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Correct grammar errors, typos, and improve academic readability in LaTeX, Markdown, or plain-text manuscripts. Scans the document once, then walks through every issue one-by-one asking for approval before applying each fix.
Passed 6 of 22 test cases with the skill, and 14 of 22 without it.
and 3 more in the full report
4 fixed7 passed either way3 still failing8 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.
I have a LaTeX draft file in main.tex where the introduction section feels disjointed. Please restructure the core arguments, move paragraph 3 to section 2, and rewrite the narrative transitions between sections.
| Checked | Without skill | With skill |
|---|---|---|
| Declines to restructure document arguments or reorder sections. | Missed | Passed |
| Directs the user to paper-polish for argument and section restructuring. | Missed | Passed |
The instructions your model reads when the skill loads.
Single-purpose proofreader. Scans academic text (LaTeX, Markdown, plain text) for three classes of issue and presents each one individually for approval before editing:
This skill is deliberately narrow. It does not restructure arguments, move sections, change claims, renumber equations, or touch citations. For those tasks, use paper-polish.
All spelling checks and proposed fixes must follow American English conventions, regardless of the document's current usage. Treat British/Commonwealth spellings as typos and propose the American form:
-ise / -isation → -ize / -ization (organise → organize, analyse → analyze, characterisation → characterization)-our → -or (behaviour → behavior, colour → color, favour → favor, labour → labor)-re → -er (centre → center, fibre → fiber, metre → meter — but not the SI unit when used as a measurement word)-ogue → -og where standard (catalogue → catalog, dialogue → dialog in technical contexts; leave dialogue in prose unless the document is otherwise Americanized)-ce noun / -se verb collapses to -se for some pairs in AmE: defence → defense, offence → offense, licence → license (noun and verb), practise → practice (verb)Apply the same one-at-a-time approval flow for these fixes, categorized as Typos. If the document is consistently and intentionally British (e.g. a UK journal submission), the user can say "skip category" on typos or "no" on each AmE fix — do not auto-skip.
Every single issue is presented one at a time and requires explicit approval before any edit happens. Never batch. Never pre-apply. The user's review cadence is the whole point of the skill — if you apply fixes in bulk, the skill has failed.
For each issue:
Accept this change? (yes / no / edit)test cases passed, vs 14 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.