Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLIAbout this skill
Make computational work reproducible and re-verify reported numbers — pinned environments, fixed seeds, deterministic pipelines, Makefiles/CI, and re-running code to confirm headline results. Use when setting up an experiment repo, pinning dependencies, making runs deterministic, writing a Makefile/CI, packaging results so others can rerun them, or auditing whether a reported number actually reproduces. Trigger on "reproducible", "pin the environment", "set seeds", "deterministic", "Makefile", "rerun and verify", "can we reproduce". Pairs with research-engineer and verify-evidence.
Quick start
- Copy the install prompt. Use the green button above this README.
- Send it to your agent. Paste it into your coding agent’s chat and send.
- Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Review, license & listing details
This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.
Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.
0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1
Content SHA-256: 7e739c5a58cbb101843e95282425e471e92488d6cc2849b0ac6570c76c6788c4
About this listing
- Category
- Science & research
- Reported license
- Not specified
- Listing language (estimated)
- English
- Review status
- Not individually reviewed
- Agent compatibility
- Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.