chemistry-accuracy-and-cost-for-every-module-you-swap-in
tangxiangru/AutoRUse at study design, through experimentation and again at analysis when the method under test is a drop-in replacement for a standard layer — a different…
Scores out of 100 · grade B+
2026-08-19Works
40% of the score100/100
- Loads cleanly: valid frontmatter, required fields present, no dangling references.
Maintained
25% of the score94/100
- no commits in the last 12 weeks
- no license file
Adopted
20% of the score40/100
- 804 stars on the source repo.
Documented
15% of the score55/100
- No usage example or code block.
- 1,071-word body.
Install
npx skills add tangxiangru/AutoR/chemistry-accuracy-and-cost-for-every-module-you-swap-inWhat the check found
| Finding | What it means |
|---|---|
| No license | The repository ships no license file, so the reuse terms are unclear. |
What it says it does
Use at study design, through experimentation and again at analysis when the method under test is a drop-in replacement for a standard layer — a different basis, kernel, activation family or transform — and the source claims the replacement is both more accurate and cheaper. Covers giving every alternative module a cell in the accuracy column and in the cost column, fixing one matching convention across both, and dividing the runtime by the invariant already sitting in your own results file before you publish a contradiction of the source's ratio.
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