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ai-research-reproduction
lllllllama/RigorPilot-SkillsSkill
Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction. Use when the user wants an end-to-end, minimal-trustworthy flow that reads the repository first, selects the smallest documented inference or evaluation target, coordinates intake, setup, trusted execution, optional trusted training, optional repository analysis, and optional paper-gap resolution, enforces conservative patch rules, records evidence assumptions deviations and human decision points, and writes the standardized `repro_outputs/` bundle. Do not use for paper summary, generic environment se
Why this score
This repo hosts 10 skills, so its 485 stars are split between them (about 49 each) for scoring.
Popularity score: 59/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 20, 2026 at commit fb3ccdf5aa64, with Cisco's open-source skill-scanner.
What its code does:
- Runs code it builds while running (eval or exec) Harder to read ahead of time, since the code is assembled while it runs._bundled/skills/analyze-project/scripts/analyze_project.py:313
- Makes network requests_bundled/shared/scripts/agent_provider.py:94
- Reads environment variables, where API keys usually livescripts/orchestrate_repro.py:105
Web addresses in its code:
- api.anthropic.com_bundled/shared/scripts/agent_provider.py:77
These are the sites named in the code, so it's where your data could go. It isn't a complete list: code can build addresses while it runs, and a few of these may be links rather than calls. Whatever you send also goes to the AI model you use.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneai-research-reproduction lllllllama/RigorPilot-Skills · Skill | 59 | ★ 485 | ≈156 always | 1mo ago |
| bug-reproduction petrkindlmann/qa-skills · Skill Both about reproduction and minimal | 52 | ★ 195 | ≈24 always | 5mo ago |
| ai-research-writing-skill jin-s13/ai-research-writing-skill · Skill Both about end and paper | 66 | ★ 52 | ≈112 always | 17d ago |