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aaai-reproducibility
brycewang-stanford/Awesome-Journal-SkillsSkill
Use when strengthening an AAAI paper's reproducibility checklist (placed after references), experimental traceability, seed and hyperparameter reporting, compute and cost disclosure, dataset access and licensing, code/data ZIP readiness, and the claim-to-evidence map that Phase-1 reviewers use to judge rigor across AAAI's broad AI scope.
Why this score
This repo hosts 10 skills, so its 1,277 stars are split between them (about 128 each) for scoring.
Popularity score: 65/100 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 932eb2333172, 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 oneaaai-reproducibility brycewang-stanford/Awesome-Journal-Skills · Skill | 65 | ★ 1.3k | ≈90 always | 1mo ago |
| audit-reproducibility pedrohcgs/claude-code-my-workflow · Skill Both about reproducibility and claim | 72 | ★ 1.7k | ≈70 always | 1mo ago |
| reproducibility-auditor flonat/flonat-research · Subagent Both about reproducibility | 51 | ★ 147 | ≈25 in chat | 1mo ago |