Agent skill · Workflow & Productivity

gene-regulatory-networks

Workflow for regulatory network inference, regulon scoring, perturbation-aware comparison, and network visualization.

BioTender-maxgithub.com/BioTender-maxGitHub ↗
claude-codeNOASSERTION
Install
npx skills add BioTender-max/awesome-bio-agent-skills --skill gene-regulatory-networks --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 3
SKILL.md size: 4 KB
Bundled scripts: none
Path: skills/bioclaw_hub/gene-regulatory-networks/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 135
Language: Python

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Gene Regulatory Networks ## Version Compatibility Reference examples assume recent stable releases of the preferred tools, especially `arboreto-like` and the other tools listed below. Before using code or command patterns, verify installed versions match the environment: - Python: `python -c "import <module>; print(<module>.__version__)"` - CLI: `<tool> --version` - If signatures differ, inspect the installed help or API and adapt the pattern instead of retrying unchanged. ## Overview Workflow for regulatory network inference, regulon scoring, perturbation-aware comparison, and network visualization. ## When To Use This Skill - use when the task is GRN inference or regulon-level interpretation - use when the data include expression matrices and optionally chromatin features or TF priors - use when the user needs network-level summaries rather than only gene lists ## Quick Route - If the input is raw or minimally processed data, start with validation and QC before any modeling. - If the input is already processed, skip directly to the first workflow step that matches the user goal. - If the user asks for a biological conclusion, always produce at least one QC or confidence artifac

What's inside
Steps it walks through
  1. Version Compatibility
  2. Overview
  3. When To Use This Skill
  4. Quick Route
  5. Progressive Disclosure
  6. Default Rules
  7. Expected Inputs
  8. Expected Outputs
  9. Preferred Tools
  10. Starter Pattern
  11. Workflow
  12. 1. Choose the evidence model
  13. 2. Infer or score networks
  14. 3. Compare across states
Ships with 2 files
  • README.md
  • references/technical_reference.md
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About this skill
What does the gene-regulatory-networks skill do?

Workflow for regulatory network inference, regulon scoring, perturbation-aware comparison, and network visualization.

How do I install it?

Run `npx skills add BioTender-max/awesome-bio-agent-skills --skill gene-regulatory-networks --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From BioTender-max/awesome-bio-agent-skills, a repository with 135 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going