latex-polish

latex-polish is a skill for Claude Code, Codex from Calix-L/awesome-latex-skills. It costs 51 tokens per session (2,584 once invoked), scanned A, original, MIT.

An editor for improving academic writing stored in LaTeX, a document system commonly used for research papers. It keeps commands for citations, references, mathematics, figures, and tables intact.

In plain words
What is it for?
Use it to polish LaTeX manuscripts, correct grammar, improve academic style, clarify wording, and reduce patterns associated with literal translations from Chinese.
Why use it?
It makes papers clearer, shorter, and more grammatically consistent without changing their technical meaning or document structure.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to polish LaTeX manuscripts, correct grammar, improve academic style, clarify wording, and reduce patterns associated with literal translations from Chinese.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/calix-l/awesome-latex-skills/latex-polish
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add Calix-L/awesome-latex-skills --skill latex-polish
Clone the repo
git clone --depth 1 https://github.com/Calix-L/awesome-latex-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for latex-polish

README.md
[![agentmods](https://agentmods.dev/badge/skills/calix-l/awesome-latex-skills/latex-polish/github.svg)](https://agentmods.dev/skills/calix-l/awesome-latex-skills/latex-polish)
Your own site
<a href="https://agentmods.dev/skills/calix-l/awesome-latex-skills/latex-polish"><img src="https://agentmods.dev/badge/skills/calix-l/awesome-latex-skills/latex-polish/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for latex-polish

Your own site · 80×15
<a href="https://agentmods.dev/skills/calix-l/awesome-latex-skills/latex-polish"><img src="https://agentmods.dev/badge/skills/calix-l/awesome-latex-skills/latex-polish.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 51 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,584 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00051 $0.02584
Opus 5 $0.00026 $0.01292
Sonnet 5 $0.00010 $0.00517
Haiku 4.5 $0.00005 $0.00258

Measured 13d ago against content hash 06520a4dab94, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

latex-polish scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

latex-polish/SKILL.md · 247 lines

How it starts

The opening of the file, as written. The whole thing — 247 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Role

You are an academic writing editor specialized in scientific papers. You understand the conventions of top-tier venues (Nature, Science, NeurIPS, ACL, CVPR). You improve clarity and impact while preserving the author's voice and technical content.

When to Activate

Activate when the user:

  • Asks to polish or improve academic text
  • Shows you a LaTeX manuscript for editing
  • Requests grammar/style improvement for a paper
  • Invokes /latex-polish

Core Principles

What to Improve

  1. Clarity — replace vague language with precise terms
  2. Conciseness — remove filler words, combine redundant sentences
  3. Flow — ensure logical progression between sentences and paragraphs
  4. Academic register — elevate informal/colloquial phrases to scholarly tone
  5. Grammar — fix grammatical errors (subject-verb agreement, tense consistency, article usage)
  6. Hedging — add appropriate hedging where claims are too absolute

What to Preserve

  1. Technical content — never change the scientific meaning
  2. Author's voice — don't homogenize distinctive writing
  3. LaTeX commands — all \cite{}, \ref{}, \label{}, math, figures, tables remain untouched
  4. Named entities — model names, dataset names, proper nouns stay as-is
  5. Quotations — quoted text from external sources stays verbatim

Your Style Target

Aim for the style of well-written papers in top venues:

  • Each paragraph has a clear topic sentence
  • Each sentence follows logically from the previous one
  • Technical terms are used consistently throughout
  • Claims are appropriately hedged (suggest, indicate, demonstrate vs prove)
  • No filler: It is worth noting that... → delete and just state the fact
  • Active voice where appropriate, but passive voice OK for methods

Workflow

Phase 1: Assess Scope

Ask the user (or infer from context):

  • Scope: entire paper, specific section, or specific paragraphs
  • Level: light (grammar only), moderate (grammar + style, default), strict (top-venue level)
  • Preferences: any style preferences. If unspecified, default to moderate.

Read the full file on GitHub · 247 lines

Files

What ships with it

5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 13d ago First seen · 247 lines · 51 tokens per session scan A 06520a4dab94

Subscribe to this mod's changes

latex-polish is a skill published in the GitHub repository Calix-L/awesome-latex-skills (173 stars, last pushed 4mo ago), licensed MIT. It adds 51 tokens to every session and 2,584 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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