Home / Skills / survey-and-audit-novelty
survey-and-audit-novelty
gxCaesar/open-research-skillsSkill
Use when deciding whether a research direction is still open, including a literature survey that has to end in a decision, a novelty audit, a prior art check, a scoop check against recent work, asking whether anyone has already done this, or checking that the variables an idea needs actually co-exist in one obtainable dataset. Use before an experimental plan is written, and again whenever a near-identical paper appears.
Why this score
This repo hosts 10 skills, so its 56 stars are split between them (about 6 each) for scoring.
Popularity score: 51/100 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 c79bac60f882, 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 onesurvey-and-audit-novelty gxCaesar/open-research-skills · Skill | 51 | ★ 56 | ≈112 always | 1mo ago |
| architecture-survey Yeachan-Heo/oh-my-claudecode · Skill Same job: user research | 86 | ★ 40k | ≈71 always | 16d ago |
| literature-survey ai4s-research/ai4s-skills · Skill Same job: user research | 50 | ★ 245 | ≈77 always | 3mo ago |
| minimal-run-and-audit lllllllama/RigorPilot-Skills · Skill Both about end and paper | 59 | ★ 485 | ≈130 always | 1mo ago |
| novelty-duplication-advisory wanshuiyin/Anti-Autoresearch · Skill Both about novelty and prior | 60 | ★ 165 | ≈157 always | 18d ago |