Individual skill
cobrapy
Performs constraint-based metabolic modeling with COBRApy, including FBA, pFBA, FVA, gene knockouts, flux sampling, growth media, production envelopes, gap filling, and SBML model validation for systems biology and metabolic engineering.
skills/cobrapy/SKILL.md
Source commit 2d2065fb4520fa3f3f2bcf61cff26ec8b7eba4b5
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 10, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 56,731
- Repository last updated
- Nov 9, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-scientist Repository topic
- bioinformatics Repository topic
- chemoinformatics Repository topic
- claude Repository topic
- claude-skills Repository topic
- claudecode Repository topic
- clinical-research Repository topic
- computational-biology Repository topic
- data-analysis Repository topic
- drug-discovery Repository topic
- engineering Derived category
- marketing Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 11,690 bytesSKILL.mdcore · 11,690 bytesSKILL.mdcore · 11,690 bytesSKILL.mdcore · 11,690 bytesSKILL.mdcore · 11,690 bytesSKILL.mdcore · 11,690 bytesSKILL.mdcore · 11,690 bytesSKILL.mdcore · 11,690 bytesSKILL.mdcore · 11,690 bytesreferences/api_quick_reference.mddoc · 16,368 bytesreferences/workflows.mddoc · 16,071 bytes
Read excerpt
# COBRApy - Constraint-Based Reconstruction and Analysis
## When to use
Use for loading/building metabolic networks, optimizing their steady-state fluxes,
knockout screens, medium design, feasible-space sampling, and gap-filling hypotheses.
FBA is a constraint-based prediction; it does not infer kinetic rates or establish
experimental growth, thermodynamic feasibility, or flux identifiability.
## Setup and reproducibility
Targets **cobra 0.32.1** (import `cobra`), checked against its released source and
[current documentation](https://cobrapy.readthedocs.io/en/latest/).