Reproducibility Audit
- 44 installs
- 1 repo stars
- Updated July 31, 2026
- jurgendn/agent-skills
Helps with security tasks.
About
reproducibility-audit is a Claude Code skill for security. It helps solo builders move faster with AI-assisted development.
- reproducibility-audit
- Security
- AI-coding skill
Reproducibility Audit by the numbers
- 44 all-time installs (skills.sh)
- +2 installs in the week ending Aug 2, 2026 (Skillselion tracking)
- Ranked #1,378 of 2,203 Security skills by installs in the Skillselion catalog
- Data as of Aug 2, 2026 (Skillselion catalog sync)
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| Installs | 44 |
|---|---|
| repo stars | ★ 1 |
| Last updated | July 31, 2026 |
| Repository | jurgendn/agent-skills ↗ |
What it does
Helps with security tasks.
Files
Reproducibility Audit
Assume the result is not reproducible until the missing pieces are enumerated.
Workflow
1. Identify the target result to reproduce. 2. Check for the required ingredients:
- code
- commit/version pinning
- data access
- config files
- preprocessing steps
- hardware assumptions
- seed handling
3. Attempt to map paper claims to executable steps. 4. Record ambiguities and blockers explicitly. 5. If running code, log exact commands and outputs. 6. Classify status:
- reproduced
- partially reproduced
- blocked
- inconsistent with paper
7. Recommend the smallest fixes needed for reproducibility.
Rules
- Do not say reproduced unless you ran and checked it.
- Missing config details are findings, not minor annoyances.
- Separate code availability from result reproducibility.
Output shape
Return:
- Target result
- Available artifacts
- Missing artifacts
- Reproduction status
- Commands / evidence
- Recommended fixes
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