Agent skill

cobrapy

Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis.

FreedomIntelligencegithub.com/FreedomIntelligenceGitHub ↗
claude-code
Install
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill cobrapy --agent claude-code

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

Facts
Files in the skill folder: 3
SKILL.md size: 12 KB
Bundled scripts: none
Path: skills/cobrapy/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 2,909
Language: Python
Read our review of the source →

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

From the SKILL.md

# COBRApy - Constraint-Based Reconstruction and Analysis ## Overview COBRApy is a Python library for constraint-based reconstruction and analysis (COBRA) of metabolic models, essential for systems biology research. Work with genome-scale metabolic models, perform computational simulations of cellular metabolism, conduct metabolic engineering analyses, and predict phenotypic behaviors. ## Core Capabilities COBRApy provides comprehensive tools organized into several key areas: ### 1. Model Management Load existing models from repositories or files: ```python from cobra.io import load_model # Load bundled test models model = load_model("textbook") # E. coli core model model = load_model("ecoli") # Full E. coli model model = load_model("salmonella") # Load from files from cobra.io import read_sbml_model, load_json_model, load_yaml_model model = read_sbml_model("path/to/model.xml") model = load_json_model("path/to/model.json") model = load_yaml_model("path/to/model.yml") ``` Save models in various formats: ```python from cobra.io import write_sbml_model, save_json_model, save_yaml_model write_sbml_model(model, "output.xml") # Preferred format save_json_model(model, "output.json") # For

What's inside
Steps it walks through
  1. Overview
  2. Core Capabilities
  3. 1. Model Management
  4. 2. Model Structure and Components
  5. 3. Flux Balance Analysis (FBA)
  6. 4. Flux Variability Analysis (FVA)
  7. 5. Gene and Reaction Deletion Studies
  8. 6. Growth Media and Minimal Media
  9. 7. Flux Sampling
  10. 8. Production Envelopes
  11. 9. Gapfilling
  12. 10. Model Building
  13. Common Workflows
  14. Workflow 1: Load Model and Predict Growth
Ships with 2 files
  • references/api_quick_reference.md
  • references/workflows.md
More from OpenClaw-Medical-Skills
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About this skill
What does the cobrapy skill do?

Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis.

How do I install it?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill cobrapy --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 FreedomIntelligence/OpenClaw-Medical-Skills, a repository with 2,909 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