Paper Latex Sanitizer

OrganizationPopular

TokenRhythm

paper-latex-sanitizer

Deterministically normalize safe LaTeX punctuation and replace unsupported forecast magnitudes with explicit placeholders before meta-paper-write publication gates run.

Overview

Publisher	TokenRhythm
Repository	`opensquilla`
Skill name	`paper-latex-sanitizer`
Stars	7K
Forks	566
Bundled files	1
License	Apache-2.0
Links	Skill source Repository Homepage

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
1 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by TokenRhythm on GitHub. Read the source before you install it.

Installation

Install the Paper Latex Sanitizer AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
Enable the skill in any chat where you want it available.

Store

Installed

Skills

Add skills

Import one or more skills from a public GitHub folder or a local .skill or .zip archive, or SKILL.md file.

From GitHub URLFrom .skill, .zip, or SKILL.md

GitHub repo or folder

https://github.com/TokenRhythm/opensquilla/tree/main/src/opensquilla/skills/bundled/paper-latex-sanitizer

Points to a single skill folder, or any folder that contains multiple skills. Public repos only.

CancelContinue

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/TokenRhythm/opensquilla.git /tmp/opensquilla
mkdir -p .claude/skills
cp -r /tmp/opensquilla/src/opensquilla/skills/bundled/paper-latex-sanitizer .claude/skills/paper-latex-sanitizer

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Paper Latex Sanitizer in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Paper Latex Sanitizer on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Paper Latex Sanitizer is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Paper LaTeX sanitizer

Internal deterministic pre-publication sanitizer for meta-paper-write. It runs before the length, citation, and publication-quality gates.

The sanitizer performs only two bounded repairs:

normalize U+2011, U+2013, and isolated U+2014 punctuation to LaTeX-safe ASCII equivalents while preserving paired Chinese em dashes (——);
when EVIDENCE_STATUS: not_supplied, replace concrete forecast magnitudes in results-facing sections with TBD / 待实验确定. Planned setup values remain intact. A declared result threshold remains intact only when the same magnitude is present in the authoritative user request/paper contract; labeling an invented number as a target or hypothesis does not preserve it;
remove only the known generated figure_placeholder_template or table_placeholder_template input line when the same manuscript already contains the corresponding inlined figure/table environment. Arbitrary user \input{...} commands and non-redundant template inputs remain untouched.

For an artifact-backed package, the referenced MANUSCRIPT_PATH is replaced atomically and the compact manifest is returned. Inline manuscript packages are normalized in the returned package. This step is not a quality gate: the independent paper-quality-gate must still run afterwards and block any unsupported semantic claims that remain.

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

scripts/sanitize.py18 KB

Frequently asked questions

What does the Paper Latex Sanitizer AI skill do?

Deterministically normalize safe LaTeX punctuation and replace unsupported forecast magnitudes with explicit placeholders before meta-paper-write publication gates run.

Why use Paper Latex Sanitizer on TypingMind?

Because you install it once and use it with any model. Paper Latex Sanitizer is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Paper Latex Sanitizer in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/TokenRhythm/opensquilla/tree/main/src/opensquilla/skills/bundled/paper-latex-sanitizer. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Paper Latex Sanitizer?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Paper Latex Sanitizer?

As many as you like. As long as a model supports skills, you can use Paper Latex Sanitizer with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Paper Latex Sanitizer AI skill free?

Yes. It is published on GitHub by TokenRhythm under the Apache-2.0 license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

Paper LaTeX sanitizer

Bundled files

Frequently asked questions

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