Individual skill
python-reproducibility-guide
Reproducible Python environments, notebooks, and literate programming
skills/tools/code-exec/python-reproducibility-guide/SKILL.md
Source commit bf44b3cd617fa94c8a1b254c5d1987142ca3d631
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 5, 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)
- 311
- Repository last updated
- Jun 19, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- engineering 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 · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytesSKILL.mdcore · 8,868 bytes
Read excerpt
# Python Reproducibility Guide
Set up reproducible Python environments for research computing, using virtual environments, dependency management, Jupyter notebooks, and literate programming practices.
## Environment Management
### Virtual Environments
```bash
# Option 1: venv (built-in, lightweight)
python -m venv .venv
source .venv/bin/activate # macOS/Linux
# .venv\Scripts\activate # Windows
pip install -r requirements.txt