Home / Skills / develop-method-to-sota
develop-method-to-sota
gxCaesar/open-research-skillsSkill
Use when a method is not yet beating its baseline and the next change has to be chosen, including improving a model, reaching state of the art, deciding which component to add next, measuring headroom before building, designing an ablation control that can void a component, reading error by slice instead of one aggregate, or deciding whether to keep iterating or stop. Use during exploratory development on a development split, before any confirmatory run is frozen.
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 onedevelop-method-to-sota gxCaesar/open-research-skills · Skill | 51 | ★ 56 | ≈123 always | 1mo ago |
| tinyvue-develop-spec opentiny/tiny-vue · Skill Both about develop | 84 | ★ 2.3k | ≈9 always | 16d ago |
| develop-app twentyhq/twenty · Skill Both about develop and component | 79 | ★ 59k | ≈43 always | 16d ago |
| develop evidentloop/sopify · Skill Both about develop and state | 61 | ★ 368 | ≈32 always | 24d ago |
| flow-develop nyldn/claude-octopus · Skill Both about develop and reading | 75 | ★ 4.3k | ≈53 always | 16d ago |
| develop-asc-change rorkai/App-Store-Connect-CLI · Skill Both about develop | 80 | ★ 8.0k | ≈67 always | 16d ago |