reproduce
fcakyon/phd-skillsSkill
End-to-end paper reproduction from arxiv URL through smoke runs to replication experiments. Handles missing or partial official code, missing training scripts, missing hyperparameters, and private datasets via similar-public-dataset substitution. Use when the user asks to reproduce, implement, replicate, or re-run a paper from scratch, or pastes an arxiv URL with reproduction intent.
Why this score
This repo hosts 10 skills, so its 424 stars are split between them (about 42 each) for scoring.
Popularity score: 64/100 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 50df7160ab35, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
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 onereproduce fcakyon/phd-skills · Skill | 64 | ★ 424 | ≈99 always | 24d ago |
| reproduce-bug googleapis/mcp-toolbox · Skill Both about reproduce | 85 | ★ 17k | ≈22 always | 16d ago |
| agent-reproduce-feature QwenLM/qwen-code · Skill Both about reproduce | 85 | ★ 29k | ≈74 always | 16d ago |