co-expression modules, visualising eigengenes, and extracting hub genes.
When should I use Bulk Wgcna Analysis With Omicverse?
Bulk Wgcna Analysis With Omicverse fits situations like: data & Analytics work in your project.
How do I install Bulk Wgcna Analysis With Omicverse in Claude Code?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-wgcna-analysis-with-omicverse -a claude-code`. Or copy the skill folder (skills/bulk-wgcna-analysis in FreedomIntelligence/OpenClaw-Medical-Skills) into .claude/skills/bulk-wgcna-analysis-with-omicverse in your project. Claude Code loads it when a task matches its description.
How do I install Bulk Wgcna Analysis With Omicverse in Codex?
Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill bulk-wgcna-analysis-with-omicverse -a codex`. Or copy the skill folder (skills/bulk-wgcna-analysis in FreedomIntelligence/OpenClaw-Medical-Skills) into .agents/skills/bulk-wgcna-analysis-with-omicverse in your project. Codex loads it when a task matches its description.
Can I use Bulk Wgcna Analysis 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-wgcna-analysis-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-wgcna-analysis-with-omicverse, .gemini/skills/bulk-wgcna-analysis-with-omicverse, .github/skills/bulk-wgcna-analysis-with-omicverse and .opencode/skills/bulk-wgcna-analysis-with-omicverse in your project.
What does Bulk Wgcna Analysis With Omicverse need to run?
SKILL.md names no scripts, command-line tools or credentials: Bulk Wgcna Analysis With Omicverse is instructions for the agent only.
Does Bulk Wgcna Analysis 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 Wgcna Analysis 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 Wgcna Analysis With Omicverse use?
No licence was found for Bulk Wgcna Analysis With Omicverse or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Bulk Wgcna Analysis With Omicverse use?
About 971 tokens (SKILL.md is roughly 3.9k 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 Wgcna Analysis With Omicverse?
Skills that share tags, products or a category with Bulk Wgcna Analysis With Omicverse: Matplotlib (zLanqing/codex-claude-academic-skills, 4.7k stars), Exploratory Data Analysis (spacering-net/codeg, 3.9k stars), Scikit Learn (zLanqing/codex-claude-academic-skills, 4.7k stars) and Chart Visualization (bytedance/deer-flow, 84k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Bulk Wgcna Analysis 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.